B.Sc. (Hons) Agriculture
KL College of Agriculture A.Y. 2025–26 NHEQF L6.0
Welcome · A.Y. 2025–26

A multi-layered programme architecture, at a glance.

Programme Identity

177 credits. 8 semesters.
A graduate re-rooted for 2026.

A four-year B.Sc. (Hons) Agriculture programme built on the ICAR Sixth Deans' Committee curriculum, aligned to NEP-2020 and NHEQF Level 6.0, and explicitly mapped to the thrust areas and job markets defining Indian agriculture between now and 2030.

Total Credits
177 cr
167 on-campus + 10 online (MOOCs)
Thrust Areas
15
Across 4 meta-clusters
Exit Pathways
3
UG-Cert · UG-Dip · B.Sc. (Hons)

Credit Distribution by Category

How the 177 credits are allocated across course types

Credit Load by Semester

Even distribution from foundation through specialisation

Thrust Area Coverage — Programme Outcomes Heatmap

How strongly each Programme Outcome (PO 1–10) addresses each of the 15 thrust areas. Higher peaks = stronger anchoring.

Career Outcome Distribution (Target)

Projected graduate placement mix by sector

Salary Tier Bands

Entry vs mid-career compensation, India and global
▼ Dashboard at-a-glance
  • Hyderabad advantage — KL College of Agriculture sits within India's densest agri-research cluster: ICRISAT, ICAR-IIRR, IIMR, NAARM, NIPHM and MANAGE all within an hour's drive.
  • Digital-first design — PO 4 (drone/IoT/AI) and PO 10 (lifelong learning of new technologies) are anchored in Sem-IV's Agricultural Informatics & AI course and the Sem-VII Geoinformatics elective.
  • Enterprise emphasis — PEO 3 and PO 5 are operationalised through 6 SEC modules (across Years 1–2), Sem-III Entrepreneurship Development, and the Sem-VIII Student READY capstone.
Programme Context · 01

Thrust areas driving the programme.

Fifteen thrust areas — drawn from the Union Budget 2025-26, ICAR Sixth Deans' Committee, FAO State of Food and Agriculture 2024, CGIAR 2030 Strategy, Telangana Rythu Bharosa framework, and the Inc42 × StarAgri AgriTech Report — define what the next generation of Indian agriculture graduates will be hired to do.

▼ Why this matters for curriculum
  • The programme privileges four force-multiplier themes: Digital/Precision Agriculture, Climate-Resilient & Natural Farming, Agri-Business & FPO ecosystems, Post-Harvest Value Chains.
  • India's Digital Agriculture Mission (₹2,817 cr) and the National Mission on Natural Farming (₹2,481 cr) together signal where employment will move over the next decade.
  • Telangana's Rythu Bharosa scheme and the Hyderabad cluster (ICRISAT/CRIDA/IIRR/IIMR) position KL graduates uniquely well for regional and global roles.

The four meta-clusters

MC-A
Production & Resource Stewardship
TA-1 Productivity · TA-5 Soil & Water · TA-6 Biotech & Crop Improvement · TA-12 Animal Husbandry · TA-13 Horticulture
MC-B
Climate & Sustainability
TA-2 Climate Resilience · TA-3 Natural & Organic · TA-7 Plant Protection · TA-14 Renewable Energy
MC-C
Digital & Frontier Sciences
TA-4 Digital Agriculture & AgriTech — AI, IoT, drones, remote sensing, Agri-Stack
MC-D
Enterprise, Livelihood & Society
TA-8 Post-Harvest · TA-9 Agri-Business · TA-10 Livelihoods · TA-11 Food & Nutrition · TA-15 Policy

The 15 thrust areas

CodeThrust AreaDrivers / Policies / EvidenceCluster
TA-1Productivity & Production TechnologyFoodgrain output 357.73 MT (2024-25, record); PM Dhan-Dhaanya Krishi Yojana; RKVY; National Mission on High-Yielding Seeds.MC-A
TA-2Climate Resilience & SustainabilityNICRA (ICAR flagship); NMSA umbrella; 109 climate-resilient varieties released (Aug 2024); Telangana SAPCC.MC-B
TA-3Natural & Organic FarmingNational Mission on Natural Farming (₹2,481 cr); PM-PRANAM; PKVY; APCNF reference model; 8.57 lakh ha covered.MC-B
TA-4Digital Agriculture & AgriTechDigital Agriculture Mission (₹2,817 cr); AgriStack with 84 mn Farmer IDs; Namo Drone Didi; Indian agritech USD 9 → 28 bn by 2030 (25% CAGR).MC-C
TA-5Soil & Water ManagementSoil Health Card; PMKSY Per-Drop-More-Crop; Mission Kakatiya; Kaleshwaram; Soil Profile Mapping of 142 mn ha.MC-A
TA-6Biotechnology & Crop ImprovementGene-editing SDN-1/2 exemption (Mar 2022); first genome-edited rice varieties (May 2025); DBT Genome India.MC-A
TA-7Plant ProtectionIndia biopesticide market USD 242 → 382 mn by 2030; IFFCO Nano-Urea/DAP; NIPHM Hyderabad.MC-B
TA-8Post-Harvest & Value AdditionPM Kisan SAMPADA; Agriculture Infrastructure Fund; Operation Greens; PMFME; horticulture losses 18-30%.MC-D
TA-9Agri-Business, Marketing & TradeAgri exports USD 51.91 bn (FY25, +6.47%); e-NAM (1,361 mandis); MANAGE Hyderabad; AgriTech USD 28 bn by 2030.MC-D
TA-10Farmers' Income & LivelihoodsPM-KISAN; Rythu Bharosa ₹12,000/acre/year; 10,000 FPOs target achieved (Feb 2025).MC-D
TA-11Food & Nutritional SecurityShree Anna Mission; ICAR-IIMR Hyderabad; 100+ biofortified varieties; UN International Year of Millets 2023.MC-D
TA-12Animal Husbandry & AlliedPMMSY (+64% in Budget 25-26); Rashtriya Gokul Mission; livestock at 30% of agri-GVA.MC-A
TA-13Horticulture & Protected CultivationMIDH; horticulture 353.19 MT (2023-24); NHB polyhouse subsidy; Telangana GI mango/turmeric.MC-A
TA-14Renewable Energy in AgriculturePM-KUSUM (>2.5 lakh solar pumps); PM Surya Ghar Muft Bijli Yojana; agrivoltaics.MC-B
TA-15Policy, Governance & InstitutionsMoA&FW ₹1.38 lakh cr (FY26); PMFBY; PM-AASHA; NITI Aayog Strategy @75.MC-D
Programme Context · 02

The job market for a 2026 agriculture graduate.

For a fresh B.Sc.(Hons) Agriculture graduate, realistic starting packages are ₹3–6 LPA in the private sector (in-hand roughly ₹20,000–38,000/month) and ₹4.5–9 LPA for government-exam roles such as IBPS AFO and State ADO. The figures below are framed for freshers; where a role typically needs an M.Sc./Ph.D. or several years of experience, that is flagged explicitly. Agritech roles often add 20–30% annual increments for strong performers, so early growth can be rapid.

Salary tiers at a glance

Entry tier · typical fresher
₹2.5–4.5 LPA
Field Officer at seed / agro-input firm · Farm Supervisor · Small agritech FOO · KVK SRF
Achievable fresher target
₹4–8 LPA
IBPS AFO Scale-I (~₹6.5–7.8 LPA) · State Agriculture Officer / ADO · Agri-input Territory Sales · KVK SMS
Later-career · with experience or PG
₹10+ LPA
Reached after a few years or an M.Sc./Ph.D. — agritech product & data roles, ICAR ARS Scientist, seed-company R&D, MNC procurement. Not typical fresher entry.
Global · needs PG + experience
$60k–150k
CGIAR IRS, FAO JPO, US/AUS/NZ/Canada agronomist roles — generally require an M.S./Ph.D. plus experience and migration certs. A long-term goal, not a fresher route.

Role-by-role market map

RoleEmployerSalary (Entry → Mid)Key Skills
IBPS AFO Scale-ISBI, PNB, BoB, Canara, Union Bank₹6.5–7.8 LPAAgri-credit, rural banking, crop economics
ICAR ARS Scientist (needs M.Sc./Ph.D. + ASRB-NET/ARS exam)IARI, IIRR, IIMR, CRIDA, NAARM₹13–15 LPA CTC · not a fresher roleResearch methodology, statistics, scientific writing
State Agriculture Officer / ADOTSPSC / APPSC Group-II/III₹5–8 LPAExtension, farm management, scheme delivery
NABARD Grade A (Assistant Manager)NABARD₹13–15 LPA CTC · elite, highly competitive examRural credit policy, project appraisal
FCI AG-III (Technical) / ManagerFood Corporation of India₹5–9 LPAGrain QC, warehousing, FSSAI norms
KVK Subject-Matter Specialist (usually needs M.Sc.)ICAR-KVKs via SAUs₹5–9 LPAExtension, on-farm trials, advisory
APEDA / MPEDA OfficerAPEDA, MPEDA₹5–8 LPAExport procedures, MRL/SPS compliance
RoleEmployersSalaryKey Skills
Seed Production / Breeding-Support OfficerKaveri, Nuziveedu, Mahyco, Bayer, Corteva, Advanta₹3.5–6 LPA · grows with experience/PGVarietal trials, field QC, basic regulatory
Sales / Territory Officer (Trainee)UPL, PI, Bayer, Syngenta, Coromandel, FMC, Rallis₹3.5–6 LPA + incentives · grows with track recordCrop-product knowledge, dealer management
Procurement / QC Executive (Trainee)ITC ABD, Cargill, Olam, Adani Wilmar, ADM, LT Foods₹4–6.5 LPA · grows with experienceMandi ops, FSSAI/Codex MRLs, QA
Plantation / Estate Officer (Trainee)Tata Coffee, McLeod Russel, CCL, Synthite₹3.5–6 LPAEstate operations, crop husbandry
Junior Agronomist / Field ExecutiveRallis, Tata Chemicals, IFFCO, KRIBHCO₹3.5–5.5 LPADemonstration, dealer support
Why agritech · India's AgriTech market is projected from USD 9 bn (2025) to USD 28 bn by 2030 at 25% CAGR (Inc42 × StarAgri 2025). AI-agritech alone is on a 44% CAGR to USD 5.6 bn by 2030.
RoleEmployersSalaryKey Skills
Field Agricultural OfficerDeHaat, AgroStar, Ninjacart, WayCool, Gramophone, BharatAgri₹3.5–6 LPA · 20–30% annual hikes commonRural fluency, agronomy, mobile-app training
Product Manager — AgriTech (after several years’ experience)DeHaat, AgroStar, CropIn, Fasal, Stellapps, Ergos₹12–25 LPA · not a fresher roleProduct thinking + agri-domain (scarce mix)
Agri-Data Analyst → Data ScientistCropIn, Fasal, SatSure, AquaConnect₹4–6.5 LPA entry · ₹15–30 LPA after experiencePython, GIS, remote sensing, ML
Precision-Ag Field ExecutiveFasal, AgNext, CropIn₹3.5–6 LPAIoT sensors, GIS, agronomy
Drone Pilot / Spray OperatorGaruda Aerospace, IoTechWorld, Marut Drones, General Aeronautics₹3–6 LPA + per-acre · needs DGCA RPCDGCA RPC, spray ops, fleet management
Sustainability / Carbon Field ExecutiveBoomitra, Varaha, Nurture.Farm₹3.5–6 LPAVerra / Gold Standard MRV protocols
RoleEmployersSalaryKey Skills
IBPS AFOAll major PSBs₹6.5–7.8 LPAAgri-credit, KCC, project appraisal
Credit Officer (Agri)NABARD, NABFINS, RRBs, Cooperative banks₹4–8 LPAProject appraisal, KCC
Microfinance OfficerBandhan, Ujjivan, ESAF, Spandana₹3.5–6 LPARural credit, SHG dynamics
Crop Insurance SurveyorAIC India, Bajaj Allianz, ICICI Lombard₹4–8 LPALoss assessment, satellite-based CCE
Note for freshers · Global roles below almost always require an M.S./Ph.D., professional certifications (PCA/CCA), work experience and a skilled-migration visa. Treat them as a multi-year goal reached after further study — not a direct B.Sc. fresher destination.
RoleOrganisationSalaryNotes
CGIAR / ICRISAT NRS (needs M.Sc./Ph.D.)ICRISAT (Patancheru), IRRI, CIMMYT, ICARDA₹6–20 LPA · post-graduate routeGenomics, breeding, agronomy
CGIAR IRS (International)All CGIAR centresUSD 60–90kPhD / strong MSc + experience
FAO JPO (P-2)FAO Rome / country officesUSD 85–115kUN languages + policy
World Bank JPO / AnalystWorld BankUSD 95–108k medianAgri-economics, MS/MA
Agronomist (USA)Bayer, Syngenta, CortevaUSD 106–108k avgMS + technical specialism
Agronomist (Australia)Nuseed, Elders, Nutrien, Incitec PivotAUD 80–100kPCA/CCA certs, broadacre crops
Agronomist (Canada)Nutrien, Bayer Canada, CargillCAD 72–97kNOC pathways for PR
Agronomist (NZ)Ravensdown, Ballance Agri-NutrientsNZD 70–90kSkilled migration green list
Gulf / KAUST ResearcherKAUST, Pure Harvest, NEOM, Red Sea FarmsUSD 50–90k + housingCEA, hydroponics
For self-employment, not salary · These are potential venture incomes once a business is established — they depend on capital, scale and risk, and are not guaranteed starting pay. Many graduates begin with a job and build a venture on the side.
VentureInvestmentPotential venture incomeGovt Support
FPO promoter / coordinator₹2–5 L seedventure income, variesSFAC equity ₹15 L, mgmt cost ₹18 L, credit guarantee ₹2 cr
Custom Hiring Centre₹10–25 L (40% subsidy)₹8–20 LPASMAM, RKVY, Telangana JFPTC
Custom Drone Service₹8–10 L/drone (80% subsidy)₹6–15 LPANamo Drone Didi, SMAM, AIF 3% subvention
Seed Production Enterprise₹5–15 L₹10–30 LPANational Seeds Mission
Hi-tech Horti / Polyhouse₹35 L/1000 sqm (50-75% subsidy)₹8–20 LPAMIDH, NHB
Biopesticide / Biofertilizer₹10–25 L₹10–25 LPANMNF, PMFME
Mushroom / Apiculture₹2–10 L₹4–10 LPANHB, Sericulture Dept
Decision Support

Pick your elective stack by career path.

Recommended combinations of Sem-VII electives, SECs and Student READY attachment, against eight major career paths. Starting points — students should refine in consultation with their faculty mentor.

IBPS AFO · NABARD · Agri Banking
Sem-VII Electives
Agri-Business Mgmt · Food Safety & Standards · Post-Harvest Tech · Climate Resilient Agriculture · Organic Farming/CA
SECs
Soil/Plant/Water Testing · Seed Production · Agri Waste Mgmt · Commercial Horti · Food Processing
Student READY
NABARD-supported FPO · Cooperative bank rural branch
State Agriculture Officer · KVK SMS · ADO
Sem-VII Electives
Climate Resilient Agri · Organic Farming/CA · Hi-tech Horti · Agri-Business Mgmt · Geoinformatics & RS
SECs
Biofertilizer/Biopesticide · Bioagents · Soil-Plant-Water · Seed Production · Organic Production
Student READY
KVK · Agri Polytechnic · DAATTC
ICAR ARS · M.Sc. JRF · Research
Sem-VII Electives
Biotech of Crop Improvement · Commercial Plant Breeding · Micro-propagation · Geoinformatics & RS · Bioformulation & Nano
SECs
Soil-Plant-Water · Seed Production · Bioagents · Beneficial Insect Farming
Student READY
ICRISAT · ICAR institute · IARI
AgriTech (DeHaat, CropIn, Fasal)
Sem-VII Electives
Geoinformatics & Precision Farming · System Simulation & Agroadvisory · Climate Resilient Agri · Agri-Business Mgmt · Hi-tech Horti
SECs
Video Production · Soil-Plant-Water · Seed Production · Agri Waste Mgmt · Organic Production
Student READY
DeHaat · AgroStar · CropIn · Fasal · Garuda Aerospace
Seed / Agro-Input MNCs (Bayer, Corteva)
Sem-VII Electives
Commercial Seed Production · Commercial Plant Breeding · Biotech of Crop Improvement · Agrochemicals · Agri-Business Mgmt
SECs
Seed Production & Testing · Soil-Plant-Water · Bioagents · Commercial Horti
Student READY
Kaveri · Nuziveedu · Bayer · Corteva · Syngenta India
Agribusiness · MBA-ABM Aspirant
Sem-VII Electives
Agri-Business Mgmt · Post-Harvest Tech · Food Safety & Standards · Agricultural Journalism · Food Science & Nutrition
SECs
Food Processing · Post-harvest Processing · Commercial Horti · Plantation Crops
Student READY
MANAGE · NIAM · ITC ABD · Olam · Cargill
Entrepreneur · FPO · Custom-Drone
Sem-VII Electives
Agri-Business Mgmt · Organic Farming/CA · Hi-tech Horti · Protected Cultivation · Biopesticides & Biofertilizers
SECs
Biofertilizer/Biopesticide · Mushroom Production · Commercial Horti · Floriculture · Organic Production · Video Production
Student READY
NAARM a-IDEA · MANAGE · Marut Drones · Garuda Aerospace
Global · CGIAR · FAO · Migration
Sem-VII Electives
Biotech of Crop Improvement · Climate Resilient Agri · Geoinformatics & RS · Mgmt of Natural Resources · Commercial Plant Breeding
SECs
Soil-Plant-Water · Seed Production · Bioagents · Beneficial Insect Farming
Student READY
ICRISAT · IRRI · WorldVeg · WOTR partner project
Infrastructure Blueprint

Laboratory facilities, organised by lab.

Every course's practical requirements consolidated into the physical laboratories a College of Agriculture actually builds. Each facility lists the courses it serves, its consolidated equipment (sized for a batch of 60), setup and infrastructure notes, and the relevant ICAR Sixth Deans' Committee norm — covering academic, skill-development and placement purposes alike.

19
Lab facilities
65
Courses with labs
880
Equipment lines
10
Central instruments
Agronomy

Agronomy & Crop Production Laboratory

5 courses 67 equipment

Core crop-husbandry teaching lab paired with the Instructional Farm. Handles seed/fertiliser/implement identification, agronomic calculations, weed herbaria, and crop-growth analysis.

Academiccrop-stand establishment, INM, agronomic numericals
Skillimplement handling, field operations, CCE yield estimation
Placementagronomy field-officer & seed-company demos
Courses conducted here
⌬ Setup & infrastructure

~80 m² lab with sample-display cabinets, demonstration benches for 15 working groups, attached store for tools and a wash area. Adjoins the Instructional Farm and implement shed.

◈ ICAR norm

ICAR Sixth Deans' Committee mandates a dedicated Agronomy lab with crop/seed/fertiliser/weed reference collections, plus access to a minimum 5 ha Instructional Farm for field practicals.

Equipment & setup list — sized for 60 students 67 items
Equipment / itemSpecificationQuantity
Agri-drone (DGCA Type-A)Multispectral payload (e.g., Garuda / Marut)1 (shared institutional)
Audio recorder for farmer interviewsHandheld digital recorder6
Brix refractometer0-32 °Brix6
Bus / transport for field visitsFor 60 students; KVK/FPO visit2 trips per semester
CalculatorScientific30
CalculatorsScientific30
Calibration cups, stopwatches, measuring cylindersFor calibration15 each
CCE mobile app installationGoI CCE app15 phones
CCE mobile app installedGoI CCE app15 phones
Computers with DSSAT installedDSSAT v4.8, Python15
Computers with DSSAT-Rice / MaizeFor Module-5 lab15
Computers with DSSAT-WheatInstalled15
Computers with internetFor DeHaat, AgriStack, AGMARKNET access15
Crop farm4 ha for rabi season1
Demo plots — pre- and post-emergentStandard4 plots
DGCA agri-drone (Module-5)For spot-spraying demo1 institutional
Essential-oil distillation apparatusClevenger-type2
Fertiliser sample setsUrea, DAP, MOP, complex grades, micronutrient mixes15 sets
FertilisersUrea, SSP, MOP100 kg of each
Field-survey kitsGPS-enabled mobile, measuring tape, clipboard, notebooks15
Foliar-spray nozzle setHollow-cone, flat-fan15 sets
GPS-enabled smartphonesWith CCE app, Plantix, AgriStack15
Hand toolsSpades, hoes, sickles, khurpis15 each
Hand-operated weeders / wheel-hoesStandard, with replaceable blades15
Honorarium for farmer-mentorsAs per institutional norms2-3 farmer visits
Hot-air ovenFor biomass drying1
HRAC chart (printed)Latest version60
Institutional crop farm accessAt least 5 ha with multiple crops1
Instructional crop farmAt least 4 ha for kharif demos1
Knapsack sprayers16 L15
Measuring tapes30 m fibreglass15
NABARD DPR templatesPrinted copies + digital templates60
Pesticide sample-boardEmpty labelled containers — herbicides, fungicides, insecticides15 sets
Petri dishes and germination paper9 cm Petri, blotting paper100 dishes
Plant-press / herbarium kitFor weed herbarium15
Plant-press / herbarium-making kitWooden press, blotting paper, mounting sheets15
Pot-based bioassay setupFor residual-herbicide test60 pots
Potato tubers (seed)For planting100 kg
Power sprayer / battery sprayerStandard4
PPE — gloves, masks, bootsFor sprayer ops60 sets
PPE — masks, gloves, eyewearFor herbicide work60 sets
PRA stationery kitChart paper, markers, sticky notes, seeds/pebbles for ranking15
Printed case studiesICAR-IIFSR Modipuram, AMUL, ITC e-Choupal, APCNF60 sets
Projector + screenHD, with HDMI1
Quadrat (1 m × 1 m and 0.5 m × 0.5 m)For weed/yield sampling15 each
Quadrats (1 m × 1 m, 0.25 m × 0.25 m)For population counts15 + 15
Reference booksFAO Farming Systems Database, ICAR-IIFSR manuals5 of each
Sample herbicides (HRAC-coded)Glyphosate, atrazine, 2,4-D, paraquat, pendimethalin6 different
Sample registers / accounts booksCash book, ledger, FPO member-register15
Seed samples — kharif cropsRice, maize, sorghum, pigeonpea, mungbean, urdbean, groundnut, soybean, cotton5 kg of each
Seed samples — rabi cropsWheat, barley, chickpea, lentil, mustard, sunflower, safflower, linseed5 kg of each
Seed-display boardsAcrylic boxes with 20 crop seed samples15 sets
Seed-treatment chambers / drumsManual4
Smartphone holders / tripodsFor field videography6
Smartphones with Plantix / eWINAI apps15
Spades, hoes, sickles, khurpisStandard hand tools15 each
SprayersKnapsack 16 L + battery15 + 2
Sprayers — knapsack16 L manual + 2 battery-operated15 + 2
Sucrose-test reagentsFor sugarcane juice analysis1 set
Sugarcane juice extractorHand-operated1
Sugarcane planter (manual)For demonstration1
Sugarcane setts3-bud settsBulk for planting
Tractor with implements35–45 HP, with MB-plough, disc plough, cultivator, rotavator, leveller1 + implements
Weed-flora fieldWith dominant weeds of major crops0.5 ha
Weed-identification keysICAR-DWR/CABI keys15
Weighing balance (50 kg)0.01 g precision4
Wheel-hoe, conoweeder, rotary weederManual15 each
Soil Science

Soil Science & Agricultural Chemistry Laboratory

3 courses 44 equipment

Wet-chemistry and instrumentation lab for soil and plant analysis — texture, pH/EC, available NPK, micronutrients, and soil-health-card interpretation.

Academicsoil physical & chemical analysis
SkillSTCR-based fertiliser recommendation, SHC interpretation
Placementsoil-testing lab analyst, input-advisory roles
Courses conducted here
⌬ Setup & infrastructure

~100 m² wet lab with fume hood, acid-resistant benches, instrument room (colorimeter, flame photometer, AAS access), balance room, distilled-water unit, and a soil-profile pit on the farm.

◈ ICAR norm

ICAR norms require a soil-testing lab with provision for routine physico-chemical analysis (pH, EC, OC, available N-P-K-S, micronutrients) and a mineral/rock reference collection.

Equipment & setup list — sized for 60 students 44 items
Equipment / itemSpecificationQuantity
AAS (Atomic Absorption Spec)For heavy metals1
Atomic Absorption SpectrophotometerFor Zn, Fe, Cu, Mn1
Beakers (50, 100, 250, 500 mL)Borosilicate60 each
Bouyoucos hydrometer (152H)For particle-size analysis15
Calgon (sodium hexametaphosphate)Lab reagent2 kg
Centrifuge4,000 rpm, 8-tube2
Colorimeter / SpectrophotometerUV-Vis, 400–800 nm4
Computers with IPNI NUE calculatorOnline calculator access15
Computers with QGISQGIS 3.x with SoilGrids plug-in15
Computers with QGIS + Sentinel HubFor Module-515
Conical flasks (100, 250 mL)Borosilicate60 each size
Demonstration plots (problem soils)Saline + sodic + acid + eroded patches1 each
Distilled water unitGlass distillation, 4 L/h1
Double-ring infiltrometerStandard2
EC meter / Conductivity meterStandard4
Electronic balance (0.001 g)0.001 g precision, 200 g capacity4
Flame photometerDigital, Na/K standards2
Glassware (flasks, beakers, pipettes)Borosilicate60 mixed
Gypsum / lime stockFor treatment demos50 kg each
Hot-air oven105 °C, 50 L capacity2
Hydrometer cylinders1 L graduated15
Kjeldahl digestion + distillation unit6-place digester + 1-place distiller2 + 2
Measuring cylinders (100 mL, 1 L)Borosilicate30 + 15
Mineral and rock reference set50+ specimens — silicates, non-silicates; igneous/sedimentary/metamorphic2 sets (15 groups share)
Muffle furnace550 °C1
Munsell Soil Colour ChartStandard pages or app on tablet15
pH meter, EC meterDigital, with calibration buffers4
Phyto-remediation seedlings (MPTs)Pteris, Brassica, Vetiver100 of each
Pipettes, burettes, volumetric flasksClass A glassware15 sets
Pycnometers50 mL or 100 mL volumetric flask15
Reagent setDTPA, neutral N NH4OAc, alkaline KMnO4, Olsen reagent, vanado-molybdateSufficient for batch
Reagents (NaCl, MgCl2, CaCl2, gypsum, EDTA)Lab grade1 set
Salt-tolerant + acid-tolerant variety seedsSample varieties5 kg each
Sample collection auger + bagsStandard15
Sample soil/plant repositoryFor 5+ sample sets per batch30 samples
Sample-storage containers500 mL plastic jars / poly bags200
Shaker (orbital)100 mL flask capacity, multi-position2
Sieve set2 mm, 1 mm, 0.5 mm, 0.2 mm4 sets
Sieves (2 mm, 1 mm)Standard4 sets
Soil Health Card sample reportsReal farmer copies (anonymised)60
Soil-profile pit accessOn institutional farm, 1.5 m × 1 m × 1.5 m2 pits
Soil-sampling auger / KhurpiTube auger, 2 m extension15
Soxhlet apparatusFor extraction1
Tablet / smartphone with LandPKS, SoilGridsAndroid/iOS15
Horticulture

Horticulture Laboratory, Nursery & Orchard

5 courses 78 equipment

Propagation and orchard-management facility — budding/grafting, nursery raising, training-pruning, maturity indices, ornamental/MAP cultivation and landscape design.

Academicpropagation, orchard layout, maturity studies
Skillbudding/grafting, drip-fertigation, value-addition
Placementnursery/polyhouse supervisor, horti field officer
Courses conducted here
⌬ Setup & infrastructure

Lab with grafting benches + nursery shed (mist chamber, lath house), 100 m² polyhouse, demonstration orchard, and a post-harvest corner with refractometer, penetrometer and a cool chamber.

◈ ICAR norm

ICAR mandates a horticulture lab supported by a demonstration orchard (≥1 ha), nursery with mist chamber, lath house and a polyhouse for propagation and protected-cultivation practicals.

Equipment & setup list — sized for 60 students 78 items
Equipment / itemSpecificationQuantity
AutoCAD / SketchUp licensesStudent educational15
Brix refractometer0-32 °Brix6
Cold storage / cool chamberEven small ZECC for demonstration1
Computer workstations with AutoCADCivil 3D educational15
Crowbars and pickaxesFor pit-digging15
Crowbars, pickaxes, spadesFor pit-making15 each
Cut-flower grading traysStandard30
Demonstration orchardAt least 1 ha with mango, citrus, guava, sapota, banana1
Drawing board, set squares, scalesFor manual design15
Drawing boards, T-squares, scalesFor manual design15
Drip + smart irrigation kitFor demonstration1
Drip + venturi fertigation kitFor 0.2 ha1
Drip irrigation kitFor 0.1 ha demonstration plot1
Essential-oil distillation apparatus (Clevenger)For MAPs2
Fertilisers (Urea/DAP/MOP)For demo100 kg of each
Fruit orchardMango, citrus, guava, banana, sapota — 1 ha1
Grading trays / boxesStandard30
Grading trays and packaging boxesStandard CFB30 trays + 30 boxes
Grading trays, packaging boxesStandard CFB30 + 30
Grafting / budding knivesStainless steel60
Grafting tape / parafilmStretch type100 rolls
Hand toolsKhurpi, spade, hoe, sickle15 each
Hand tools, sprayersStandard15 each
Hand-operated cultivatorsFor landscape beds15
IoT-sensor kit (drip)Soil-moisture probes, weather mini-station1 institutional
Landscape garden accessAt least 0.5 ha demonstration1
Landscape plant nurseryAt least 500 plants of 30 species1
Lawn mowerRotary2
Lumion / Twinmotion (3D rendering)Educational4
MAP garden0.2 ha1
MAP planting materialAshwagandha, Tulsi, Aloe vera, Mentha seedlings500 each
Measuring tapes (30 m)Fibreglass15
Micronutrient mixesFor foliar spray5 kg
Mist chamber + lath houseFor propagation1 each
Mulching films (plastic/organic)Black, silver, organic options1 lot
Nursery shed100 m² covered, with seedling trays1
Nursery shed + mist chamber6 × 4 m mist chamber + 6 × 4 m lath house1
Nursery shed with mist chamber6 × 4 m mist chamber + lath house1 each
Ornamental gardenAt least 0.5 ha with diverse species1
Pegs and twineFor orchard layout1 lot
Pegs, twine, layout markersFor orchard layout1 lot
Pencils, colour pencils, markersFor sketching60 sets
PenetrometerFruit-firmness tester3
Penetrometer / firmness testerStandard3
Plant-growth-regulator stockIBA, NAA, GA3 powders100 g each
Plantation-crop gardenCoconut, areca, cashew — demonstration plot1
Plastic / earthen pots6-inch and 9-inch100 each
Poly-bags (6×9 inch, 8×12 inch)For nursery raising3,000
Polyhouse100 m² minimum, fan-pad cooled, drip irrigated1
Polyhouse climate sensorTemp + humidity logger4
Polyhouse climate-control PLC kitDemo unit1 institutional
Polyhouse for cut-flowers100 m² fan-pad cooled1
Polyhouse for vegetables100 m² fan-pad cooled1
Polyhouse IoT-sensor kitTemperature, humidity, light, soil-moisture sensors1 (shared)
Potting-mix ingredientsFYM, sand, garden soil, cocopeatBulk for batch
Projector + screenHD1
Pruning + landscape toolsShears, edgers, spades, rakes15 each
Pruning shears (secateurs)Bypass, 8-inch30
Pruning shears, grafting knivesStandard30 each
Reference booksBhattacharjee, Randhawa, Trivedi5 each
Refractometer (Brix)0–32 °Brix range6
Sample fungicides/insecticidesFor demo6 different
Sample-bottle set (jam/jelly/squash)250 mL glass bottles60
Seedling trays50-cell, 98-cell100
Seeds — spice cropsTurmeric/ginger rhizomes, coriander, cumin, fenugreek seeds5 kg each
Seeds — vegetable hybrids15 varieties100 g of each
SketchUp / Lumion / TwinmotionEducational license15
Smart irrigation controllers (Rachio / Hunter)For Module-54
Smartphones with PlantixFor species/disease ID15
Solar dryerFor MAP drying1
Spice garden0.2 ha for turmeric/ginger/cardamom1
Spice-drying/processing equipmentSolar dryer + small powdering unit1
Sprayer (knapsack)16 L15
Sprayers (knapsack 16 L)16 L knapsack + 2 battery15
Tracing paper, A2/A1 sheetsFor drawings1 lot
Value-addition kitPots, sieves, fruit-juicer, hand-operated pulper4 sets
Vegetable gardenAt least 0.5 ha for kharif/rabi rotation1
Venturi fertigation kitWith EC/pH probe2
Entomology

Entomology & Nematology Laboratory

3 courses 46 equipment

Insect and nematode lab — collection, preservation, identification, pest sampling, and stored-grain pest management, with an insect museum.

Academicinsect & nematode morphology, ID, sampling
Skillpest scouting, sprayer calibration, IPM, stored-grain protection
Placementcrop-protection field/sales officer, IPM consultant
Courses conducted here
⌬ Setup & infrastructure

~80 m² lab with microscope benches for 15 groups, insect museum cabinets, killing/setting station, light & pheromone traps, sprayer-calibration corner and a nematode-extraction wet bench.

◈ ICAR norm

ICAR norms require an entomology lab with stereo/compound microscopes, an insect reference museum, collection/preservation equipment and pest-management appliances.

Equipment & setup list — sized for 60 students 46 items
Equipment / itemSpecificationQuantity
Baermann funnel apparatusWith rubber tubing15
Beakers, flasksStandard60 mixed
Bionematicide demo pots15 cm pots60
Calibration cups, nozzle-flow apparatusFor sprayer calibration15
Calibration cups, stopwatchesSprayer calibration15
Camera with macro lensFor high-detail photos4
Cobb's sieve set60-mesh, 100-mesh, 325-mesh15 sets
Compound microscopes40–1000×, monocular/binocular15
Computers with NEMATOOLDigital identification keys15
DGCA-certified agri-droneFor Module-5 demo1 institutional
Dissecting kitsForceps, needles, scissors, scalpel30
Dusters (rotary, hand)Standard15
Electrophoresis unit + power packMini-gel system2
Fixation reagentsFA (formalin-acetic), TAF, glycerine500 mL each
Fumigation chamberFor aluminium phosphide demo (institutional)1
Gel doc / UV transilluminatorStandard1
ICAR-IARI nematode reference slidesCurated reference15 sets
Insect collection sweep nets45 cm dia, fine mesh30
Insect pins (sizes 0–5)Stainless steel5 boxes
Insect storage boxes30 × 25 cm, with cork base30
Insect-identification keysICAR-NBAIR keys, CABI Crop Protection Compendium15 sets
Killing jarsWith ethyl-acetate30
Killing jars + insect-storage boxesFor collection30 + 30
Knapsack sprayers + power sprayers16 L manual + 2 battery15 + 2
Light trapsTungsten/UV-LED based2
Nematode counting dishesDoncaster's, gridded15
PCR thermocycler24-well1
Pheromone trapsFor Spodoptera, Helicoverpa15
Pheromone-trap kitFor Spodoptera, Helicoverpa, others30 traps
Pinning blocksWooden, graduated15
Pochonia / Pseudomonas cultureWorking culture500 mL each
PPE (gloves, masks, respirators)For pesticide work60 sets
Reference collection / insect museumCurated, family-level1 institutional
Sample collection bags500 g capacity, ziplock100
Sample collection bottlesFor pest samples60
Sample insecticides — EC, WP, SC, GR, EW formulationsFor demo (BIS-approved educational use)6 different
Sample pesticide containersEmpty, labelled (EC/WP/SC/GR/CS)30 sets
Slides + coverslipsGlass500 + 500
Smartphones with Plantix / Picture InsectAndroid/iOS15
Soil-sampling auger / KhurpiStandard15
Spreading boardsFor wing-mounting15
Stender dishesFor sorting30
Stereo microscopes7–45×, with LED illumination15
Storage bins (PUSA / metal)For hermetic demo4
Stored-grain sample collection (4 grain types)For pest assessment50 kg each
Trichogramma egg cardsFor bio-control demo10 cards
Plant Pathology

Plant Pathology & Microbiology Laboratory

4 courses 49 equipment

Disease-diagnosis and microbial-culture lab — pathogen isolation, culture media, staining, Koch's postulates, ELISA/PCR diagnostics, biocontrol and biofertilizer production.

Academicpathogen isolation, diagnosis, microbiology
Skillculture media, ELISA/PCR, biocontrol & biofertilizer production
PlacementQC/lab analyst, crop-doctor, bio-input production exec
Courses conducted here
⌬ Setup & infrastructure

~100 m² lab with sterile zone (autoclave, laminar flow, BOD incubator), microscope benches, media-prep area, disease museum, and a bio-fermenter corner for bio-input mass production.

◈ ICAR norm

ICAR mandates a plant-pathology lab with autoclave, laminar flow, incubators, a disease-specimen museum and culture facilities; microbiology work needs a sterile culture room.

Equipment & setup list — sized for 60 students 49 items
Equipment / itemSpecificationQuantity
AAS accessFor heavy-metal analysis1 (shared with SS-101)
Autoclave + laminar flowClass II horizontal2
AutoclavesVertical, 50 L2
Bio-fermenter (1-10 L)For liquid mass production2
Bio-fermentor (1-5 L)For mass production2
BOD incubatorStandard2
BOD incubator + shaker incubatorFor microbial cultures2 + 1
BOD incubators5-60 °C2
Bunsen burners / spirit lampsStandard15
Carrier materials — talc, ligniteFCO grade50 kg each
Centrifuge4,000 rpm1
Compound + stereo microscopesFor colony examination15
Compound microscopes40–1000×, with oil-immersion lens15
Computers with FCO standardsReference15
Disease-scouting field plotsDisease nurseries with rust, blast, blight, mildew4 plots
ELISA kit for plant virusese.g., TYLCV, PVY2 kits
ELISA plate readerFor virus diagnostics1
Field demo plotsFor application trials4 plots
Gel electrophoresis + power packMini2
Gel-doc / UV transilluminatorStandard1
GlasswarePetri, conical, beakers, slides500+ pieces
Glassware setConical flasks, beakers, measuring cylinders60 mixed
Heavy-metal-contaminated soilFor phyto-remediation trial50 kg
Hot-air oven, centrifugeFor glassware sterilization1
Hyperaccumulator seedsBrassica, Vetiver, Pteris500 g each
Incubator (BOD)5–60 °C2
Inoculation loop, needle, spreaderWire/disposable30 sets
Media powdersNA, PDA, YEM, Pikovskaya, Jensen's500 g each
Media powders — PDA, NA, Czapek, V-8500 g eachBulk
Microbial culture stocksRhizobium, Azotobacter, Pseudomonas, Bacillus, Trichoderma, AMFReference cultures
Microbiology labWith sterile area + culture chamber1
Microbiology lab with culture roomStandard1
Microscope slides + coverslipsStandard500 + 500
PCR thermocycler + electrophoresisFor Module-51
Petri dishes (90 mm)Sterile, disposable500
PGS-India portal accessFor certification15
pH meterDigital2
Plant-disease museum100+ preserved specimens1 institutional
Plant-disease specimen museum50+ preserved diseased samples1 institutional
Sample fungicide reagentsMancozeb, Carbendazim, Copper oxychloride100 g each
Sample fungicides — Mancozeb, Carbendazim, Trifloxystrobin, etc.BIS-approved6 different
Smartphones with Plantix / AgrioFor Module-515
Solid-state fermentation traysFor Trichoderma15 sets
Spray bottles for inoculation50 mL atomisers15
Staining reagent kitCrystal-violet, iodine, safranin, alcohol4 sets
Staining reagentsGram-stain kit, lactophenol cotton-blue4 sets each
Sterilising equipmentBunsen burners, alcohol lamps15
Talc / lignite carrierFor formulation50 kg each
Trichoderma + Pseudomonas + Bacillus culturesWorking cultures500 mL each
Genetics & Plant Breeding

Genetics & Plant Breeding Laboratory

5 courses 57 equipment

Cytogenetics and breeding lab — mitosis/meiosis, Mendelian ratios, floral biology, emasculation-pollination, heritability, and marker-assisted selection.

Academiccytogenetics, Mendelian genetics, breeding methods
Skillemasculation-pollination, hybrid seed production, marker work
Placementseed-production/breeding-support officer, lab assistant
Courses conducted here
⌬ Setup & infrastructure

Lab with microscope benches, cytology/squash station, Drosophila culture room, computer corner for biometrics, plus a field crossing block and shared molecular-lab access.

◈ ICAR norm

ICAR norms require a genetics/plant-breeding lab with microscopes, a Drosophila/cytology setup, a crossing block on the farm, and access to molecular-marker facilities.

Equipment & setup list — sized for 60 students 57 items
Equipment / itemSpecificationQuantity
Aceto-carmine / aceto-orcein stainFor chromosome staining1 L each
Anaesthetic (FlyNap)For Drosophila sorting4 bottles
Anther-culture lab setupWith media and incubators1
BMS-CGIAR accessFor breeding-pipeline15
Breeding farm (segregating populations)At least 1 ha with F1-F4 generations1
Bus / transportFor seed-company visit1 trip
CalculatorsScientific30
Centrifuge4,000 rpm2
Chi-square statistical tablesPrinted reference60
Colchicine powderLab grade10 g
Cold-tolerance screening facilityGrowth chamber 5-10 °C1
Commercial breeding farmAt least 2 ha with multiple crops1
Compound microscopes40–1000×, with oil immersion15
Computers with BLAST / NCBI accessInternet enabled15
Computers with BMS-CGIARCloud or installed15
Computers with R/rrBLUP, sommerFor Module-515
Crossing toolsForceps, scissors, bags, labels15 sets
Crossing-bag paper / pollination bagsFor controlled pollination500
Crossing/pollination bagsGlassine + paper500
Detasseling-demo plotMaize plot for demonstration0.5 ha
DGCA agri-drone with multispectralFor Module-61 institutional
DNA / RNA molecular modelsEducational double-helix kit4 sets
DNA isolation reagentsSDS, salt, ethanol, isopropanolSufficient for batch
DroneDeploy / Pix4D accessFor drone phenotyping4 seats
Drosophila cultureWild-type, white-eye stocks4 culture bottles each
Drosophila culture vialsPolypropylene with cotton plugs60
Drosophila food mediumStandard banana-jaggery medium5 kg dry mix
Drought-screening plot/rainout shelterFor Module-51
EMS chemicalLab grade50 g
Excel / R for biometrical geneticsFor heritability/GA calculations15
Field-Book app on tabletsTablet-based phenotyping15
Field-Book tabletsFor phenotyping15
Forceps, scissors, magnifiersCrossing tools15 sets
Gamma-irradiation facilityInstitutional or external1 (shared)
Gel electrophoresis + power packStandard2
Hand magnifiers (10×)For floral examination30
Hybrid seed-production plotFor maize/rice/cotton0.5 ha
KASP primer plateRust-resistance / biofortification1
KASP primer platesFor target traits3 plates
KASP primer setFor sample trait1 plate
KASP reagents + primer plateFor BLB/BPH/drought markers1 plate
Kharif breeding farmAt least 1 ha with rice, maize, sorghum, pigeonpea, cotton1
Microscope slides + coverslipsGlass500 + 500
Onion bulbs (fresh)For root-tip preparation50
PCR thermocyclerFor KASP/SSR1
Pedigree-record registerFor pedigree tracking60
Permanent slides — mitosis/meiosisPre-stained, professional15 sets
PPV&FR DUS guidelinesLatest15
PPV&FR rule book / DUS guidelinesReference15
Rabi breeding farmAt least 1 ha with wheat, chickpea, mustard, sugarcane1
Real-time PCR (qPCR)Institutional1 shared
Reference textbooksStrickberger, Russell, Gardner Genetics5 each
Sample crop seeds — segregating linesF2-F4 of model cropsBulk
Slide warmer / hot plateFor squash preparations2
Stereo microscopesFor Drosophila sorting15
Tablets / smartphones with Field-BookAndroid15
Zinc-analysis kit / portable XRFFor biofortification screening1 (or send to lab)
Agricultural Biotechnology

Plant Tissue Culture & Molecular Biology Laboratory

4 courses 59 equipment

Sterile tissue-culture and molecular lab — media prep, micropropagation, DNA isolation, PCR/electrophoresis, gRNA design and bioinformatics.

Academicmicropropagation, DNA work, gene-editing design
Skillaseptic technique, PCR/marker work, bioreactor operation
PlacementTC-lab technician, molecular/QC lab assistant
Courses conducted here
⌬ Setup & infrastructure

Clean-entry TC suite (media room, transfer room with laminar flows, AC culture room with lit racks), plus molecular bench (thermocyclers, electrophoresis, gel-doc, -20/-80 storage) and a bioinformatics terminal cluster.

◈ ICAR norm

ICAR mandates a dedicated tissue-culture lab (clean entry, laminar flows, culture room at 25±2 °C) and molecular-biology provisions (PCR, electrophoresis, gel-doc) for biotech courses.

Equipment & setup list — sized for 60 students 59 items
Equipment / itemSpecificationQuantity
-20 / -80 freezerFor reagents1 each
AC-controlled culture room25 ± 2 °C1
AutoclaveVertical, 100 L2
Autoclave + laminar flow + BODClass II horizontal4
Bio-fermenter (1-5 L)For microbial mass production2
Bioreactor — Temporary Immersion (TIS)For commercial-scale propagation1 institutional
BLAST, ClustalW, MEGAFor bioinformatics15
BOD incubatorStandard2
BOD incubator / culture roomAC-controlled, 25 ± 2 °C1 room
Bus / transportFor IFFCO/Nano plant visit1 trip
Carrier materialsTalc, lignite, alginate50 kg each
Computers with BLAST/CRISPOR accessInternet enabled15
Computers with R/BioconductorFor Module-515
CRISPOR/Benchling accessFor Module-615
Culture racks with cool-white fluorescent lightsFor incubation4 racks
Culture racks with cool-white lights16/8 photoperiod8 racks
DLS particle-size analyzerFor nano1 institutional
Forceps, scalpels, scissors (sterilizable)Stainless steel30 sets
Freeze dryer (lyophilizer)For formulation1 institutional
FT-IR spectrometerFor characterisation1 institutional
Gel-docStandard1
Gel-doc / UV transilluminatorStandard2
Gel-electrophoresis units + power packsMini/midi4 + 2
GlasswareFor synthesis500+ mixed
Hot-air oven150 °C2
KASP primer platesFor target traits3 plates
Magnetic stirrer + hot plateStandard4
Magnetic stirrer with hot plateStandard4
Media + chemicalsMS, B5, WPM, hormones (BAP, IAA, NAA, GA3, ABA)Bulk
Media bottles, glass jarsFor culture500
Microbial culture stocksTrichoderma, Pseudomonas, Bacillus500 mL each
Microcentrifuge15,000 rpm2
Micropipettes (10/100/1000 μL)P10/100/100015 sets
Mist chamber + shade-houseFor hardening1 each
Molecular-biology labStandard1
MS / B5 media componentsMacro, micro, vitamins, sucrose, agar, hormonesBulk
Nano-precursorsAgNO3, CuSO4, plant extractsFor batch
PCR + electrophoresisFor molecular verification1 set
PCR reagents — Taq, dNTPs, buffers, primersFor batchBulk
PCR thermocycler24-well2
pH meter, EC meterDigital4 each
Plant tissue-culture labStandard1
PPEFor nano + bio work60 sets
Qubit fluorometerFor DNA quant1
R / Bioconductor / Galaxy installationFor Module-515
Reagents — CTAB, primers, Taq, dNTPs, ladderFor PCR + electrophoresisFor batch
Real-time PCR (qPCR)For advanced exercises1 institutional
RefrigeratorStandard2
Refrigerator + -20 °C deep freezerFor reagents1 + 1
SEM/TEM accessInstitutional or external1 (shared)
Spectrophotometer (UV-Vis)For DNA2
Spray dryer (lab-scale)For formulation1 institutional
Synthetic-seed encapsulation kitAlginate, CaCl24 sets
Tissue-culture labWith clean entry, 25 m²1
Tissue-culture lab — dedicated50 m² with clean entry1
Tissue-culture media + chemicalsMS, B5, hormonesFor batch
UV-Vis spectrophotometerFor characterisation4
Weighing balance (0.001 g)Standard4
XRDInstitutional1 (shared)
Plant Physiology / Biochemistry

Plant Biochemistry & Crop Physiology Laboratory

3 courses 43 equipment

Analytical lab for biomolecule estimation and plant-process measurement — carbohydrates/proteins/lipids, chlorophyll, enzymes, photosynthesis and water relations.

Academicbiomolecule estimation, physiology of crop processes
Skillspectrophotometry, HPLC/TLC, photosynthesis measurement
Placementfood/biotech QC analyst, R&D lab assistant
Courses conducted here
⌬ Setup & infrastructure

~90 m² lab with UV-Vis spectrophotometers, chromatography corner, Kjeldahl/Soxhlet units, photosynthesis system (LI-COR), SPAD meters, pressure chamber, and a greenhouse/pot-yard for stress experiments.

◈ ICAR norm

ICAR norms require biochemistry/physiology labs equipped for spectrophotometry, chromatography, and plant-process measurement (photosynthesis, transpiration, water potential).

Equipment & setup list — sized for 60 students 43 items
Equipment / itemSpecificationQuantity
AASFor minerals1 institutional
Agri-drone with multispectralFor Module-51 institutional
Canning equipmentRetort, bottles, lids1 set
Centrifuge4,000-15,000 rpm2
Chromatography paperWhatman No.1100 sheets
Cobalt-chloride paperFor transpiration100 strips
Compound microscopes40-1000×15
CuvettesQuartz + glass60
Food samplesCereals, pulses, fruits, vegetables, processed foodsBulk
Food science labStandard1
FSSAI FoSCoS portal accessFor Module-515
Ganong's potometersFor transpiration15
GlasswareStandard500+
Glassware setTest tubes, beakers, flasks, pipettes, burettes, volumetric flasks60 mixed each
Greenhouse / pot-yardFor PGR/stress experiments1
Hot-air ovenFor moisture2
HPLC systemFor Module-51 institutional
IR thermometer (canopy temperature)Handheld6
Kjeldahl digestion + distillation6-place + 12 + 2
Leaf-area meter (LI-3100 or digital)For LAI1
LI-COR LI-6800 photosynthesis systemPortable1 institutional
Magnetic stirrer + hot plateStandard4
Micropipettes (10/100/1000 μL)Adjustable15 sets
Microscope slides + coverslipsGlass500 + 500
Muffle furnaceFor ash2
pH meterDigital4
Plant growth regulators stockGA3, IAA, NAA, ABA, kinetin5 g each
Porometer (steady-state)LI-COR or Decagon2
Pressure chamber (Scholander)For water potential1
RDA reference (ICMR-NIN)Latest15
Reagents — anthrone, Lowry, Folin, ninhydrin, DCPIP, BradfordLab grade1 set each
Refrigerator + freezerFor reagents1 + 1
Sample fortificants (Fe, folic acid premix)For demo100 g each
Sensory-evaluation boothsIndividual partitions15
Solar dryer / cabinet dryerFor dehydration2
Soxhlet extractorFor lipid extraction4
SPAD-502 chlorophyll meterKonica-Minolta4
Spectrophotometer (UV-Vis)For chlorophyll estimation4
Standard chemicals — glucose, BSA, tyrosine, ascorbic acidAR grade100 g each
Stereo microscopesFor stomatal counting15
TLC plates + chamberSilica gel pre-coated100 plates
UV-Vis spectrophotometerFor estimations4
Weighing balance (0.001 g)Standard4
Seed Science & Technology

Seed Science & Technology Laboratory

2 courses 27 equipment

ISTA-style seed-testing and processing lab — purity, germination, viability (TZ), vigour, seed health, processing, treatment and certification.

AcademicISTA seed-quality testing, dormancy, longevity
Skillpurity/germination/vigour testing, processing, treatment
Placementseed-QC/production officer, seed-certification officer
Courses conducted here
⌬ Setup & infrastructure

Temperature-controlled seed-testing lab with walk-in germinators, seed-sampling & dividing area, moisture-determination room, a lab-scale processing line (air-screen cleaner, grader) and cold + ambient seed stores.

◈ ICAR norm

ICAR mandates a seed-testing lab on ISTA lines with germinators, seed dividers/triers, moisture meters and a seed-processing/storage facility.

Equipment & setup list — sized for 60 students 27 items
Equipment / itemSpecificationQuantity
Air-screen cleaner / fanning millLab-scale1
Bus / transportFor seed-company visit1 trip
Electric-conductivity meterFor vigour testing4
Electronic balance0.001 g4
Germinator (seed)Walk-in / cabinet2
Hot-air oven (moisture)For moisture2
ISTA Rules + Seed Net portal accessReference15 copies
ISTA Rules / IMSCS referenceLatest edition5 copies
ISTA-style seed-testing labWith controlled temperature1
Magnifying lens + dissecting microscopesFor purity analysis15 + 15
Moisture meterGrain moisture meter4
PCR thermocycler + electrophoresisFor SSR fingerprinting1 set
Petri dishes + germination paperStandard500 + 100 rolls
Real-time PCRFor GMO testing1 institutional
Sample seed lots5 crop varieties5 kg each
Seed dividerBoerner / soil divider4
Seed processing unitLab-scale air-screen cleaner + grader1
Seed sampler / trierStandard ISTA15
Seed storage — cold + ambientFor longevity study1 of each
Seed-grading machineLab-scale1
Seed-packaging equipmentHeat sealer, bags4
Seed-production farmAt least 2 ha1
Seed-storage facilityCold + ambient1
Seed-treatment drumManual4
Seedling-evaluation lightsCool-white fluorescent4
SSR primersFor varietal ID1 plate
Tetrazolium chlorideFor TZ test100 g
Agricultural Engineering

Farm Machinery, Power & Renewable-Energy Workshop

3 courses 51 equipment

Engineering workshop and energy unit — IC engines, tractor & implement operation, machinery calibration, irrigation systems, and renewable-energy demonstrations.

Academicpower units, machinery, irrigation, renewable energy
Skilltractor/implement operation, calibration, drone-spray, solar/biogas
PlacementCHC operator, drone-service operator, dealership tech officer
Courses conducted here
⌬ Setup & infrastructure

Covered workshop + tractor yard with 35–45 HP tractors and matched implements, engine training models, sprayer-calibration bay, an irrigation demonstration plot, and a renewable-energy demo unit (solar pump, biogas plant, dryer).

◈ ICAR norm

ICAR norms require a farm-machinery workshop with tractor + matched implements, engine cut-sections, irrigation-measurement devices and renewable-energy demonstration units.

Equipment & setup list — sized for 60 students 51 items
Equipment / itemSpecificationQuantity
Agrivoltaics demonstration plotWith elevated PV + crop1
AnemometerFor wind measurement4
Automatic weather stationFor ETo computation1
Battery, inverter, charge controllerFor solar system4 sets
Bio-diesel preparation kitTrans-esterification setup2
Biogas plant — KVIC/Janata/Deenbandhu2-4 m³ capacity1 demo
Biomass gasifierDowndraft 5 kW1
CalculatorsScientific30
Calibration cups, stopwatchesFor sprayer calibration15 each
Capacitance soil-moisture probesDecagon/METER 5TM6
Class-A evaporation panStandard1
Combine harvesterFor demo (institutional)1
Computer with John Deere Ops CenterTelematics demo15
Computers with AquaCropFree software15
Computers with CROPWATFree software15
Computers with PVSystFor solar-system design15
Demonstration irrigated plot0.2 ha with multiple systems1
DGCA-certified agri-droneType-A, multispectral1 institutional
Double-ring infiltrometerStandard4
Drip irrigation kitFor 0.5 ha demo1
Engine cut-section / training modelFor component study2
Gas-flow meterFor biogas measurement2
Hot-air oven105 °C2
ICAR-CIAE tractor test reportsReference15
IoT-valve controller demo kitSolenoid + ESP324
Jatropha / Pongamia oilFor bio-diesel demo10 L each
Knapsack sprayer16 L15
Multi-crop thresherStandard1
MultimetersDigital15
Parshall flume / V-notchFor flow measurement2 each
pH meter, EC meterDigital4 each
PM-KUSUM scheme referenceGoI guidelines15
Power sprayer / motorised sprayer50 L tank2
Power tiller5-8 HP1
PPE — overalls, gloves, helmets, bootsFor operators15 sets
Pressure-plate apparatusFor FC and PWP1
PyranometerFor solar radiation2
Sand-box / kaolin-boxFor moisture release at low tensions2
Small wind turbine100-200 W demonstration1
Solar dryer (cabinet type)Standard2
Solar pump (1-3 HP)For demonstration1
Solar water heater (FPC)100 L capacity1
Solar-PV training moduleWith cells, panels, arrays, charge controller, inverter, battery4 sets
Sprinkler setRain-gun + small sprinklers4
TDR probesField-portable4
Tensiometers60 cm length15
Tool sets (mechanical workshop)Standard4 sets
Tractor (35-45 HP)With PTO, hydraulics2
Tractor-mounted implementsMB plough, disc plough, cultivator, rotavator, leveller, seed-drill, planter1 of each
Weighing balance0.001 g precision4
Workshop areaFor implement maintenance and demo1
Geoinformatics / Precision Ag

Geoinformatics, Drone & Precision-Agriculture Lab

6 courses 72 equipment

GIS/RS computing lab paired with a drone-flying field — geospatial analysis, satellite imagery, crop modelling, IoT sensor networks and variable-rate technology.

AcademicGIS/RS, crop simulation, agro-meteorology
Skilldrone piloting, image classification, IoT, VRT prescriptions
PlacementGIS/RS analyst, drone pilot, agri-data analyst
Courses conducted here
⌬ Setup & infrastructure

30-workstation computing lab (GIS/RS software, GPU machines), GNSS receivers, 2 DGCA-certified multispectral agri-drones, a 5-acre drone-flying field, IoT/LoRaWAN field-sensor network and an automatic weather station.

◈ ICAR norm

Aligned with ICAR's thrust on Digital Agriculture / AgriStack: a geoinformatics lab with GIS/RS software, GNSS receivers, agri-drones (DGCA Type-A) and IoT field-sensor kits.

Equipment & setup list — sized for 60 students 72 items
Equipment / itemSpecificationQuantity
Agro-meteorological observatory accessStandard IMD-class1
Agroforestry demonstration plotAt least 1 ha with 3+ systems1
AquaCrop softwareFree15
Auger / soil-sampling toolsFor soil analysis under trees15
Automatic Weather StationWith data logger1 institutional
Bamboo clumpsFor demo50 clumps
Bhuvan Watershed AtlasFree GoI portal15 endpoints
Bund-marker, A-frameFor contour bunds4 each
Bund-marker, A-frame, Abney levelFor contour bunds4 each
Bus / transportFor NRM project visit1 trip
Bus / transport for institute visit60-seater1 trip
CalculatorsScientific30
Carbon-MRV reference (Verra VM0042)PDF / digital1 institutional
Class-A evaporation panStandard2
Cloud account (AWS / GCP free tier)For deployment1 institutional
Computer workstationsHigh-end (i7, 16 GB RAM)30
Computers with QGISFor GIS work15
Computers with R / PythonFor SPI, drought analysis15
Cup anemometer + wind-vaneStandard4
DGCA-certified agri-drone (Type-A)With multispectral payload2
Double-ring infiltrometerStandard4
Drone-flight field5-acre open area1
DroneDeploy / Pix4D licensesFor drone processing15 seats
Dry-wet bulb hygrometerStandard15
Dryland demonstration plotAt least 1 ha rainfed1
DSSAT, APSIM, AquaCrop, InfoCropFree software30 installations
FAO CROPWAT softwareFree15
Field-survey formsStandard60
Field-survey kitsGPS, tapes, levelling instruments15
Google Earth Engine accessResearch account30
GPS devices (mapping grade)2 m accuracy15
Hand tools — spades, pickaxesStandard15 each
IMD MOSDAC portal accessFree15
IMD/NCMRWF data accessFree portals15
IoT weather-station kit (ESP32 + sensors)For Module-615
IoT-AWS DIY kit (ESP32 + DHT22 + BMP180)Low-cost weather station15
IoT-sensor field-network kit15-node LoRaWAN1 institutional
Light meterFor PAR measurement4
LoRaWAN gatewayFor IoT network2
Max-min thermometersSix's type15
Millet seeds (sorghum, bajra, ragi, foxtail)For trial5 kg each
MPT seedlingsSubabul, Casuarina, Neem, Eucalyptus, Acacia500 each
Multispectral camera (MicaSense/Sentera)For drone1
PMKSY-WDC guidelinesPDF1 institutional
Projector + screenHD1
Pyranometer / sunshine recorderCampbell-Stokes2
Python + Anaconda + JupyterFor ML + GEE30
Python with rasterio, GDALFor processing30
QGIS + ArcGIS ProEducational license for ArcGIS30 installations
R + RStudioFor stats30
Rain-gauge (Symons)For watershed4
Reference textbooksCrop-modelling, Penning-de-Vries5 each
Runoff plot installation kitFor soil-loss measurement2 plots
Self-recording rain gaugeSiphon type1
Sentinel Hub accessFor imagery1 institutional
Sentinel Hub EO BrowserFree tier1 institutional
Server / NASFor large imagery data1
Server/NAS for large datasetsFor class1
Soil-moisture sensorsCapacitance/TDR15
Soil-sampling toolsFor analysis15
Spades, shovels, crowbarsStandard15 each
Stevenson screenFor thermometers1
SWAT softwareFree15
Symons rain gaugeStandard4
Toposheets + DEM dataSOI 1:50,00015 sheets
Tree nurseryFor MPT species1
Tree-measurement toolsDiameter tape, height pole, clinometer, Spiegel relaskop15 sets
Tree-volume / biomass tablesFSI / ICAR-CAFRI manuals15
Twilio / WhatsApp API sandboxFor advisory delivery1 institutional
VRT controller (demo)For prescription application1
Watershed-management referencePMKSY guidelines15
Weighing balanceField, 5 kg4
Computer Application / Statistics

Agricultural Informatics & Data-Science Lab

7 courses 65 equipment

General computing and analytics lab — productivity tools, databases, statistics, Python/R, ML, IoT/Arduino, and economic/financial modelling.

Academicinformatics, statistics, economics, agribusiness
SkillPython/R analytics, ML, IoT prototyping, dashboarding
Placementagri-data/MIS analyst, agribusiness trainee
Courses conducted here
⌬ Setup & infrastructure

30-workstation lab with high-speed internet, statistical software (R, Python, SPSS), MS-Office/LibreOffice, electronics kits (Arduino, Raspberry Pi, sensors), a projector and a class server/NAS.

◈ ICAR norm

Supports ICAR's Digital Agriculture Mission: a computer lab with productivity suites, statistical software, programming environments and internet for portal-based learning.

Equipment & setup list — sized for 60 students 65 items
Equipment / itemSpecificationQuantity
AGMARKNET API/portal accessFree15 endpoints
AgriStack portal accessFor Module-515
APEDA Tracenet demo accessEducational1 institutional
Arduino Uno kitsWith sensors, LCDs, motors15
BMC / Lean Canvas printed templatesA1 size60
Breadboards + jumper wiresStandard kit15 sets
Bus / transportFor mandi and federation visits3 trips
Bus / transport for visitsFor 60 students2-3 trips
Calculators (scientific)Financial / scientific30
Case-study bookletsMANAGE/NAARM Indian agri-entrepreneur cases60
Computer workstationsIntel i5/i7, 16 GB RAM, 512 GB SSD, dual OS30
Computer workstations with internetFor financial modelling + portals15
Computers with internetFor BMC, Glide, Bubble, financial modelling15
DHT22 (humidity/temperature) sensorsFor IoT projects30
DSSAT v4.8With sample crop datasets30 installations
e-NAM portal accessFree1 institutional
ESP32 / NodeMCU modulesFor WiFi-IoT projects15
FAOSTAT, AGMARKNET accessInternet15
Farm-records register setCash book, ledger, inventory15 sets
Google Colab Pro accessFor ML labs15 student accounts
High-speed internet50 Mbps+ for class1 connection
KCC application formsStandard60
LCD displays16×2 I2C15
Mandi-survey formsStandard60
Mobile-recording setupFor pitch recordings4 tripod + smartphone
MS Excel (with Analysis ToolPak)Office 2021 / 36530
MS Excel / LibreOffice CalcFor financial modelling15
MS Office Suite (or alternative)Office 2021 / LibreOffice30 licenses
MultimetersDigital15
NABARD DPR templatesLatest revision, printed + soft60
NABARD project templatesPrinted + digital60
NCDEX / MCX demo trading terminalEducational version15
NSO Cost of Cultivation dataPDF / digital1 institutional
Pitch-deck templatesSlidesgo, Canva templates1 institutional
PMFBY claim-process documentationGoI guidelines15
PMFBY MIS accessFree GoI portal15
Power BI / Tableau (student license)Free educational15 seats
Projector + screenHD1
Projector + whiteboardHD1 + 2
Python + AnacondaWith pandas, scipy, statsmodels30
Python + JupyterFor ML/forecasting15
Python + Jupyter + AnacondaLatest LTS30 installations
Python pandas + statsmodelsFor forecasting15 installations
R + RStudio installationLatest30
R / Stata for econometricsFor advanced exercises15 installations
Raspberry Pi 4 kitsWith sensors, breadboards, jumpers15
Reference booksSubba Rao, Reddy & Ram Agricultural Finance5
Reference textbooksSnedecor-Cochran, Gomez-Gomez, Panse-Sukhatme5 each
Sample agricultural datasetsYield, quality, weather, soil15 datasets
Sample business plansIndian agribusiness templates60
Sample case studiesIndian farms — ICAR-NIAP, MANAGE60 sets
Sample farm-records setsCash book, ledger, inventory15 sets
Sample futures contractsNCDEX/MCX15 copies
SAP B1 / Odoo educational licenseEducational1 institutional
Scale-of-finance referenceDistrict-level Lead Bank15
Scientific calculatorsWith statistical functions60
Server / NASFor class data + shared workspace1
Soil-moisture sensor modulesCapacitive, I2C30
Soldering iron + accessoriesFor optional repair4 stations
SPSS / Stata educational licenseFor econometrics15 seats
Startup India portal accessDPIIT recognition workflow1 institutional
Stationery — chart paper, markers, sticky notesStandard1 lot
Statistical tables (printed)t, χ², F, z60 sets
Stripe/Razorpay sandbox accountsFor payment-flow demos1 institutional
Whiteboards / flipchartsWith markers4
Food Science / Post-Harvest

Food Safety, Quality & Post-Harvest Laboratory

3 courses 48 equipment

Food-microbiology, quality-analysis and post-harvest processing lab — microbial/residue testing, HACCP, sensory evaluation, cold-chain and value addition.

Academicfood safety, quality analysis, post-harvest tech
Skillmicrobial/residue testing, HACCP, sensory eval, value addition
Placementfood-safety/QA executive, FSO-track, cold-chain exec
Courses conducted here
⌬ Setup & infrastructure

Food-microbiology zone (autoclave, laminar flow, incubators), instrumentation (ELISA reader, access to HPLC/GC-MS/AAS), sensory-evaluation booths, a processing unit (dryer, canning, packaging) and a cold-chain demo.

◈ ICAR norm

Aligned with FSSAI norms and ICAR post-harvest thrust: a food-quality lab with microbiology provision, residue/quality instrumentation, sensory booths and processing equipment.

Equipment & setup list — sized for 60 students 48 items
Equipment / itemSpecificationQuantity
AASFor heavy metals1 institutional
Autoclave, laminar flow, BOD incubatorStandard2 each
Battery-operated sprayerFor demo4
Blockchain-traceability demo accessAPEDA Tracenet1 institutional
Bottling line — manualFor squash/beverage1
Bus / transportFor processing-unit visit1 trip
CA/MA storage chambersFor demonstration1
Calibration cups, stopwatchesFor calibration15 each
Canning equipmentRetort, bottles, sealers4 sets
Centrifuge4,000 rpm2
CIBRC registration manualLatest15
Cold storageWalk-in 0-5 °C1
Colorimeter (food)For colour analysis2
Compound microscopes40-1000×15
Computers with FoSCoS accessFor Module-515
Cookers / large potsFor jam/jelly preparation15
DGCA-certified agri-droneFor Module-51 institutional
DLS particle-size analyserFor nano-formulation1 institutional
Droplet-size analyser / oil-film methodStandard4
ELISA kitsAflatoxin, allergens4 kits each
ELISA plate readerFor mycotoxins, allergens1
Food microbiology labWith incubators, autoclaves, laminar flow1
Food samplesCereals, milk, vegetables, processed foodsBulk
FSSAI standards referenceLatest15
GC-MS systemFor residue analysis1 institutional
GlasswareVolumetric flasks, beakers, separating funnels500+
HACCP plan templatesFSSC 2200060
HPLC systemFor residues/mycotoxins1 institutional
IoT temperature loggersFor cold-chain15
Knapsack + power sprayersStandard15 + 2
Magnetic stirrerStandard4
MAP-packaging machineModified-atmosphere packaging1
Nano-particle synthesis kitGlassware + reducing agents4 sets
Nozzle setHollow-cone, flat-fan, deflector15 sets
Packaging materialsCFB boxes, glass bottles, plastic containersBulk
PenetrometerFor firmness3
pH meter, TSS meterDigital4 each
Post-harvest processing unit100 m² with multiple equipment1
PPE — gloves, masks, respirators, eye-wear, overallsFor handling60 sets
QuEChERS extraction kitFor residue extraction15 sets
Refractometer (Brix)0-32 °Brix6
Sample pesticides (BIS-approved for educational use)EC, WP, SC, GR formulations6 different
Sample-collection containersSterile100
Sensory-evaluation boothsIndividual partitions15
Solar / cabinet dryerFor drying4
Vacuum-packing machineStandard2
Weighing balanceFor batches4
ZECC (Zero Energy Cool Chamber)For demonstration2
Horticulture (Protected)

Protected Cultivation & Hi-tech Horticulture Unit

2 courses 33 equipment

Controlled-environment-agriculture facility — polyhouses, net-houses, hydroponics/aeroponics/aquaponics, climate-control PLC and IoT fertigation.

Academicprotected cultivation, soilless culture, CEA
Skillpolyhouse operation, hydroponics, climate control, fertigation
Placementpolyhouse/CEA supervisor, greenhouse-tech entrepreneur
Courses conducted here
⌬ Setup & infrastructure

Naturally-ventilated + fan-pad polyhouses, net-house, shade-house, hydroponic NFT/DFT, aeroponic & aquaponic demo units, a vertical-farming rack, climate-control PLC and IoT-fertigation kit.

◈ ICAR norm

Aligned with MIDH/NHB hi-tech horticulture: protected structures (polyhouse, net-house, shade-house) with climate control, soilless-culture systems and IoT fertigation.

Equipment & setup list — sized for 60 students 33 items
Equipment / itemSpecificationQuantity
Aeroponic systemLow-pressure demo1
Aquaponic systemWith fish tank + grow bed1
Bio-agents (Trichoderma, Pseudomonas, predator mites)For IPMFor batch
Bumblebee colonyFor pollination1 hive
Bus / transportFor CEA visit1 trip
Climate-control PLC (Priva/Hortimax)Demo unit1 institutional
Computers with PLC simulationFor Module-515
Drip + fertigation kitFor polyhouse2
Drip-fertigation systemStandard2
EC + pH metersDigital15 each
Fan-pad cooling systemDemo1
Fogging systemDemo1
Hoagland-solution reagentsMacro + micronutrientsFor batch
Hydroponic DFT systemDemo unit1
Hydroponic NFT system24-channel demo1
IoT sensor kitsFor Module-54 sets
IoT-fertigation kit (Fasal/NetBeat)For Module-51 institutional
LED grow-lightsFull spectrum15
Light meter (PAR)For light measurement4
Mist chamber + hardening shedFor propagation1 each
Net-house100 m²1
Polyhouse (NVPH and fan-pad)200 m² each2
Polyhouse — NVPH + fan-pad cooled200 m² each type2
Pruning shears, training-wiresFor training30 + 1 lot
Pumps, plumbing, reservoirsFor hydroponics4 sets
Seedling trays (50/98-cell)Standard100
Sensors — temperature, humidity, light, CO2For monitoring15 each
Shade-house50 m²1
Smartphones with PlantixFor monitoring15
Substrate — cocopeat, perliteBulk500 kg each
Substrate — cocopeat, perlite, rockwoolFor substrate cultureBulk
Vertical-farming rack5-tier LED-only1
Walk-in tunnelFor demonstration1
Agricultural Extension

Extension Education & Communication Studio

3 courses 43 equipment

Communication, media-production and extension lab — teaching aids, audio/video production, digital-extension platforms, and rural-engagement methods.

Academicextension methods, communication, journalism
SkillAV production, digital extension, content creation
Placementextension officer, agri-content/media executive
Courses conducted here
⌬ Setup & infrastructure

Recording/video studio with green screen, cameras, microphones, lighting; an edit-suite of workstations (video/graphics software); flip-chart and teaching-aid corner; and field-survey kits.

◈ ICAR norm

ICAR norms require an extension lab/studio for producing teaching aids and audio-visual material, supporting communication-skills and journalism practicals.

Equipment & setup list — sized for 60 students 43 items
Equipment / itemSpecificationQuantity
Adobe Creative Cloud educational licenseFor 60 students15 seats
Anchor / Spotify Podcasters accessFree60
Audio recorderHandheld digital4
Audio recording boothAcoustic-treated1
Audio recording booth or quiet recording cornerAcoustic-treated, ~6 m²; USB mic, headphones, screen1 (shared by roster)
Audio system / PA systemFor meetings1
Bus / transport for field visits60-seater3 trips
Cameras (DSLR / mirrorless)With kit + macro lens6
Cameras / smartphones with tripodsFor video shoot15
Canva / InDesign accessFor layout15 seats
Canva for Education accountFree for educators1 institutional
Chart paper, markers, colour pensFor teaching aids1 lot
Computer workstationsWith DaVinci/Premiere15
Computers / laptopsWindows/Mac with Grammarly, Canva, Zoom, OBS15
Computers with video-editingDaVinci Resolve / CapCut15
Flip-chart standsStandard15
Grammarly Premium licensesAnnual student licenses (or institutional)60
Honorarium for farmer-mentorsAs per institutional norms3 visits
Krishi Jagran / DD Kisan archive accessReference1 institutional
Lapel + boom microphonesUSB / XLR6 each
Lapel / handheld microphonesUSB or wireless lapel, omnidirectional6
Lapel microphonesUSB-clip6
LED panel lightsFor studio6
LED ring lights45 W, dimmable6
Library access to TOEFL/IELTS practice booksCambridge / Oxford4
Otter.ai / Descript Edu licensesFree tier or institutional60
Printer / scannerA4, b/w1
Printing/photocopy facilityFor leaflets, posters1 institutional
Projector + screenHD1
Reference booksIndian agricultural journalism15
Reference manualsDAESI MANAGE manuals, ICAR-NAARM HRD5 sets
Smart TV / projector55-inch or HD projector with HDMI1
Smartphones with gimbal stabilizersFor mobile journalism6
Smartphones with Kisan Suvidha, AgroStarAndroid/iOS15
Standard dictionaries and thesauriOxford / Merriam-Webster6
Style manualsAPA / Chicago for technical writing3
Tripod stands1.5 m, adjustable6
TripodsAdjustable6
Video studio with green screen100 sq ft1
Webcams (1080p)Logitech C920 or equivalent6
Whiteboard with markers4 ft × 6 ft2
WordPress hostingFor class blogs60 student blogs
YouTube channel accessFor Module-51 institutional
Natural Resource Mgmt

Natural-Farming, Organic & Climate-Resilience Field Lab

3 courses 40 equipment

Field-based lab for natural/organic farming and climate-resilient agriculture — bio-input preparation, conservation agriculture, carbon-MRV and certification.

Academicnatural/organic farming, climate-resilient agriculture
Skillbio-input preparation, CA, carbon-MRV, PGS certification
PlacementNF/organic field officer, carbon-farming field executive
Courses conducted here
⌬ Setup & infrastructure

Natural-farming demonstration plots, a desi-cow shed and input-preparation shed (jeevamrutha/ghanjeevamrutha drums), compost/vermicompost beds, a conservation-agriculture plot and a PGS/carbon-MRV computer corner.

◈ ICAR norm

Aligned with NMNF/APCNF and ICAR-NICRA: demonstration plots for natural/organic farming and climate-resilient practices, with an on-site input-preparation shed.

Equipment & setup list — sized for 60 students 40 items
Equipment / itemSpecificationQuantity
Automatic weather stationWith logger1
Bio-agents (Trichoderma, Pseudomonas, NPV)For applicationSufficient for batch
Botanical-pesticide preparation drums200 L HDPE4
Brix refractometer0-32 °Brix6
Bus / transportFor organic farm visit1 trip
CA demonstration plot0.5 ha1
CalculatorsScientific30
Carbon-MRV protocol referencesVerra VM0042, Plan Vivo15
Climate-resilient demo plotAt least 1 ha with CA + IFS1
CMIP6 data accessFor climate scenarios15
Compost pit / vermicompost bedsStandard4 + 4
Computers with PGS-India / APCNF portal accessInternet enabled15
Computers with PGS-India / Tracenet portalInternet15
Computers with QGIS + GEEFor Module-515
Desi cow shed (1-2 cows)For cow-dung and urine collection1
Drip irrigation kitFor demo1
DSSAT, APSIM, AquaCropFor Module-515 installations
Earthworms (Eisenia fetida)Live culture2 kg seed culture
FAO TAPE assessment formsStandard60
FAO TAPE formsStandard60
Hand toolsKhurpi, spade, sickle15 each
Happy seeder / zero-till seederFor CA1
Honorarium for NF farmer visitAs per norms1-2 farmers
Input-preparation drums (200 L)HDPE6
Insurance-product design templatesFor Module-660
Mulching materialCrop residue, leaf litterBulk
Natural-farming demonstration plotAt least 0.5 ha1
Organic farming demo plotAt least 0.5 ha1
Sample case studies — organicSikkim, HP, APCNF cases60 sets
Sample inputs — neem leaves, cow dung, jaggery, pulse flourBulkFor batch
Sentinel-Hub accessFor Module-51 institutional
Sieves, strainersFor straining inputs15 sets
Soil-carbon MRV templates (Verra)Reference15
Soil-moisture sensorsCapacitance / TDR15
Soil-organic-C analyser (Walkley-Black setup)For SOC4
Soil-respiration / microbial-activity kitSolvita-type or CO2 evolution chamber4
SPAD-502 / LCCFor SSNM4
Sprayers (knapsack)16 L15
Storage drums (50 L, 100 L)HDPE15
Zero-till seeder / happy seederFor CA1
Animal Husbandry

Livestock & Poultry Production Unit

1 courses 16 equipment

Instructional livestock and poultry facility — animal handling, housing, feeding, milking, hatchery operations and enterprise economics.

Academiclivestock & poultry management
Skillanimal handling, milking, hatchery, ration formulation
Placementlivestock/dairy-tech field officer, hatchery operator
Courses conducted here
⌬ Setup & infrastructure

Instructional dairy shed (cattle + buffalo), poultry shed (layers + broilers), small-ruminant shed, milking parlour with machine milker, an egg incubator/hatchery corner and a feed-formulation bench.

◈ ICAR norm

ICAR norms require instructional dairy and poultry units for hands-on livestock-management practicals, with handling, milking and hatchery facilities.

Equipment & setup list — sized for 60 students 16 items
Equipment / itemSpecificationQuantity
Brooder set-upFor demonstration with 100 chicks1
Candling lampFor egg-fertility assessment4
Debeaking machineHot-blade type1
Ear-tagging, tattooing, branding kitsHot brand, freeze brand, tattoo plier4 sets
Egg incubator500-egg capacity automatic1
Feed-formulation softwareFree online or institutional FormulaFeed1 institutional
Goat / sheep shedAt least 20 small ruminants1
Instructional Dairy Farm accessAt least 20 cattle + 10 buffalo1
Instructional Poultry FarmAt least 1000 layers + 500 broilers1
Milk-quality test kitLactometer, SCC test, MBR test4 sets
Milking machine2-cluster bucket milker2
PPE — gloves, gum boots, apronFor livestock handling60 sets
Restraining equipmentNose-leads, halters, leg-ropes, milking-stocks15
Sample feed ingredientsMaize, soybean meal, fish meal, mineral mix50 kg of each
Vaccination equipmentSyringes, vaccine carriers15 sets
Weighing balance for feed50 kg, with platform scale2
Environmental Science

Environmental Science & Disaster-Management Lab

1 courses 16 equipment

Environmental-monitoring and disaster-preparedness lab — air/water/soil/noise quality, biodiversity survey, waste management and disaster-response drills.

Academicenvironmental monitoring, disaster management
Skillpollution testing, biodiversity survey, hazard mapping
Placementenvironmental field surveyor, sustainability assistant
Courses conducted here
⌬ Setup & infrastructure

Lab with air-quality monitor, sound-level meter, water-quality kits, AAS access for heavy metals, vermicompost beds, GIS terminals for hazard mapping and a first-aid/disaster-drill area.

◈ ICAR norm

ICAR norms require provision for environmental-quality monitoring and disaster-management training within the foundation-course infrastructure.

Equipment & setup list — sized for 60 students 16 items
Equipment / itemSpecificationQuantity
Atomic Absorption SpectrophotometerHeavy-metal analysis1 institutional
Carbon-footprint calculatorsMobile apps or online tools15 (web-based)
Computers with QGIS + Bhuvan accessFree GIS stack15
Earthworms (Eisenia fetida)Live culture2 kg seed culture
Fire extinguishers (training)ABC type for drills4
First-aid kitStandard institutional4
GPS devicesHandheld, 5 m accuracy15
Magnifying lens, identification keysBotanical and entomological keys15
Portable air-quality monitorPM2.5/PM10/SO2/NO2/CO sensors4
Quadrat (1 m × 1 m)For biodiversity survey15
Sample-collection kitSterile bottles, soil-sampling tubes15 sets
Sentinel-Hub EO Browser accessFree tier1 institutional account
Sound-level meterClass 2, 30-130 dB4
Stretchers / dummy mannequinsFor evacuation drills4
Vermicompost beds3 × 1 × 0.5 m brick beds4 beds
Water-quality test kitpH, turbidity, hardness, chloride, DO15 sets
Student Development

Life-Skills, Sports & Wellness Centre

2 courses 26 equipment

Personality-development, physical-education and wellness facility — psychometrics, team-building, yoga, first-aid and sports skills.

Academicpersonality development, physical education, first aid
Skillcommunication, teamwork, leadership, wellness, CPR
Placementinterview-readiness, soft-skills, holistic profile
Courses conducted here
⌬ Setup & infrastructure

A ventilated yoga/activity hall with mats, a sports ground with kits (cricket, football, volleyball, etc.), first-aid mannequins and training kits, and a counselling/psychometric room.

◈ ICAR norm

ICAR foundation courses require facilities for personality development, NSS/NCC-style activities, physical education, yoga and first-aid training.

Equipment & setup list — sized for 60 students 26 items
Equipment / itemSpecificationQuantity
Audio systemFor workshops with 60 students1 PA system
Audio system for yogaFor guided music1
Badminton kitRackets, shuttles, nets15 rackets + 50 shuttles
Basketball kitBalls, hoop access6
Computers for online inventoriesFor 16Personalities, Truity sites15
Cricket kitBats, balls, stumps, pads, gloves4 sets
First-aid kit (training)Bandages, splints, tourniquets, sterile pads15 sets
First-aid mannequins (CPR)Adult CPR mannequins4
Football kitBalls, goal posts, cones6 balls + posts
Heart-rate / pulse monitorsFingertip pulse oximeter15
LinkedIn Learning institutional accessAnnual subscription60 seats
Materials for team gamesMarshmallows, spaghetti, tape (Tower); blindfolds; ropes15 sets
Printed personality inventoriesMBTI, FIRO-B, VARK, EQ — institutional copies60 each
Projector + screenHD with HDMI1
Sample case-study bookletsIndian agribusiness cases (NABARD/MANAGE)60
Splint setInflatable + wood15
Sports ground accessCricket pitch, football field, basketball court1
Standard first-aid manualIndian Red Cross15
StationeryNotepads, pens, sticky notes, chart paper1 lot
StopwatchesDigital15
Video-recording setupFor role-play recordings2 cameras + tripods
Volleyball kitBalls, net, posts4 balls + 1 net
Weight-training equipmentDumbbells, barbells, benches1 set
Whiteboards / flipcharts4 × 6 ft, with markers4
Yoga hallWooden floor, ventilated, 600 sq ft1
Yoga mats6 mm thick, non-slip60

Shared instrumentation

Shared across departments

Central Instrumentation Facility

High-value analytical instruments are pooled in a shared facility rather than duplicated in every lab — maximising utilisation and keeping capital cost rational. Booked by roster across the departments listed.

InstrumentSpecificationShared by
HPLC systemWith UV-PDA detectorBiochemistry, Food Safety, Agrochemicals
GC-MS systemFor residue & metabolite analysisFood Safety, Agrochemicals, Biochemistry
Atomic Absorption Spectrophotometer (AAS)Heavy metals & micronutrientsSoil Science, Food Safety, Environmental Science
Real-time PCR (qPCR)Quantitative gene expression / GMO testingBiotech, Seed, Commercial Breeding
FT-IR spectrometerFunctional-group characterisationBioformulation, Biochemistry
SEM / TEM accessNano-particle morphology (institutional/shared)Bioformulation / Nanoformulation
DLS particle-size analyzerNano-formulation characterisationBioformulation / Nanoformulation
Automatic Weather StationAgro-met + crop-modelling dataAgro-meteorology, Precision Ag, Dryland
DGCA-certified multispectral agri-dronesType-A, shared fleet of 2Precision Ag, Agronomy, Crop Protection, Breeding
Class server / NAS + high-speed internetShared compute & data backboneInformatics, Precision Ag, all digital labs
◇ Theory-only course: Rural Sociology and Educational Psychology (RSEP-101, 2 (2+0)) is delivered in standard classrooms and needs no dedicated laboratory.
Skills · Tools · Certifications

The career-path matrix.

Eight realistic career tracks for a B.Sc.(Hons) Agriculture fresher — each mapped to the skills to build, the tools to master, the certifications to earn and the courses that feed it. Use the competency radar to see where each path leans, and the coverage map to plan your electives and certifications around your target.

8
Career paths
40
Skills mapped
41
Tools mapped
32
Certifications
Govt-exam track

Agri-Banking & Rural Finance

Crack IBPS AFO / NABARD / cooperative-bank exams and serve as an Agriculture Field Officer handling crop loans, KCC and rural-development finance.

Fresher entry rolesIBPS AFO Scale-I (~Rs 6-9 LPA), Rural/Agri-Loan Officer at NBFCs & RRBs (Rs 3.5-6 LPA), Crop-Insurance Surveyor.
Competency profile
Skills to build
  • Agri-credit appraisal & KCC
  • Farm economics & B:C analysis
  • Project/DPR preparation
  • Banking awareness & current affairs
  • Rural sociology & SHG dynamics
Tools to master
Excel financial modellingAGMARKNET / e-NAMAgriStack Farmer-IDNABARD DPR templatesPMFBY MIS
Certifications
  • IBPS AFO (Scale-I)
  • NABARD Grade A (elite)
  • NISM/AMFI (optional, finance)
  • Banking awareness MOOCs
Govt-exam track

State Agriculture Officer & Extension

Serve as ADO/RAEO/RHEO or KVK functionary delivering schemes, advisories and on-farm demonstrations to farmers through the public extension system.

Fresher entry rolesState Agriculture Officer / ADO (Rs 4.5-7.5 LPA), RAEO/RHEO, KVK programme assistant, FPO field coordinator.
Competency profile
Skills to build
  • Crop & soil management
  • Extension methods & PRA
  • Scheme delivery (PMKSY, PMFBY, INM)
  • Farmer communication
  • Demonstration & advisory
Tools to master
Kisan Suvidha / AgroStar appsSoil Health Card portalPRA toolkitWhatsApp Business broadcastAGMARKNET
Certifications
  • State PSC ADO/RAEO exam
  • DAESI (MANAGE)
  • Soil-testing certificate
  • NSS/community-work record
High-growth private

AgriTech, Data & Precision Agriculture

Join agritech firms as a field-tech, agri-data or GIS/drone professional building precision-agriculture, advisory and analytics products.

Fresher entry rolesAgri-Data/MIS Analyst (Rs 4-6.5 LPA), GIS/RS Analyst, Drone Pilot/Spray Operator, Precision-Ag Field Executive.
Competency profile
Skills to build
  • Python/R data analysis
  • GIS & remote sensing
  • Crop simulation modelling
  • IoT & sensor deployment
  • Drone operation & VRT
Tools to master
QGIS / ArcGIS / Google Earth EnginePython + pandas + scikit-learnDSSAT / APSIM / AquaCropDroneDeploy / Pix4DCropIn / Fasal / SatSureArduino / Raspberry Pi / LoRaWAN
Certifications
  • DGCA Remote Pilot Certificate (RPC)
  • Google Earth Engine / ESRI GIS
  • Python / Data-Science MOOC
  • Cloud (AWS/GCP) fundamentals
Private + further study

Seed Production & Plant Breeding

Work in seed-company breeding programmes and production stations as a breeding-support officer; a strong base for an M.Sc. leading to dedicated breeder roles.

Fresher entry rolesSeed Production / Breeding-Support Officer (Rs 3.5-6 LPA), Seed-QC Executive, Research/Lab Assistant.
Competency profile
Skills to build
  • Floral biology & hybridisation
  • Selection & breeding methods
  • Marker-assisted selection
  • Seed-quality testing
  • Field phenotyping
Tools to master
KASP / SSR markersCGIAR Breeding Management SystemField-Book phenotypingPCR / electrophoresisR for biometrical genetics
Certifications
  • ISTA seed-analyst orientation
  • Seed Certification Officer (state)
  • PPV&FR / DUS familiarity
  • M.Sc. Genetics & Plant Breeding (next step)
Private sales/field

Crop Protection & Agri-Inputs

Join agro-chem and agritech companies in crop-protection sales, field advisory and IPM — diagnosing pests/diseases and recommending solutions to farmers and dealers.

Fresher entry rolesCrop-Protection Sales/Territory Officer (Rs 3.5-6 LPA + incentives), IPM Field Executive, Crop-Doctor, Drone-Spray Operator.
Competency profile
Skills to build
  • Pest & disease diagnosis
  • IPM & ETL-based decisions
  • Sprayer calibration & safe use
  • Dealer & territory management
  • Product knowledge
Tools to master
Plantix / Agrio AI diagnosisPheromone & light trapsKnapsack/drone sprayersCIBRC label/registrationHRAC mode-of-action chart
Certifications
  • DGCA RPC (drone-spray)
  • Pesticide-handling/safety cert
  • FSSAI/CIBRC awareness
  • Sales-skills MOOC
Private + entrepreneurship

Hi-tech Horticulture & Protected Cultivation

Manage polyhouses, nurseries and hi-tech horticulture units, or launch a protected-cultivation venture with MIDH/NHB subsidy support.

Fresher entry rolesPolyhouse / Nursery Supervisor (Rs 3-5 LPA), CEA Field Executive, Hi-tech Horti Officer, greenhouse entrepreneur.
Competency profile
Skills to build
  • Propagation (budding/grafting)
  • Protected-cultivation operation
  • Drip-fertigation & climate control
  • Hydroponics / soilless culture
  • Post-harvest & value addition
Tools to master
Priva / Hortimax climate PLCFasal IoT fertigationDrip & venturi systemsAutoCAD/SketchUp (landscape)Refractometer / penetrometer
Certifications
  • MIDH/NHB hi-tech horti training
  • Protected-cultivation certificate
  • Landscape-design (CAD) cert
  • Startup-India (for venture)
Private + govt-exam

Food Safety, Quality & Post-Harvest

Work in food-processing and export firms in QA/food-safety, or qualify as a Food Safety Officer (FSSAI/State) ensuring quality and compliance across the value chain.

Fresher entry rolesFood Safety / QA Executive (Rs 3.5-6 LPA), FSO via FSSAI/State exam (Rs 4.5-7.5 LPA), QC Analyst, Cold-Chain Executive.
Competency profile
Skills to build
  • Food microbiology & residue testing
  • HACCP & GMP/GHP auditing
  • Quality & sensory analysis
  • Post-harvest & cold-chain
  • Traceability & compliance
Tools to master
HPLC / GC-MS / ELISAFSSAI FoSCoS portalAPEDA Tracenet (blockchain)IoT cold-chain loggersHACCP plan templates
Certifications
  • FSSAI Food Safety Officer exam
  • HACCP / FSSC 22000 awareness
  • Lead-auditor (food safety)
  • Six-Sigma (quality, optional)
Self-employment

Agri-Entrepreneurship & Agribusiness

Build your own venture — FPO, custom-hiring/drone service, seed/bio-input unit, polyhouse or food-processing enterprise — using government subsidy and incubation support.

Fresher entry rolesFounder / Management Trainee / FPO coordinator; venture incomes vary with scale, capital and risk.
Competency profile
Skills to build
  • Business-plan & DPR preparation
  • Financial & break-even analysis
  • Marketing & supply chain
  • Govt-scheme navigation
  • Pitching & negotiation
Tools to master
Business Model / Lean CanvasExcel financial modelsRazorpay / Dukaan e-commercePower BI dashboardsStartup-India / PMFME portals
Certifications
  • Startup-India (DPIIT) recognition
  • NIESBUD/MANAGE EDP
  • a-IDEA NAARM incubation
  • ATMA/RKVY-RAFTAAR support

Course × career-path coverage

Which courses feed which career paths. Denser rows are versatile courses that serve many tracks; pick a target column and the lit cells show your core feeder courses.

Govt + Private Apps · Curriculum Integration

Digital platforms in the curriculum.

Government and private agritech applications, mapped to where they belong in the curriculum — not just as data sources, but as living examples of UX, business models, regulation, API integration and ecosystem design. Each course-link comes with a concrete practical exercise the student can execute.

40
Government apps
24
Private agritech apps
369
App–course links
64/66
Courses with app integration
Filter:
KS
Government mkisan.gov.in

Kisan Suvidha

Multi-module farmer-info hub — weather, prices, advisories, animal husbandry

Data Layer
Daily weather (IMD), market prices (AGMARKNET), crop advisories from KVKs, dealers database, soil-health linkage.
UI/UX & Workflow
Mobile-first multi-language UI; module-based menu; minimal-data design for rural network constraints.
Business Model
Pure public-good model; free; Govt of India-owned; reach via Common Service Centres.
Regulatory & Policy
Operates under DA&FW; data shared under government-data-sharing policies.
Integration & API
Pulls from IMD, AGMARKNET, mKisan SMS engine, ICAR-KVK content; AgriStack-ready.
Ecosystem & Network
Anchor app for Govt's farmer-facing service stack; KVKs feed content.
◈ Where in the curriculum 13 courses
Daily agronomic advisory for kharif/rabi crops
Track Kisan Suvidha agro-advisories for one chosen crop over a fortnight; tabulate and compare with own field observations.
Soil-health linked fertiliser advisories
Pull soil-advisory module recommendations for 3 districts; analyse how NPK schedules vary with local soil types.
Plant-protection module with pest IDs
Compile a pest-advisory log from Kisan Suvidha for one crop-season and compare with state DOA bulletins.
Disease advisories and alerts
Map state-issued disease advisories from Kisan Suvidha across 4 districts; identify the lead-time before outbreaks.
Govt's flagship farmer-extension app — case study
Audit Kisan Suvidha's content depth across modules; compare with KVK on-ground extension delivery.
Kharif crop calendar + advisory
Use the Kisan Suvidha crop calendar for a kharif crop; document deviations needed for the local KL/AP context.
Rabi crop calendar + advisory
Same exercise for a rabi crop; build a localised advisory template the student can later use as a field officer.
Daily mandi-price overlay
Use the price-module to track 5 commodities daily for 14 days; chart trends.
Machinery-related advisories
Document machinery advisories — sowing-window, spray-window — and link them to implement choice.
Pest-management advisories
Pull pest advisories for one crop and cross-check with on-field scouting data; assess advisory accuracy.
Disease forecasts and alerts
Build a disease-watch dashboard from Kisan Suvidha advisories over 30 days; assess timing of alerts.
Irrigation advisories tied to weather
Cross-tabulate irrigation advisories with rainfall forecasts; propose decision rules for KL farmer.
Animal-husbandry module — vaccination, breed info
Use the animal-husbandry module to draft a vaccination calendar for a small dairy farmer.
FP
Government farmer.gov.in

Farmers' Portal

National single-window farmer-info portal — schemes, PoPs, dealers, KVKs

Data Layer
Crop-wise Package of Practices (PoPs), scheme info, dealer/input-supplier registry, KVK directory, market info.
UI/UX & Workflow
Desktop-first; multi-language; tabular browse-by-crop UI.
Business Model
Govt public good; central knowledge base referenced by all state extension systems.
Regulatory & Policy
Maintained by DA&FW; PoPs reflect official package-of-practice releases.
Integration & API
Linked to ICAR-CIAE, ICAR-IIHR and state SAUs; references PMFBY, PM-KISAN, AGMARKNET.
Ecosystem & Network
Single source of truth for official PoPs.
◈ Where in the curriculum 12 courses
Official Package of Practice for cereals
Download the PoP for one major cereal; build a comparison table vs PoP from state ag-univ.
Crop-wise horti-PoPs and post-harvest care
Use the portal to draft an orchard establishment plan for one fruit crop with full PoP.
Verified kharif-crop PoP
Build a PoP digest for assigned kharif crop using only Farmers' Portal source; flag local gaps.
Verified rabi-crop PoP
Same exercise for rabi crop.
Fruit & plantation crop PoPs
Compile post-harvest care notes for 3 fruits using portal data.
Vegetable & spice PoPs
Generate region-specific vegetable sowing calendar from portal.
National extension reference
Map the portal's PoP topics against gaps in state-extension advisories — propose a digital-extension content roadmap.
Livestock scheme info
List all dairy + poultry schemes accessible via the portal; assess eligibility and benefit value.
Case study of digital extension
Evaluate the portal as a rural-knowledge-dissemination tool — strengths/gaps from a sociology lens.
Variety release notifications & breeder-seed sources
Build a kharif-variety registry for one crop from the portal — last 5 years of releases.
Variety release notifications & breeder-seed sources
Same for rabi crops.
Variety release + seed-source directory
Use the portal to compile a 'seed-buying-decision' checklist that a fresher would use as a seed-officer.
ME

Meghdoot App

IMD-IITM-ICAR agro-met advisories — district-level, twice-weekly

Data Layer
District agro-met advisories tied to weather forecasts; covers crop husbandry, livestock, fishery; bilingual.
UI/UX & Workflow
Card-style advisory display; offline-capable; SMS push linkage.
Business Model
Joint IMD-IITM-ICAR initiative; free; integrates the GKMS (Gramin Krishi Mausam Sewa) network.
Regulatory & Policy
Advisories carry IMD credibility — referenced in PMFBY claims and CCE.
Integration & API
Pulls IMD numerical forecasts; pushes via Meghdoot, mKisan SMS, AIR, DD-Kisan.
Ecosystem & Network
Network of 130+ AMFUs at SAUs/ICAR providing local advisories.
◈ Where in the curriculum 11 courses
The reference Indian agro-met service — flagship case
Track Meghdoot advisories for one district for the full semester; compute advisory-hit-rate vs observed weather.
Weather-linked crop-stage advisories
Generate a stage-wise sowing window plan using Meghdoot forecasts.
Operational weather-decision support for kharif
Build sowing/spraying-window calendar from Meghdoot for the kharif season.
Operational weather-decision support for rabi
Same for rabi.
Rainfall forecasts for irrigation scheduling
Use 5-day forecasts to plan irrigation decisions; compare savings vs calendar-based scheduling.
Disaster early-warning case
Map Meghdoot's flood/heat/cyclone advisories during one season; assess lead-time.
Weather-based pest-pressure forecasting
Cross-reference Meghdoot rainfall+humidity with pest scouting reports; build a 'pest weather index'.
Weather-based disease-pressure forecasting
Same exercise for disease incidence.
Critical for rainfed decision-making
Use Meghdoot's rainfall probability for one rainfed district to design a contingency cropping plan.
Climate-resilient advisory delivery model
Audit Meghdoot's adoption of climate-resilience content vs ICAR-NICRA recommendations.
AMFU model as decentralised extension
Visit the nearest AMFU and prepare a case-study of its content-generation workflow.
SH

Soil Health Card (SHC) Portal

12-parameter soil testing scheme — fertiliser recommendations per sample

Data Layer
12 parameters (pH, EC, OC, N, P, K, S, Zn, Fe, Cu, Mn, B) with crop-wise fertiliser recommendations.
UI/UX & Workflow
Sample-ID/Aadhaar lookup; downloadable card; bilingual.
Business Model
Centrally sponsored scheme; ~25cr cards issued; testing through SHC-empanelled labs.
Regulatory & Policy
Methodology aligned to ICAR; recommendations follow STCR principles.
Integration & API
Linked to AgriStack Farmer Registry; outputs read into Krishi DSS and PM-KISAN.
Ecosystem & Network
Backbone of fertiliser-policy-targeting and INM under DA&FW.
◈ Where in the curriculum 11 courses
The real-world avatar of soil testing
Pull 10 SHC reports from the student's home village; classify soils into fertility classes; recommend amendments.
STCR-based fertiliser recommendation engine
Convert SHC NPK status into actual urea/DAP/MOP doses for 3 different crops; compare with KVK recommendations.
Identifies salinity/alkalinity/acidity issues
Use SHC data to flag problem soils for a chosen mandal; map their distribution.
Soil microbial dynamics linkage
Map SHC organic-carbon status vs locally tested microbial activity; propose phyto-remediation/microbe-augmentation.
Natural-farming impact tracking on soil-health
Compare SHC reports from natural-farming plots vs conventional plots over multiple years.
Soil-test-based agronomic decisions
For 3 kharif crops, derive crop-specific NPK plans from real SHC reports.
Soil-test-based fertilisation in kharif
Develop a 5-acre SHC-based fertiliser plan for kharif rice/maize/cotton.
Soil-test-based fertilisation in rabi
Same for rabi wheat/chickpea/mustard.
Bio-input substitution decisions
Identify soils where biofertiliser substitution can replace 25-50% of chemical N — using SHC outputs.
Soil-health trajectories under organic/CA
Track multi-year SHC reports from a CA plot; quantify SOC build-up over time.
EC-based irrigation-water suitability
Use SHC EC + on-site water-quality test to design an irrigation scheme.
KD
Government agristack.gov.in

Krishi DSS

Geospatial Decision-Support System for agriculture — soil, crop, weather layers

Data Layer
Layered geospatial maps — soil parametric maps, satellite-derived crop maps, weather grids, irrigation infra.
UI/UX & Workflow
Web-GIS interface; layer-toggle, area-of-interest queries.
Business Model
Part of AgriStack DPI; free for govt/SAU users; phased farmer-facing rollout.
Regulatory & Policy
Data-policy aligned with India's National Data Sharing Policy.
Integration & API
Built on Bhuvan + AgriStack APIs; consumes SHC + PMFBY + e-NAM data.
Ecosystem & Network
Reference DSS for Krishi Vigyan Kendras and state ag-departments.
◈ Where in the curriculum 10 courses
India's flagship agri-DSS — architecture case
Document the layer stack of Krishi DSS; identify input sources for each layer; propose 1 new layer.
Satellite-derived soil maps
Pull a soil-property map for one taluk and ground-truth with 5 field samples.
Spatial fertility variability
Use Krishi DSS soil-fertility maps to design a variable-rate fertiliser plan.
Salinity/sodicity hotspot mapping
Identify salinity-affected villages from DSS; propose reclamation priorities.
Irrigation infrastructure & ET layers
Map command areas of two minor-irrigation projects; quantify gap between potential and utilised areas.
GIS DSS as integrator
Critique Krishi DSS architecture vs commercial alternatives (SatSure, CropIn); propose improvements.
NRM landscape-scale analytics
Use DSS layers to identify a watershed boundary and propose NRM interventions.
Feeds crop simulation
Pull weather + soil layers for one location; feed into DSSAT for yield simulation.
Watershed analytics for dryland
Delineate a micro-watershed using DSS; suggest soil-and-water conservation works.
Layered crop-physiology decision support
Use Krishi DSS layered output to identify physiological-stress hotspots in one district.
AG
Government agmarknet.gov.in

AGMARKNET

Daily mandi prices and arrivals from ~3000 markets across India

Data Layer
Daily commodity-wise modal/min/max price + arrivals; historical time-series; >3000 mandis.
UI/UX & Workflow
Filter-based web UI; downloadable CSV; mobile app via AgriMarket.
Business Model
Pure public-good price-discovery service; underpins MSP enforcement & e-NAM trading.
Regulatory & Policy
Maintained by DMI under DA&FW; data feeds policy MSP decisions.
Integration & API
Feeds e-NAM, Kisan Suvidha, UPAg, Krishi DSS; many private apps pull via API.
Ecosystem & Network
Single source of mandi-price truth.
◈ Where in the curriculum 11 courses
The foundational mandi-price dataset
Build a 1-year price-trend dashboard for one commodity using AGMARKNET CSV downloads; compute seasonality.
Demand-supply price elasticity
Compute price elasticity for two competing commodities (e.g., onion-potato) from AGMARKNET data.
Commodity-trading entrepreneurship
Identify 3 mandi-arbitrage opportunities for one commodity using AGMARKNET cross-mandi pricing.
Perishable crops price-volatility
Compare price volatility of tomato vs onion vs banana over a year — explain the differences.
Fruit price dynamics
Pull mandi prices for 3 fruits across 4 mandis; explain seasonal patterns.
Vegetable price dynamics
Same exercise for vegetables; assess CCT post-harvest losses' impact.
Price-risk-assessment for credit
Build a price-risk parameter to be used in agri-loan appraisals.
Agribusiness market intelligence
Develop a procurement-decision dashboard for a hypothetical FPO using AGMARKNET API.
Quality-grading price premium analysis
Examine if quality-graded markets show price premiums for the same commodity.
Post-harvest price-loss avoidance
Use AGMARKNET seasonal price patterns to identify which crops benefit most from storage.
Time-series statistical analysis
Decompose AGMARKNET monthly prices into trend-seasonal-cyclical-irregular components for 3 commodities.
PK
Government pmkisan.gov.in

PM-KISAN

Direct Benefit Transfer ₹6000/year to landholding farmers

Data Layer
Farmer-level beneficiary list, payment history, eligibility status; Aadhaar-linked KYC.
UI/UX & Workflow
Self-service beneficiary status check, e-KYC, grievance redressal.
Business Model
Central scheme; ~₹2.8 lakh cr disbursed; quarterly DBT.
Regulatory & Policy
Operates under PM-KISAN Yojana; land records integration through state revenue records.
Integration & API
Links to PFMS (payment), UIDAI (Aadhaar), state-land-record systems, AgriStack.
Ecosystem & Network
Largest income-support scheme in agriculture.
◈ Where in the curriculum 6 courses
Income-support cornerstone of farmer livelihood
Survey 10 farmers' PM-KISAN benefit usage patterns; classify expenditure into consumption/investment.
Credit-line for income-supported borrowers
Model how PM-KISAN income-flow affects KCC repayment capacity; compute additional credit headroom.
Direct-cash-transfer sociology
Conduct focus group on PM-KISAN's impact on intra-household decision-making.
DBT impact on farm investment
Compute the effective ₹6000 impact as % of small-farmer total farm investment.
Extension worker's role in DBT inclusion
Map exclusion errors in a chosen mandal; design a corrective extension intervention.
DBT-leveraged micro-entrepreneurship
Design a micro-enterprise that uses PM-KISAN cash-flow as initial input capital.
AK
Government agristack.gov.in

AgriStack / Kisan ID

India's Agri-DPI — Farmer Registry, Crop Sown, Geo-referenced Village Maps

Data Layer
Unique Kisan ID; Farmer Registry; Crop Sown Registry; Geo-referenced Village Map; soil-health card link.
UI/UX & Workflow
API-first DPI; farmer-facing through partner apps; QR-based farmer ID.
Business Model
Govt-owned DPI like UPI/Aadhaar; opens API access to verified service providers (private + govt).
Regulatory & Policy
Built on data-fiduciary principles; consent layer (likely DEPA-style); IndEA-compliant.
Integration & API
The most-API-integrated agri system; feeds Krishi DSS, PMFBY, KCC, e-NAM, all private agritech via consent.
Ecosystem & Network
Becomes the addressing layer for the entire Indian agri-stack.
◈ Where in the curriculum 9 courses
Architecture flagship — Agri-DPI
Map the AgriStack architecture diagram; design a mock micro-service that consumes Farmer Registry data.
Targets livelihood scheme benefits
Map a hypothetical FPO's farmers to AgriStack categories — flag exclusion risks.
Verified-farmer onboarding to e-NAM
Walk through the e-NAM seller-registration flow with AgriStack KYC; identify friction points.
KYC for KCC + Agri loans
Map how Kisan-ID-based KYC compresses KCC processing time.
DPI as agribusiness enabler
Identify 3 agribusiness models that ONLY become viable with AgriStack KYC + Crop Sown data.
Extension target identification
Build a hypothetical extension-campaign reach calculation using Farmer Registry counts by district + crop.
Authenticated seed-buyer registry
Design a hypothetical Truthful-Label seed traceability flow using Kisan ID at point-of-sale.
Commercial seed-supplier integration
Design API integration between a seed-company ERP and AgriStack for sale-tracking.
AgriStack as input to advisory systems
Design an advisory-API that uses Farmer Registry + Crop Sown data to send targeted advisories.
BV

Bharat VISTAAR

Vital Info Services Through Agriculture Resources — DPI for extension

Data Layer
Curated extension content; KVK + SAU content repository; vernacular formats; multimedia.
UI/UX & Workflow
Mobile + web; content delivered via partner apps (DeHaat, JioKrishi etc.) via VISTAAR APIs.
Business Model
Govt-as-platform; private apps build farmer experiences on top.
Regulatory & Policy
Content vetted by central + state extension departments.
Integration & API
Pulls from KVKs, ICAR, SAUs; pushes to mKisan, DeHaat, AgroStar etc. via VISTAAR APIs.
Ecosystem & Network
Bridges public-extension content with private-distribution networks.
◈ Where in the curriculum 5 courses
DPI-for-extension flagship
Audit one VISTAAR-partnered content piece — trace it from KVK origin through to a private app's farmer-facing UI.
Scheme-benefit delivery via DPI
Pick one livelihood scheme; analyse how VISTAAR partner-apps reach the farmer last-mile.
DPI architecture case
Diagram the VISTAAR data-flow architecture from KVK to farmer phone.
Content syndication for journalism
Pick one VISTAAR content theme; produce a vernacular short-form video + WhatsApp newsletter.
Rural communication channel study
Compare VISTAAR's content reach with traditional KVK extension visits — pros/cons.
MP
Government mkisan.gov.in

mKisan Portal

Two-way SMS + voice advisory engine — targeted to farmers by subscription

Data Layer
SMS + IVR advisories from ICAR, KVKs, line departments to subscribed farmers; reach 5+ cr farmers.
UI/UX & Workflow
Self-subscription via OTP; geo-tagged advisories.
Business Model
Free for farmers; subsidised through DA&FW.
Regulatory & Policy
Advisories sent by registered govt officers only; subject to govt content guidelines.
Integration & API
Backbone for Kisan Suvidha, Farmers' Portal, KVK push-content; integrates Meghdoot agro-met SMS.
Ecosystem & Network
Largest agri-SMS reach platform in India.
◈ Where in the curriculum 5 courses
Targeted digital extension
Analyse 30 days of mKisan SMS for one district; classify by advisory category; assess content quality.
Rural-communication-channel case study
Survey 20 farmers on mKisan SMS reading patterns; identify barriers to comprehension.
SMS-based communication design
Draft 10 model SMS advisories (160-char each) for kharif crops — concise, actionable, vernacular.
Digital journalism for ag
Compare mKisan SMS with WhatsApp Business + IVR delivery channels; recommend a hybrid model.
Targeted advisory delivery model
Subscribe and log mKisan advisories for one season; compare with on-field practices.
PC
Government pmfby.gov.in

PMFBY (Crop Insurance)

Pradhan Mantri Fasal Bima Yojana — crop-insurance with CCE/satellite loss assessment

Data Layer
Notification-area-yield, premium rates, claim history; CCE-based loss-assessment data; satellite-derived NDVI/NDWI evidence.
UI/UX & Workflow
Enrolment workflow, premium-calculator, claim-status portal; mobile app.
Business Model
Subsidised premium (1.5%-5%); risk underwritten by insurance companies; reinsurance.
Regulatory & Policy
Operationally under DA&FW; insurance regulated by IRDAI.
Integration & API
Links to PFMS, banks (auto-deduction for loanee farmers), CCEs, satellite providers.
Ecosystem & Network
Biggest crop insurance scheme globally by enrolment.
◈ Where in the curriculum 8 courses
Disease-loss assessment under PMFBY
Analyse a real disease-outbreak claim — map yield-loss assessment methodology used.
Insurance + credit nexus
Walk through a loanee-farmer PMFBY enrolment flow at a bank branch; document the friction points.
Weather-trigger-based payouts
Examine the parametric-trigger framework in PMFBY for one state; comment on basis risk.
CCE methodology study
Conduct 3 mock CCEs in field plots following PMFBY protocol; report variances.
Statistical sampling — CCE basis
Compute optimal CCE sample size for one notification area; compare with the actual norm.
Risk-economics of insurance
Calculate effective premium vs expected indemnity for 3 crops in one mandal.
Climate-risk transfer mechanism
Compare PMFBY (CCE-based) with parametric weather-index insurance — recommend a hybrid.
Satellite-based loss assessment
Derive NDVI loss in a paddy-damaged area using Sentinel-2; compare with CCE result.
KR
Government fasalrin.gov.in

Kisan Rin Portal (KCC)

Kisan Credit Card portal — KCC loan application, interest subvention, allied-sector credit

Data Layer
KCC enrolment, sanctions, interest-subvention tracking; allied-sector (dairy/poultry/fisheries) credit.
UI/UX & Workflow
Online application; e-KYC; status tracking.
Business Model
3% interest subvention (effective 4% if paid on time); ₹3 lakh limit for short-term credit.
Regulatory & Policy
Operates under RBI's KCC guidelines; DA&FW + DFS jointly run.
Integration & API
Links to PFMS, banks (PSB/RRB/co-ops), AgriStack KYC, PM-KISAN beneficiary list.
Ecosystem & Network
Core credit-product for ~7 cr farmers.
◈ Where in the curriculum 5 courses
Flagship agri-credit product
Process a mock KCC application through the portal; document every step and document needed.
Allied-sector credit access
Compute the KCC ceiling for a 5-cattle dairy + 100-bird poultry; check against actual sanctions in 3 banks.
Farm credit economics
Compute effective interest cost for a KCC loan with interest subvention vs commercial loan; comment on impact.
Livelihood enabling credit
Survey KCC penetration in one village; identify exclusion reasons.
Working-capital for agri-entrepreneurs
Design a working-capital cycle for an agri-retail micro-entrepreneur using KCC.
EN
Government enam.gov.in

e-NAM

Pan-India electronic agri-market — online bidding + e-payment + e-NWR

Data Layer
Trade tickets, prices, arrivals, bidding history; quality-grading data; e-NWR pledges.
UI/UX & Workflow
Multi-stakeholder UI — farmer, trader, FPO, commission agent; bidding workflow; e-payment gateway.
Business Model
Online trading; uniform license; integrates 1400+ mandis; FPO direct participation.
Regulatory & Policy
Operates under DA&FW + state APMC reform; linked to e-NWR (WDRA-regulated warehouses).
Integration & API
Links to AGMARKNET, AgriStack, PM-KISAN, KCC, WDRA, banks, logistics partners.
Ecosystem & Network
Backbone for agri-market reform.
◈ Where in the curriculum 8 courses
Electronic-mandi mechanism
Walk through an e-NAM bidding session as observer; document the price-discovery sequence.
FPO + e-NAM entrepreneurship
Map the FPO onboarding workflow on e-NAM; identify cost-recovery model.
Market integration & price-spread reduction
Compare same-commodity prices at 3 e-NAM mandis on the same day; explain residual spread.
Agribusiness platform-economy case
Critique e-NAM platform design from a 2-sided market lens; recommend 3 improvements.
Quality-grading at e-NAM
Document the e-NAM Assaying Lab protocol for one commodity; assess quality-premium realisation.
Warehouse-receipt financing
Trace the e-NWR pledge flow from warehouse deposit to bank loan disbursement.
e-NWR-based pledge financing
Compute farmer's borrowing capacity using e-NWR-backed credit vs traditional KCC.
Quality-assured seed-trade idea
Propose how a seed-quality-grading layer could be added to an e-NAM-like platform.
AI

Agri Infra Fund (AIF)

₹1 lakh cr farm-gate infra fund — project loans up to ₹2 cr at 3% subvention

Data Layer
Project loan database, eligible activities catalogue, lender empanelment, sanction status.
UI/UX & Workflow
Project-DPR submission; status-tracking; lender-match.
Business Model
3% interest subvention on loans up to ₹2 cr; credit-guarantee up to ₹2 cr through CGTMSE.
Regulatory & Policy
DA&FW + DFS jointly run; linked banks underwrite credit-risk.
Integration & API
Links to PFMS, banks, FPO database (SFAC), DPIIT.
Ecosystem & Network
Catalyst for post-harvest infrastructure investments.
◈ Where in the curriculum 5 courses
Catalyst for agri-startups
Draft a mock AIF project DPR for a 200-tonne cold storage; cost out and compute financials.
Term-loan + subvention mechanics
Compute EMI savings from 3% interest subvention vs commercial rate for a ₹2 cr project.
Agribusiness-finance integration
Map 5 AIF-eligible business models; compute their break-even and IRR.
Post-harvest infra projects
Identify a viable post-harvest infra project (sorting, pack-house, ripening chamber); draft a 5-page DPR.
FPO-led infra investments
Survey 1 nearby FPO's interest in AIF; estimate the financing gap.
DP
Government dgft.gov.in

DGFT Portal

Directorate General of Foreign Trade — agri-export procedures, IEC, RoDTEP

Data Layer
IEC database; restricted/free items; RoDTEP rates; export-import statistics.
UI/UX & Workflow
Online IEC application; license modules; trade-statistics dashboard.
Business Model
Free public service; fees on specific licenses.
Regulatory & Policy
Statutory; foreign-trade policy implementation.
Integration & API
Links to ICEGATE (customs), GSTN, banks for FOREX.
Ecosystem & Network
Mandatory gateway for any agri-exporter.
◈ Where in the curriculum 5 courses
Export-entrepreneurship gateway
Apply (mock) for an IEC; document end-to-end the timeline and friction.
Export-oriented agribusiness
Map RoDTEP rates for 5 export agri-commodities; compute net-of-rebate margins.
Export quality compliance
Examine APEDA-DGFT requirements for one export commodity (mango/grape) — generate a compliance checklist.
Export marketing channels
Compare procedural-cost of exporting same commodity to EU vs UAE.
Post-harvest export quality
Build a sanitary-phytosanitary export checklist for 3 fruits.
PI

PGS-India Portal

Participatory Guarantee System for organic certification

Data Layer
Local-group registrations, peer-appraisal records, certification certificates; group-traceability codes.
UI/UX & Workflow
Local group + regional council workflow; field-inspection diary; certificate downloads.
Business Model
Lower-cost peer-certification model — for smallholders; eligible for organic-premium markets.
Regulatory & Policy
Operates under NCOF (National Centre of Organic Farming); recognised under NPOP for some products.
Integration & API
Links to APEDA Tracenet for export-organic; FPO databases; NMNF schemes.
Ecosystem & Network
Smallholder-friendly alternative to NPOP third-party certification.
◈ Where in the curriculum 6 courses
Natural-farming certification route
Register a mock 5-farmer PGS group; complete one peer-appraisal cycle.
Organic certification mechanics
Compare PGS-India vs NPOP third-party certification — cost, credibility, market access.
Organic-export safety standards
Audit one PGS-certified product against NPOP requirements for export — gap analysis.
Organic-cluster entrepreneurship
Develop a business plan for a PGS-cluster-led organic-FPO.
Soil-microbiology in organic systems
Document microbial-biomass differences in 3 PGS-certified farms vs conventional.
Organic-premium realisation
Compare PGS-product retail prices vs equivalent conventional prices in 3 outlets.
UP
Government upag.gov.in

UPAg Portal

Unified Portal for Agricultural Statistics — production, area, yield, prices, trade

Data Layer
Pan-India crop-wise area-production-yield, market intelligence, trade, weather; harmonised dashboards.
UI/UX & Workflow
Data-explorer + dashboard UI; downloadable; API access.
Business Model
Public-good data infrastructure.
Regulatory & Policy
DA&FW data; harmonised with state-statistics-bureaus.
Integration & API
Pulls from DES, AGMARKNET, PMFBY, DGFT, ICAR-NSSO.
Ecosystem & Network
Single source of pan-India agri statistics.
◈ Where in the curriculum 6 courses
Real-world agri-stat dataset
Download 10-year area-production-yield for one crop; compute APY-decomposition (Hazell, 1982).
Agri-data architecture flagship
Document UPAg's data-source ingestion pipeline; identify which sources are real-time vs annual.
Macro-agri-econ data
Track yield-gap trends for 3 crops over 15 years; correlate with input-use.
Trade & market data
Use UPAg trade data to identify India's net-export-net-import shifts for 5 commodities over 5 years.
Climate-impact yield trends
Correlate yield variability with rainfall departure across 5 districts.
Strategic agribusiness intelligence
Build a market-sizing dashboard for one commodity using UPAg data.
SP

SMAM Portal

Sub-Mission on Agricultural Mechanization — CHCs, machinery subsidies, rental marketplace

Data Layer
CHC directory; machinery-subsidy rates; rental availability; application status.
UI/UX & Workflow
GPS-based CHC discovery; subsidy-application workflow.
Business Model
40-50% machinery subsidy; CHC-business model enabled.
Regulatory & Policy
Linked to BIS certification requirements for subsidised machinery.
Integration & API
Links to PFMS, AgriStack, banks for subsidy disbursal.
Ecosystem & Network
Core enabler for farm mechanisation in small-holding India.
◈ Where in the curriculum 5 courses
Mechanisation-policy implementation
Find the 3 nearest CHCs; document available machinery + rental rates + subsidy schemes.
CHC entrepreneurship model
Develop a CHC business plan for one block — capital needed, expected revenues, payback.
Subsidy-backed loan structures
Model subsidy + bank loan structure for one tractor + implement set; compute net cash outflow.
Mechanisation-investment economics
Compute marginal benefit of mechanisation for 1ha vs 5ha holdings.
Conservation-agriculture machinery
List CA machinery available through SMAM; identify gaps in KL/AP context.
AG
Government mkisan.gov.in

AgriMarket App

GPS-based app — live mandi prices for nearest 50 km

Data Layer
GPS-located mandis; live AGMARKNET-feed prices; commodity filters.
UI/UX & Workflow
Mobile-first; map-based mandi discovery.
Business Model
Free; pulls AGMARKNET data.
Regulatory & Policy
DA&FW operated.
Integration & API
Connects to AGMARKNET, e-NAM.
Ecosystem & Network
Farmer-facing UI for AGMARKNET data.
◈ Where in the curriculum 4 courses
Live mandi-price decision tool
For 5 commodities, document the price spread across mandis within 50 km daily for a week.
Practical livelihood decision app
Survey 5 farmers — how do they use price info to decide where to sell? Compare with AgriMarket data.
Arbitrage decision-making
Identify 3 cross-mandi arbitrage opportunities for one commodity within transport-cost limits.
Mobile-extension delivery case
Assess AgriMarket adoption among local farmers; identify training gaps.
BH

BharatAgri

Subscription-based personalised crop-advisory — daily calendar, AI disease ID, inputs

Data Layer
Crop-stage-personalised advisory; AI image-based disease detection; integrated input e-commerce.
UI/UX & Workflow
Mobile-first; subscription model; in-app chat support.
Business Model
₹999/yr subscription + input e-commerce margin.
Regulatory & Policy
CIBRC pesticide compliance; input-licensing required.
Integration & API
Plantix-similar AI for disease; integrates with logistics partners.
Ecosystem & Network
One of the most-downloaded paid agritech apps in India.
◈ Where in the curriculum 9 courses
Crop-stage-wise advisory delivery
Subscribe (trial) for one crop; document the advisory flow vs PoP from Farmers' Portal.
Kharif-crop personalised advisory
For one kharif crop, build a side-by-side comparison: BharatAgri advisory vs ICAR PoP vs state KVK.
Rabi-crop personalised advisory
Same for rabi crop.
AI pest-ID + treatment
Photograph 10 pest specimens; assess BharatAgri's ID accuracy + treatment specificity.
AI disease-ID + treatment
Same exercise for diseases.
AI fertiliser-recommendation
Compare BharatAgri's fert-rec for one field vs SHC-based STCR recommendation.
AI-advisory product architecture
Reverse-engineer BharatAgri's tech-stack — UI flows, likely backend services.
Subscription-agritech business case
Build a unit-economics model of BharatAgri's ₹999 subscription + e-commerce.
Agri-content + advisory hybrid
Critique BharatAgri's content strategy — frequency, format, language; suggest improvements.
IK

IFFCO Kisan

IFFCO's farmer app — fertiliser dosage, weather, prices, advisories (11+ languages)

Data Layer
Crop-wise fertiliser-dosage calculator; weather (IMD-feed); market prices; advisory.
UI/UX & Workflow
11+ Indian languages; mobile-first; freemium model (most features free).
Business Model
Funded by IFFCO (cooperative) — brand-building + input demand-creation.
Regulatory & Policy
Pesticide-recommendation aligned with CIBRC labels.
Integration & API
Pulls IMD weather, AGMARKNET prices.
Ecosystem & Network
5+ cr installs; one of India's most-used farmer apps.
◈ Where in the curriculum 5 courses
Cooperative-driven fert-dosage app
Use IFFCO Kisan's calculator for 3 crops in 3 soils; compare with SHC-based recommendation; identify deviations.
Vernacular advisory delivery
Switch the app to 3 different languages; assess content-parity across languages.
Cooperative-driven market access
Document how IFFCO Kisan's price + input feeds tie back to IFFCO retailer network.
Cooperative-based extension model
Compare IFFCO's app-driven extension vs IFFCO's traditional cooperative-society network.
Cooperative-as-platform case
Map IFFCO's revenue uplift potential from app-channel demand-creation.
DE
Private dehaat.com

DeHaat

End-to-end agritech — inputs, advisory, output marketing, credit via village micro-entrepreneurs

Data Layer
Farmer-level transaction data; crop-cycle advisory; market-linkage prices.
UI/UX & Workflow
Two interfaces — DeHaat Centre (micro-entrepreneur) + Farmer app; mostly assisted-buying model.
Business Model
Full-stack agritech — margins on inputs, output-aggregation, credit-facilitation, advisory fees.
Regulatory & Policy
Input-licensing required for centres; NBFC-partnership for credit.
Integration & API
Bank-partner integration for KCC + invoice-discounting; AgriStack KYC.
Ecosystem & Network
~1,800 DeHaat Centres in 11 states; serves 2.5 million+ farmers.
◈ Where in the curriculum 8 courses
Livelihood platform case
Visit one DeHaat Centre; document the 4-revenue-stream model and how it supports the centre operator.
Full-stack agritech entrepreneurship
Estimate the unit economics of one DeHaat Centre — capital, monthly revenue, payback.
Output-aggregation business model
Trace one crop's journey from farmer → DeHaat Centre → buyer; identify price-realisation premium.
Credit-distribution through micro-entrepreneur
Document how DeHaat partners with NBFCs to offer inventory credit; assess the model's economics.
Full-stack agribusiness case
Compare DeHaat with Ninjacart + AgroStar — competitive positioning matrix.
Soil-testing as private service
Compare DeHaat's soil-testing offering with SHC — turnaround, cost, accuracy.
Private-input-advisor model
Trace DeHaat's fert-recommendation pipeline — agronomist → app → centre → farmer.
Privatised extension model
Audit the extension content quality at a DeHaat Centre vs nearest KVK.
FA
Private fasal.co

Fasal

IoT-driven precision horticulture — on-farm sensors + AI advisories for high-value crops

Data Layer
Per-farm soil-moisture, leaf-wetness, temperature, humidity; AI advisories for irrigation, disease, pest.
UI/UX & Workflow
App + on-farm hardware install; subscription tied to sensor deployment.
Business Model
B2B/B2C subscription tied to per-acre hardware deployment.
Regulatory & Policy
CIBRC compliance for advisories; subject to data-fiduciary norms.
Integration & API
Cloud-stack; AgriStack-ready; Indo-Israeli partnerships.
Ecosystem & Network
Strong presence in grape, pomegranate, banana, citrus belts.
◈ Where in the curriculum 9 courses
IoT + AI advisory architecture
Diagram Fasal's IoT-sensor-to-advisory pipeline; identify where ML happens.
Precision irrigation via IoT
Document Fasal's irrigation-recommendation logic; compare with FAO-56 ET-based method.
High-value horticulture management
Pick one Fasal client crop (grape/pomegranate); document the season-long advisory frequency.
Hi-tech horti decision-support
Compare Fasal's polyhouse-fertigation logic with Priva/Hortimax PLC outputs.
Disease-pressure forecasting
Test Fasal's disease-forecast lead-time on grape/pomegranate vs on-field outbreak observations.
Climate-resilience via IoT
Document how Fasal hedges climate risk for high-value crops; compute insurance equivalent.
Soil-moisture sensor-based fertigation
Compare sensor-driven fertigation vs SHC + calendar-based.
Hardware+SaaS unit economics
Build a unit-economics model for Fasal's per-acre subscription.
On-farm physiology + stress detection
Compare Fasal's leaf-wetness + canopy-stress signal vs in-field SPAD readings for one orchard.
KN

Krishi Network

Farmer social network — Q&A, peer-learning, expert advisory

Data Layer
User-generated farmer posts, comments, expert replies; question-tag classification.
UI/UX & Workflow
Vernacular social-network UI; image+video posts; live-chat with experts.
Business Model
Free-for-farmer + advertiser-supported + premium services.
Regulatory & Policy
Content-moderation challenges; user-data policy.
Integration & API
Stand-alone; some content syndication with media partners.
Ecosystem & Network
Largest farmer-Q&A social network in India.
◈ Where in the curriculum 5 courses
Peer-to-peer extension model
Analyse 50 farmer questions on Krishi Network; classify by topic + region; identify content gaps.
Rural social-network sociology
Profile 10 active users; assess demographics, engagement frequency, perceived value.
Vernacular agri-content creation
Post 5 short videos on Krishi Network; track engagement vs equivalent YouTube/WhatsApp posts.
Peer-learning for livelihood
Survey: do farmers who use peer-networks adopt new practices faster than non-users?
Digital communication design
Compose 5 sample questions that elicit best peer responses; analyse what makes them work.
JI

JioKrishi

Reliance Jio's farmer platform — expert advisory, weather, schemes

Data Layer
Crop-stage advisories; weather; market prices; expert call-back.
UI/UX & Workflow
Vernacular UI; voice-first; integrated with Jio number.
Business Model
Backed by Reliance Jio — telecom-aided distribution scale; subscription + premium services.
Regulatory & Policy
Standard advisory norms.
Integration & API
Telecom-backed reach; Jio's wider ecosystem play.
Ecosystem & Network
Distribution-led; can scale to 100m+ farmers via Jio base.
◈ Where in the curriculum 4 courses
Telecom-driven extension model
Compare JioKrishi reach vs mKisan reach for same district; identify channel-effectiveness drivers.
Privatised vernacular extension
Audit JioKrishi's expert-callback response time vs KVK helpline.
Voice-first advisory
Compare voice-first JioKrishi advisory vs text-based BharatAgri for 3 crops.
Telecom + agri business case
Map Reliance's Jio + Reliance Retail + JioKrishi as a vertical-integration strategy.
PL
Private plantix.net

Plantix

AI plant-disease/pest/deficiency diagnosis — 800+ symptoms, 60+ crops

Data Layer
Computer-vision-trained image classifier — disease/pest/deficiency for 60+ crops; treatment recommendations.
UI/UX & Workflow
Image-upload + instant ID + community-validation + treatment plan.
Business Model
Free for farmer; revenue from input-companies (recommended-products link); B2B licensing.
Regulatory & Policy
CIBRC compliance for chemical recommendations; organic alternatives offered.
Integration & API
Open API; cited by multiple agritechs; Berlin-HQ with India focus.
Ecosystem & Network
~10cr installs; the most-used plant-doctor app globally.
◈ Where in the curriculum 11 courses
AI pest-ID flagship tool
Submit 20 pest images from college campus crops; verify ID accuracy + treatment specificity.
AI disease-ID flagship tool
Same exercise for 20 disease images.
Practical pest-diagnostic tool
Use Plantix across a kharif crop season; build a pest-incidence log + Plantix-ID accuracy log.
Practical disease-diagnostic tool
Same for diseases across one cropping season.
Above-ground symptoms of nematode damage
Submit 10 root-knot/cyst symptom images; assess Plantix's nematode recognition gap.
Horti-crop diagnostic
For 3 horti crops, test Plantix vs KVK on-call diagnosis.
Fruit-crop diseases
Build a fruit-disease-photo library; assess Plantix's diagnostic spread.
Vegetable-crop diseases
Same for vegetables.
Computer-vision in agriculture
Examine Plantix's CV-pipeline; reproduce a simple disease classifier in Python on a labelled dataset.
Chemical-recommendation auditing
Audit Plantix's chemical recommendations against CIBRC labels for 10 cases.
Bio-input recommendation auditing
Check Plantix's bio-pesticide alternatives for 10 cases; assess effectiveness vs chemicals.
CR
Private cropin.com

CropIn

B2B SaaS — geo-tagged farm ops + satellite crop-monitoring + plot-level analytics

Data Layer
Plot-level operations log; satellite-derived crop-monitoring; yield-prediction; deep historical farm-data.
UI/UX & Workflow
B2B dashboards (banks, insurers, agri-corps); field-officer mobile app.
Business Model
SaaS-licensing to banks, insurers, FPOs, seed cos, govts; per-acre / per-farmer pricing.
Regulatory & Policy
Data-fiduciary norms; client data protected.
Integration & API
Sentinel, Landsat, Planet imagery; open APIs.
Ecosystem & Network
In 90+ countries; flagship Indian agritech SaaS.
◈ Where in the curriculum 8 courses
Agritech SaaS architecture flagship
Map CropIn's SmartFarm + SmartSale + AcreSquare into a layered architecture; identify ML services.
Plot-yield-prediction modelling
Replicate CropIn's plot-yield-prediction logic using satellite NDVI + weather; compute RMSE vs ground-truth.
Satellite-monitoring SaaS
Compare CropIn vs SatSure vs Sentinel Hub on crop-acreage estimation for one taluk.
Procurement-aided market intelligence
Audit CropIn's procurement-aid offering for one commodity in one mandi cluster.
Credit-risk underwriting via farm data
Examine how a bank uses CropIn data to underwrite KCC — model the credit-decision logic.
Insurance loss-assessment SaaS — pest-incidence input
Examine CropIn's role in PMFBY loss-assessment workflow with one insurer-client.
Climate-risk SaaS
Examine CropIn's climate-resilience advisory product set.
Agritech B2B SaaS case
Build a 5-year revenue model for CropIn — segments + ARPU + growth.
FY
Private fyllo.in

Fyllo

Hyperlocal weather stations + AI advisory for high-value crops

Data Layer
On-farm weather station data — every 5 min; AI disease + irrigation advisories.
UI/UX & Workflow
Mobile + web dashboards; hardware install + advisory bundled.
Business Model
Per-acre/per-station subscription; mostly grape/pomegranate/wine grape belts.
Regulatory & Policy
CIBRC-compliant; data-fiduciary.
Integration & API
Indo-Israel agri-tech tie-ups; integrates with farm-management apps.
Ecosystem & Network
Best-in-class for grape/pomegranate.
◈ Where in the curriculum 6 courses
Hyperlocal-weather case
Compare Fyllo on-farm station data vs nearest IMD station for one week.
Frost/heat-stress alert systems
Document Fyllo's frost-alert algorithm vs IMD's gridded forecast for one orchard.
High-value fruit-crop weather-decisions
For grape/pomegranate, log Fyllo's spray-window advisories vs traditional calendar-based.
Disease-pressure forecasting
Test Fyllo's disease-pressure index against actual disease-incidence on a Fyllo-equipped vineyard.
Hi-tech-horti monitoring
Compare Fyllo's vineyard advisory output vs Fasal's; identify differentiators.
Hyperlocal irrigation scheduling
Compute irrigation savings from Fyllo vs calendar-based irrigation in a grape orchard.
AG

AgriBazaar

Online agri-commodity spot-trading + storage + finance (physical delivery)

Data Layer
Listings, bids, quality-grading data, e-NWR-pledged volumes.
UI/UX & Workflow
Multi-stakeholder — seller, buyer, FPO, warehouse, financier; bidding workflow.
Business Model
Commission on trades; quality-assaying fee; financing margin.
Regulatory & Policy
Spot-trading regulation; e-NWR compliance under WDRA.
Integration & API
e-NWR repositories; banks; quality-assayers.
Ecosystem & Network
Major private spot-platform.
◈ Where in the curriculum 6 courses
Private alternative to e-NAM
Compare AgriBazaar's trade flow vs e-NAM's — identify which segments each owns.
Commodity-trading entrepreneurship
Simulate selling 100 quintals of one crop on AgriBazaar — document each step and cost.
Marketplace business case
Build a 5-year revenue model for AgriBazaar — segments + ARPU.
e-NWR pledge financing
Compute farmer's borrowing potential from AgriBazaar-backed e-NWR vs traditional KCC.
Quality-grading premium realisation
Document quality-spec adherence + price premium achieved in AgriBazaar trades.
Warehousing-traceability
Trace one commodity from farmer → AgriBazaar warehouse → buyer; identify quality-loss points.
NI

Ninjacart

B2B fresh-produce supply chain — farm-to-retailer; real-time price discovery

Data Layer
Real-time price discovery, daily inventory, sortation grade data, cold-chain telemetry.
UI/UX & Workflow
Two interfaces — Ninjacart Buy (retailers) + Ninjacart Sell (farmers/FPOs); fully assisted.
Business Model
Logistics + marketplace + financing margins; FaaS (Farming-as-a-Service) expansion.
Regulatory & Policy
Cold-chain norms; FSSAI/APMC compliance per state.
Integration & API
Logistics partners; warehousing; banks.
Ecosystem & Network
India's largest B2B fresh-produce supply chain.
◈ Where in the curriculum 6 courses
B2B supply-chain model
Trace one box of tomatoes from farm-gate to retailer; cost out each stage; compute farmer-share-of-consumer-price.
Cold-chain logistics
Document Ninjacart's cold-chain telemetry + spoilage rate; compare with traditional mandi route.
Vegetable supply-chain practitioner
Survey 5 Ninjacart-sourcing-farmers; document price + quality + payment-cycle benefits.
Supply-chain entrepreneurship
Build a unit-economics model for a Ninjacart collection-centre.
Agri-supply-chain business case
Compare Ninjacart vs DeHaat vs Waycool — segment positioning + competitive advantage.
Perishables logistics
Map Ninjacart's quality-grade criteria vs HORT standards for 3 vegetables.
GR

Gramophone

Agri-input marketplace + advisory — bio-inputs focus for organic/NF clusters

Data Layer
Input-product catalogue (bio + chemical); soil + advisory data; order data.
UI/UX & Workflow
App + WhatsApp + call-centre; vernacular UI; bio-input filters.
Business Model
E-commerce margin + advisory upsells.
Regulatory & Policy
Input licensing; CIBRC compliance.
Integration & API
Logistics tie-ups; some FPO partnerships.
Ecosystem & Network
Strong in MP + Rajasthan + Maharashtra.
◈ Where in the curriculum 5 courses
Bio-input marketplace for NF
For 3 natural-farming inputs, compare Gramophone availability + price vs local agro-dealer.
Biopesticides + biofertilisers marketplace
Audit 10 bio-products' efficacy claims on Gramophone against ICAR-tested data.
Organic-cluster input procurement
For one organic-FPO, build a bulk-procurement plan via Gramophone vs offline channels.
D2F (direct-to-farmer) input marketing
Compare Gramophone D2F prices with traditional dealer chain for 5 inputs.
D2F agri-input startup case
Build a unit-economics model for a hypothetical D2F agri-input venture.
KE
Private krishe.com

Krish-e (Mahindra)

Mahindra's farm-mechanisation platform — equipment rental + advisory

Data Layer
Equipment availability, rental rates, agronomy advisory, package-of-practice.
UI/UX & Workflow
Booking workflow; PoP delivery; service centres.
Business Model
Rental booking margins + service revenue; Mahindra dealer-network leverage.
Regulatory & Policy
BIS certification for equipment; safety standards.
Integration & API
Integrates with Mahindra dealers + tractors; some bank-partner credit.
Ecosystem & Network
Backed by Mahindra & Mahindra; large dealer reach.
◈ Where in the curriculum 5 courses
Private CHC model
Compare Krish-e rental rates vs nearest CHC subsidised rates for 3 implements.
Equipment-rental entrepreneurship
Build a Krish-e franchise / CHC business plan for one mandal.
Equipment-financing tie-ups
Document the Mahindra-bank financing structure for one tractor + implement set.
CA-machinery rental availability
Check availability of conservation-agriculture implements on Krish-e in one district.
Rental vs ownership economics
Compute breakeven utilisation for owning vs renting a 35hp tractor.
AG
Private agrostar.in

AgroStar

D2F agri-input e-commerce + advisory — certified seed marketplace

Data Layer
Input catalogue (esp. seeds); QR-based authentication; advisory data; logistics.
UI/UX & Workflow
App + call-centre + village-store partners; vernacular.
Business Model
Input-margin + advisory upsell.
Regulatory & Policy
Seed Law + input-licensing; CIBRC.
Integration & API
Some FPO partnerships; village-store franchise.
Ecosystem & Network
Strong in Maharashtra + AP + Karnataka + Telangana.
◈ Where in the curriculum 6 courses
Certified-seed marketplace
For 5 hybrid varieties, verify AgroStar's QR-code-authentication; compare with bricks-and-mortar dealer.
Kharif-variety access
List all kharif varieties available on AgroStar for one crop; compare with state-recommended list.
Rabi-variety access
Same for rabi.
Commercial-seed retail
Compare AgroStar's seed retail model with traditional dealer + cooperative seed supply chains.
D2F input marketing
Trace AgroStar's input from manufacturer to farmer; identify margin stack.
D2F agri-input entrepreneurship
Build a village-store-based AgroStar franchise plan.
BI
Private bighaat.com

BigHaat

B2C agri-input marketplace — seeds, fertilisers, pesticides

Data Layer
Input catalogue + product comparison + ordering data.
UI/UX & Workflow
App + website; product-comparison features.
Business Model
E-commerce margins; D2F.
Regulatory & Policy
Input licensing across states; CIBRC compliance.
Integration & API
Logistics tie-ups.
Ecosystem & Network
Pan-India B2C reach.
◈ Where in the curriculum 5 courses
Seed-variety comparison
For 5 vegetables, build a variety-comparison table from BigHaat data.
Kharif-variety catalogue
For one crop, compare 5 hybrid varieties' specs across BigHaat + state-recommended list.
Rabi-variety catalogue
Same for rabi.
D2F input marketing
Compare BigHaat prices vs local dealer for 5 inputs.
Marketplace business case
Compare BigHaat with AgroStar + Gramophone — competitive matrix.
BK

Bhuvan-Krishi

ISRO's geo-platform for agriculture — crop maps, soil, water layers

Data Layer
Multi-temporal satellite-derived crop maps, soil/water/forest layers, watershed atlas, wasteland atlas.
UI/UX & Workflow
Web-GIS interface; layer-toggle; WMS/WMTS services for downstream consumption.
Business Model
Free public-good service from ISRO-NRSC; OGC-compliant APIs.
Regulatory & Policy
Geo-data shared under India's Geospatial Policy 2022; high-resolution data with restrictions for some layers.
Integration & API
Foundation layer for Krishi DSS, PMFBY remote-sensing modules, multiple agritechs.
Ecosystem & Network
India's largest geospatial-data backbone for civil applications.
◈ Where in the curriculum 7 courses
Satellite-derived soil property maps
Pull a soil-property map for your home taluk on Bhuvan-Krishi; ground-truth with 5 lab tests.
Indian geo-platform flagship
Document Bhuvan-Krishi's API endpoints; build a Python script that pulls one layer programmatically.
NRM landscape analytics
Identify wasteland blocks for one district from Bhuvan; design a reclamation prioritisation plan.
Watershed delineation
Use Bhuvan Watershed Atlas to delineate a micro-watershed; recommend SWC interventions.
Salinity/wasteland mapping
Map salinity-affected blocks across two coastal mandals using Bhuvan layers.
Irrigation infrastructure data
Plot the canal command areas of one minor-irrigation project; compute gap between potential and actual coverage.
Tree-cover mapping for agroforestry
Pull tree-cover maps for one block; classify and identify candidate agroforestry zones.
IN
Government www.nbsslup.in/

ICAR-NBSS&LUP Portal

National soil resource database — 1:10,000 soil maps, taxonomy, fertility

Data Layer
Soil-survey reports, Soil Information System, soil-series maps, land-evaluation outputs.
UI/UX & Workflow
Document-repository style; downloadable PDFs + map JPEGs; some GIS layers.
Business Model
Public-good; ICAR-funded research dissemination.
Regulatory & Policy
ICAR data under open-research norms.
Integration & API
Feeds Krishi DSS, state SAU research; used by Bhuvan.
Ecosystem & Network
India's authoritative soil-research institute.
◈ Where in the curriculum 3 courses
Authoritative soil-taxonomy reference
Identify the soil order, sub-order, great group of your village's soils using NBSS&LUP series description.
Soil-series-specific fertility advisories
Pull the soil-series fertility profile for one district; compare with SHC averages.
Problematic-soil distribution maps
Use NBSS&LUP soil-degradation atlas to map problem soils in one state; cross-reference with reclamation programmes.
MI

MOSDAC (ISRO Met & Oceanographic Data)

ISRO satellite-data archive — rainfall, ET, soil-moisture, INSAT-3DR

Data Layer
Satellite-derived rainfall, ET, soil-moisture, NDVI, INSAT-3DR products; historical archive.
UI/UX & Workflow
Data-explorer UI with date/parameter/region filters; downloadable NetCDF/GeoTIFF.
Business Model
Free public service from ISRO Space Applications Centre.
Regulatory & Policy
ISRO data-sharing policy; rapid-distribution for disasters.
Integration & API
Used by IMD, PMFBY, NRSC, agritechs needing high-frequency weather data.
Ecosystem & Network
Premier Indian satellite-data hub for hydro-met applications.
◈ Where in the curriculum 6 courses
Satellite-derived weather data
Pull INSAT-3DR rainfall data for one district for a kharif season; compare with IMD ground-station data.
Satellite rainfall for drought
Compute SPI for one rainfed district using 10-year MOSDAC rainfall data.
Satellite ET products
Plot weekly ET for one command area using MOSDAC; compare with FAO-56 estimates.
Disaster meteorology
Track the trajectory of one tropical cyclone using MOSDAC INSAT imagery; assess landfall advisory accuracy.
Climate-resilience analytics
Build a 20-year rainfall departure trend for one district using MOSDAC.
Crop-physiology stress data via satellite
Pull canopy-temperature/ET data over a stressed kharif crop using MOSDAC; correlate with field-measured stress.
IN

ICAR-NBPGR PGR Portal

National Plant Genetic Resources — germplasm accessions, passport data

Data Layer
~4.7 lakh germplasm accessions; passport data; characterisation/evaluation data; PGR Knowledge Network.
UI/UX & Workflow
Search-by-crop/species/accession-number UI; downloadable accession lists.
Business Model
Public-good; material transfer via SMTA agreements (Nagoya Protocol-aligned).
Regulatory & Policy
Operates under PPV&FR Act, Biological Diversity Act, Nagoya Protocol.
Integration & API
Links to ICAR crop institutes, Genesys (CGIAR), state SAUs.
Ecosystem & Network
India's national germplasm custodian; the breeder's first stop.
◈ Where in the curriculum 7 courses
Germplasm conservation reference
Search NBPGR for one crop; tabulate the trait-diversity of 20 accessions of interest.
Source-germplasm for breeding
Identify 5 NBPGR accessions of one crop carrying a specific trait (drought tolerance, etc.); draft an SMTA request.
Kharif crop genetic resources
For one kharif crop, list NBPGR-held accessions with known resistance to a major biotic stress.
Rabi crop genetic resources
Same exercise for a rabi crop.
Commercial breeding parental lines
For one heterosis-breeding programme, identify NBPGR accessions that could serve as new parents.
Gene-editing source germplasm
For one biotic-stress target, list NBPGR accessions to use as donors in a CRISPR editing programme.
Pre-breeding seed source
Map the seed-multiplication chain from NBPGR through to breeder-seed to certified seed for one crop.
GC

Genesys (CGIAR PGR Portal)

Global germplasm-discovery platform — 4M+ accessions from 470+ genebanks

Data Layer
4M+ accessions; standardised passport + evaluation data; downloadable in CSV/RDF.
UI/UX & Workflow
Faceted search; map-based exploration; trait filters.
Business Model
Hosted by Crop Trust; open-data, CC-BY licensed.
Regulatory & Policy
Operates under International Treaty on PGRFA; SMTA model.
Integration & API
REST API; consumed by breeders worldwide; links to ICRISAT, IRRI, CIMMYT.
Ecosystem & Network
The global PGR discovery layer.
◈ Where in the curriculum 4 courses
Global parental-line discovery
For one crop, identify the top 5 global accessions for a trait of interest; cross-check with NBPGR availability.
Comparative genetic diversity
Compare Indian vs ICRISAT vs CIMMYT germplasm diversity for one cereal.
Pipeline source materials
Design a 3-year hybrid-development plan with Genesys-sourced new parental lines.
Editing-target gene-source
Identify global donors for a known biotic-stress gene; build a hybridisation scheme.
B—
Private bmspro.io/

BMS — Breeding Management System

CGIAR-developed open breeding-data-management platform

Data Layer
Trial data, pedigree, genotype data, breeding-population tracking, field-book integration.
UI/UX & Workflow
Cloud + desktop versions; structured breeding-workflow UI.
Business Model
Open-source; managed by Excellence in Breeding Platform (CGIAR).
Regulatory & Policy
Data governance follows institutional norms of adopters.
Integration & API
Field-Book mobile, KDSmart, JMP statistical tools; FAIR data principles.
Ecosystem & Network
Used by ICAR, CGIAR, seed companies for modernised breeding.
◈ Where in the curriculum 5 courses
Modern breeding data-management
Set up a mock biparental cross in BMS demo; log pedigree, F2 selections, advance to F3.
Kharif-crop breeding pipeline
For one kharif crop hybrid programme, model the BMS workflow from cross to released hybrid.
Rabi-crop breeding pipeline
Same exercise for a rabi crop.
Commercial breeding pipeline
Document how a seed-company breeding programme would use BMS vs Excel-based tracking.
Editing-pipeline tracking
Configure BMS to track CRISPR-edited lines through generations alongside conventional crosses.
CR

CRISPOR

CRISPR guide-RNA design tool — open-source, used worldwide

Data Layer
Genome-wide guide-RNA candidates, off-target predictions, efficiency scores.
UI/UX & Workflow
Paste-sequence-and-go web interface; output as CSV.
Business Model
Free, academic-hosted at TEFOR-INFRA.
Regulatory & Policy
Outputs subject to country-specific gene-editing regulation; India's SDN-1/2 exemption (Mar 2022).
Integration & API
Outputs feed into Benchling, lab protocols.
Ecosystem & Network
Default first-choice for CRISPR guide design globally.
◈ Where in the curriculum 3 courses
CRISPR fundamentals
Design 3 guide-RNAs targeting one defensin gene; rank by off-target score.
Editing-design flagship tool
For one Indian-released gene-edited crop (e.g., genome-edited rice 2025), reproduce the guide-RNA selection using CRISPOR.
Gene-editing introduction
Walk through CRISPOR for a basic single-gene target; explain off-target metrics.
BE

Benchling

Cloud lab-informatics — sequence design, plasmid maps, ELN for life sciences

Data Layer
DNA/protein sequence databases, plasmid maps, experiment logs.
UI/UX & Workflow
Web-based ELN + molecular biology design suite.
Business Model
Freemium + enterprise SaaS; free for academic users.
Regulatory & Policy
Compliant with FDA 21 CFR Part 11 for regulated lab use.
Integration & API
API-rich; plugins for primer design, CRISPR, cloning.
Ecosystem & Network
Industry-standard molecular-biology workspace at biotech firms.
◈ Where in the curriculum 4 courses
Lab informatics intro
Create a mock plasmid map for a binary vector with a target gene insert.
Cloning + editing workflow
Design a CRISPR cassette in Benchling; export sequence; outline the in-vitro construction protocol.
Sequence-data familiarity
Annotate a 5kb gene region on Benchling; identify exons, UTRs, regulatory elements.
Biomolecule analysis
Examine a published enzyme's sequence and structure in Benchling; identify catalytic residues.
NN

NCBI (NIH)

World's largest sequence-data repository — GenBank, BLAST, PubMed

Data Layer
600M+ sequences (GenBank); PubMed (35M+ papers); SRA raw reads; gene/protein/structure databases.
UI/UX & Workflow
Search-driven; complex but powerful filters; downloadable FASTA, GFF.
Business Model
Free public-good from US NIH/NLM.
Regulatory & Policy
Open-data; some restricted human-genomic data.
Integration & API
Entrez API; BLAST RID; ubiquitous as upstream source.
Ecosystem & Network
Foundation of all bioinformatics.
◈ Where in the curriculum 5 courses
Genetic-data primary source
For one resistance-gene of interest, retrieve the sequence from NCBI; run BLAST against rice genome; identify orthologs.
Biotech data-source
Pull 5 published transgenic-rice papers from PubMed; tabulate trait + transformation method.
Gene-editing target validation
For one CRISPR target, verify sequence integrity across multiple genome assemblies on NCBI.
Protein-sequence familiarity
For one plant enzyme (e.g., RuBisCO), pull the protein sequence; predict secondary structure.
Microbial taxonomy
Use NCBI Taxonomy to confirm identity of 5 microbial isolates from a soil-sample 16S rRNA dataset.
NH
Government nhb.gov.in/

National Horticulture Board (NHB) Portal

Subsidy scheme + data portal for commercial horticulture

Data Layer
Subsidy-scheme details, area-production-yield data for fruits/vegetables/flowers, market intelligence.
UI/UX & Workflow
Web portal; scheme-applications via state nodal agencies; multilingual.
Business Model
Channels MIDH subsidies; ~50% project-cost subsidy for polyhouses, cold-stores.
Regulatory & Policy
Operates under DA&FW MIDH guidelines.
Integration & API
Links to state horticulture missions, banks, dealer networks.
Ecosystem & Network
Catalyst for hi-tech horticulture investments in India.
◈ Where in the curriculum 7 courses
Horticulture scheme landscape
List all NHB-eligible commercial-horti activities; estimate subsidy quantum for one 0.5 ha polyhouse.
Fruit-crop subsidy schemes
For 3 fruits, compute farmer's effective project cost after NHB subsidy + state top-up.
Vegetable hi-tech support
Map subsidy-eligibility for a 1-acre net-house cluster project.
Hi-tech horti investment cases
Build a polyhouse business plan that uses NHB + AIF + state-horti subsidies; compute net cash investment.
Protected-cultivation subsidies
Compare NHB subsidy patterns for poly vs net vs shade-house structures.
Floriculture subsidy schemes
Map NHB schemes for a cut-flower export cluster; identify market-linkage requirements.
Landscape-project funding
Identify NHB-/MIDH-funded landscape components for one urban-greening project.
PC

Priva Connext

Dutch greenhouse climate-control PLC — industry-standard for hi-tech polyhouses

Data Layer
Real-time climate sensors (T, RH, CO₂, PAR); irrigation EC/pH; energy and yield data.
UI/UX & Workflow
Touchscreen + web dashboards; recipe-based control logic; alarm system.
Business Model
Hardware + software + service; ~₹15-30 lakh per acre of polyhouse for full Priva stack.
Regulatory & Policy
CE-certified; integrates with grid/solar/CO₂ supply.
Integration & API
OPC UA / MQTT for integration with FMS and ERP; Priva Connext cloud.
Ecosystem & Network
Used in most commercial Indian polyhouses (Mahindra Hi-tech, INI Farms etc.).
◈ Where in the curriculum 4 courses
Hi-tech horticulture standard
For one Priva-equipped polyhouse, derive the climate-set-point recipe for tomato vs rose.
Polyhouse climate control
Compare Priva vs Hortimax vs Argus climate-control systems on functionality + Indian cost-fit.
Cut-flower precision
For a 0.5 ha Priva-equipped rose polyhouse, map the year-long set-point seasonal calendar.
Polyhouse-vegetable production
Document Priva's recipe-based control for a coloured-capsicum polyhouse.
AC

AutoCAD Civil 3D + SketchUp

Landscape design — site grading, irrigation, planting plan, 3D visualisation

Data Layer
DXF/DWG/SKP design files; topo data; irrigation networks; plant palette.
UI/UX & Workflow
Desktop CAD; high learning curve; AutoCAD + SketchUp + Lumion stack.
Business Model
Subscription SaaS; free Autodesk for educational use.
Regulatory & Policy
Outputs feed building-plan approvals; conform to local landscape codes.
Integration & API
Interoperable with GIS, BIM (Revit), Lumion (visualisation).
Ecosystem & Network
Industry-standard for landscape architects + urban-greening firms.
◈ Where in the curriculum 3 courses
Landscape-design flagship
Design a 1-acre office-campus landscape — site grading, irrigation, planting; deliver as DWG + Lumion 3D walkthrough.
Garden-design specification
Prepare a Mughal-style garden design with planting plan + irrigation layout.
Polyhouse layout design
Generate a 0.5 ha polyhouse plot plan with structural layout + drip irrigation lines.
FE
Government envis.frlht.org/

FRLHT-ENVIS Indian Medicinal Plants Database

Authoritative MAPs and botanical-medicine database

Data Layer
6000+ MAP species, taxonomy, traditional uses, conservation status, distribution maps.
UI/UX & Workflow
Search-by-name/family/use UI; species detail pages with photos.
Business Model
Public-good; ENVIS programme funded by MoEFCC.
Regulatory & Policy
Aligned with NBA (Biological Diversity Act); CITES tracking.
Integration & API
Integrated with India Biodiversity Portal, ICAR-DMAPR.
Ecosystem & Network
Authoritative reference for MAPs cultivation and trade.
◈ Where in the curriculum 3 courses
MAPs species reference
For 5 high-value MAPs, build a profile: cultivation feasibility in KL/AP + market demand + ABS implications.
Landscape MAPs selection
Design a medicinal-plant herbal-garden for a hospital campus using FRLHT-listed species.
MAPs in natural farming
Identify 10 indigenous MAPs to integrate into a natural-farming homestead.
GR

GEAC / RCGM Biosafety Portal

India's GMO + gene-editing regulatory portal — biosafety approvals

Data Layer
GMO event approvals, gene-editing exemptions (SDN-1/2), import/export NOCs, monitored field-trial data.
UI/UX & Workflow
Document repository; application workflow for institutional applicants.
Business Model
Regulatory body; no fee structure.
Regulatory & Policy
Operates under Environment Protection Act 1986 Rules 1989; March 2022 SDN-1/2 exemption.
Integration & API
Inter-ministerial — MoEFCC, DA&FW, DBT, DG-Health Services.
Ecosystem & Network
India's gateway for regulated biotech in agriculture.
◈ Where in the curriculum 3 courses
India's GMO regulatory framework
Map the regulatory pathway for a Bt-cotton-style commercial release; identify each agency's role.
Gene-editing pathway
Trace the SDN-1/2 exemption pathway for the May 2025 genome-edited rice; document the timeline and approvals.
Biosafety basics
Summarise the differences between SDN-1, SDN-2, and SDN-3 in plain language; identify which fall outside GMO rules in India.
CP

CIBRC Portal

Central Insecticides Board — pesticide registration + label database

Data Layer
Registered pesticide list (>270 actives), label claims, crops + targets, banned/restricted lists.
UI/UX & Workflow
PDF-heavy; CIB&RC minutes; downloadable database.
Business Model
Statutory regulator; fee-based registration.
Regulatory & Policy
Operates under Insecticides Act 1968; PPV&FR linkage; CIB&RC meetings.
Integration & API
Linked to FSSAI for MRL coordination; APEDA for export label compliance.
Ecosystem & Network
Mandatory gateway for all pesticide commerce in India.
◈ Where in the curriculum 6 courses
Pesticide-label compliance
For one crop, list all CIBRC-approved actives + their pre-harvest intervals; identify illegal use patterns in field.
Fungicide label compliance
Same exercise for major fungicides.
Herbicide approved-list compliance
Build a HRAC-mode-of-action map of CIBRC-registered herbicides for one crop.
Agrochemicals regulatory deep-dive
Map the end-to-end registration timeline for a new molecule under CIBRC; flag friction points.
MRL compliance for export
For 5 export commodities, build CIBRC-FSSAI-Codex MRL comparison tables.
Bio-pesticide registration
Map the data-package required for bio-pesticide registration vs synthetic; identify the regulatory cost differential.
HG

HRAC Global Herbicide Database

Herbicide Resistance Action Committee — global resistance + mode-of-action database

Data Layer
Global herbicide-resistant weed cases (576+ species-herbicide combos); mode-of-action classes A-Z.
UI/UX & Workflow
Searchable database; downloadable summary tables; MoA flowchart.
Business Model
Industry consortium (BASF, Bayer, Corteva, FMC, Syngenta etc.); free public-good.
Regulatory & Policy
Recommendations influence labelling — anti-resistance strategies on product labels.
Integration & API
Used by ICAR-DWR, Indian Society of Weed Science.
Ecosystem & Network
Global authoritative source on herbicide resistance.
◈ Where in the curriculum 3 courses
Herbicide-resistance management
Map the 7 reported herbicide-resistant weeds in India to HRAC MoA classes; design rotation strategies.
Agrochemicals MoA framework
Build a HRAC-classified herbicide-MoA poster for ag-extension use; assess Indian-market product spread across MoAs.
IPM-relevant MoA awareness
For one weed problem, propose a HRAC-rotation-based IPM plan.
PK

PM-KUSUM Portal

Pradhan Mantri Kisan Urja Suraksha — solar-pumps + grid-connected solar

Data Layer
State-wise allocation, beneficiary lists, subsidy rates, vendor empanelment.
UI/UX & Workflow
State-specific application workflows; MNRE central tracking.
Business Model
Up to 60% govt subsidy on solar pumps; 30% bank loan + 10% farmer; income from grid-feed-in.
Regulatory & Policy
MNRE + DISCOMs + state energy departments; net-metering policies vary by state.
Integration & API
Links to PFMS, banks, DISCOMs for feed-in tariffs.
Ecosystem & Network
India's flagship solar-for-agriculture scheme.
◈ Where in the curriculum 4 courses
Solar-pump scheme flagship
Compute farmer's payback period for a 5-HP PM-KUSUM solar pump in a 2-ha holding.
Energy-efficient irrigation
Map energy savings from PM-KUSUM solar-pump installation vs grid-electric pumping for one canal command.
Subsidy + loan structuring
Design the 60-30-10 PM-KUSUM financing flow for a beneficiary; compute effective interest cost.
Solar-pump-vendor entrepreneurship
Develop a vendor-empanelment + installation business plan for a 100-pump territory.
MA
Government mnre.gov.in/

MNRE Akshay Urja

Ministry of New & Renewable Energy — biogas, solar, biomass schemes

Data Layer
Scheme catalogue, capacity statistics, vendor empanelment, programme guidelines.
UI/UX & Workflow
Scheme-finder UI; downloadable guidelines.
Business Model
Channels subsidies for biogas, solar dryers, biomass-to-energy projects.
Regulatory & Policy
MNRE-recognised vendors; BIS certification for equipment.
Integration & API
State-nodal-agencies for delivery; PFMS for payments.
Ecosystem & Network
India's RE policy + programme hub.
◈ Where in the curriculum 3 courses
RE-policy + programme landscape
Tabulate MNRE schemes most relevant for agriculture; estimate beneficiary count for the last 5 years.
Climate-mitigation contribution of RE
Compute carbon avoided by replacing diesel pumps with PM-KUSUM solar pumps at all-India scale.
Sustainable-energy options
Compare biogas vs solar-dryer ROI for a 5-cattle dairy household.
FF

FSSAI FoSCoS

Food Safety Compliance System — licensing, registration, inspection

Data Layer
FBO licensing/registration database; inspection reports; recalls and alerts.
UI/UX & Workflow
Self-service licensing workflow; QR-based licence verification.
Business Model
License-fee revenue; lifetime FSO ecosystem catalyst.
Regulatory & Policy
Statutory under Food Safety and Standards Act 2006; harmonised with Codex.
Integration & API
Links to GSTN, MCA, banks, e-commerce platforms (Swiggy etc.).
Ecosystem & Network
Compliance backbone for all food businesses in India.
◈ Where in the curriculum 3 courses
Food-safety regulatory flagship
Apply for a mock FBO licence on FoSCoS for a 100-tonne mango-processing unit; document each step.
Food-business compliance
Map the FSSAI compliance requirements for one packaged-food brand; identify recurring vs one-time obligations.
Post-harvest-business compliance
For a small grading + packaging unit, identify the FoSCoS licence category + required SOPs.
AP
Government apeda.gov.in/

APEDA

Agricultural & Processed Food Products Export Development Authority

Data Layer
Export-statistics, registered exporters, recognised packhouses; Tracenet-organic exports.
UI/UX & Workflow
Online registration; Tracenet workflow; HS-code lookup.
Business Model
Member fee; assists with financial assistance schemes for export infrastructure.
Regulatory & Policy
Operates under APEDA Act 1985; works with DGFT, FSSAI, Plant Quarantine.
Integration & API
Tracenet blockchain for organic; ICEGATE customs link; phytosanitary issuance.
Ecosystem & Network
India's agri-export apex body for 22 scheduled product categories.
◈ Where in the curriculum 5 courses
Export-quality framework
For one APEDA-scheduled product (mango/grape), map all SPS requirements for EU export.
Export-supply-chain compliance
Build a packhouse-to-port quality compliance checklist for grape export to EU.
Organic export via Tracenet
Walk through Tracenet's blockchain-based traceability for an organic mango exporter.
Export marketing strategy
For 3 commodities, compare APEDA assistance vs DGFT incentives + identify the right exporter mix.
Export-entrepreneurship
Draft a 5-year APEDA export-business plan for one product category.
I—
Government ifct2017.com/

IFCT — Indian Food Composition Tables

ICMR-NIN's nutrient database for 528 Indian foods

Data Layer
Nutrient values for 528 Indian foods — proximate, vitamin, mineral, amino acid, fatty acid.
UI/UX & Workflow
Search + filter UI; downloadable PDF + Excel.
Business Model
Public-good; ICMR-NIN.
Regulatory & Policy
Aligned with FSSAI labelling norms; Codex Stan 1-1985.
Integration & API
Used in NFHS, dietary assessment tools, food-tech R&D.
Ecosystem & Network
India's authoritative nutrient-composition reference.
◈ Where in the curriculum 3 courses
Nutrient-composition reference
For 10 millets, prepare a nutrient profile table from IFCT; compare with refined cereals.
Nutrition-based food safety
For one packaged food, derive declared values from IFCT-listed ingredients; cross-check with brand label.
Nutrition-livelihood linkage
Design a nutri-garden cropping plan for a small farmer family using IFCT nutrient values.
DK
Government ddkisan.gov.in/

DD Kisan + AIR Krishi

Public-broadcaster agri-channel — daily TV + radio extension programming

Data Layer
Programme schedules, archived shows (YouTube), regional-language content libraries.
UI/UX & Workflow
DTH + YouTube + AIR app + radio; high-reach + low-cost.
Business Model
Govt-funded public broadcasting; no farmer-cost.
Regulatory & Policy
Operates under Prasar Bharati Act.
Integration & API
Content sourced from KVKs, ICAR, SAUs; some private-tie-ups.
Ecosystem & Network
Largest farmer-broadcast reach; complements digital extension.
◈ Where in the curriculum 4 courses
Mass-media extension model
Track one week of DD Kisan programming; tabulate content types and assess relevance to KL/AP farmers.
Rural communication channel
Survey 20 farmers on DD Kisan vs WhatsApp vs Krishi Network usage; analyse channel preferences.
Public-broadcasting agri-journalism
Produce a 10-minute farm-feature suitable for DD Kisan; cover sourcing, scripting, shooting, editing.
Broadcast-communication design
Script and storyboard a 5-minute vernacular farmer-success story for DD Kisan.
KE
Government kisansarthi.com/

Kisan-e-Mitra / Kisan Saarthi

AI-chatbot for farmer queries — voice-first, multi-language

Data Layer
Scheme info, advisories, weather, market — pulled from Kisan Suvidha + Farmers' Portal.
UI/UX & Workflow
Voice-first WhatsApp/IVR + chatbot UI; supports 12+ Indian languages.
Business Model
Free; develops India's AI4Bharat-style govt chatbot capability.
Regulatory & Policy
Standard data-fiduciary norms.
Integration & API
Connected to Bhashini (govt AI translation), KrishiGyan vector-database.
Ecosystem & Network
Showcase of govt-AI for citizens (Bharat AI Mission).
◈ Where in the curriculum 3 courses
Govt-AI extension delivery
Run 20 farmer queries through Kisan Saarthi + Kisan Suvidha; compare answer quality + response latency.
Agricultural conversational AI
Examine Kisan Saarthi's architecture; speculate on its LLM, embeddings, vector-DB stack.
AI-assisted communication
Test the chatbot in 3 languages on the same query; rank fidelity of translation.
NP
Government www.nabard.org/

NABARD Portal

National Bank for Agri & Rural Development — refinancing, FPOs, watershed

Data Layer
FPO directory, refinance rates, scheme guidelines, statistical reports.
UI/UX & Workflow
Document-heavy; sector-portal navigation.
Business Model
Apex agri-development bank; refinances commercial banks at concessional rates.
Regulatory & Policy
Operates under NABARD Act 1981; RBI-linked.
Integration & API
Refinances PSU banks, RRBs, cooperative banks; supports state agri-departments.
Ecosystem & Network
Apex catalyst for agri-credit + rural development in India.
◈ Where in the curriculum 4 courses
Apex-bank refinance structure
Trace one KCC loan from farmer back to NABARD refinance; document the rate stack.
FPO development support
Find 3 NABARD-supported FPOs in your district; document scope of NABARD assistance to each.
NABARD's role in agri-entrepreneurship
Map 5 NABARD schemes relevant for agri-startup financing.
Agribusiness-credit infrastructure
Compare NABARD refinance vs SIDBI vs commercial banks for an agri-processing unit.
SB

Spices Board India

Statutory body for spices — registration, market intel, GI, export

Data Layer
Export stats; e-marketing platform; quality standards; GI list (Malabar pepper, Eluru turmeric etc.).
UI/UX & Workflow
Trader/exporter registration; e-auction; quality-evaluation reports.
Business Model
Cess + scheme delivery; financial assistance for spice infrastructure.
Regulatory & Policy
Operates under Spices Board Act 1986; coordinates with FSSAI + APEDA.
Integration & API
e-Marketing platform linked to e-NAM; APEDA for exports.
Ecosystem & Network
Apex for 52 spice commodities; major export-earner.
◈ Where in the curriculum 4 courses
Spice-crop cultivation + value-chain
For 3 spices, map the Spices Board's PoP + post-harvest handling + export potential.
Spice-trading market intelligence
Use Spices Board export data to identify the fastest-growing spice-export markets over 5 years.
Spice quality standards
For black pepper, compile Spices Board + FSSAI + Codex quality specs into one comparison sheet.
Spice post-harvest
Build a quality + traceability protocol for a chilli-exporter to capture export-grade premium.
IN

ICAR-NICRA Portal

National Initiative on Climate-Resilient Agriculture — research + village programmes

Data Layer
Climate-resilient practice catalogue, vulnerability atlas, NICRA village outputs.
UI/UX & Workflow
Research-document repository + state vulnerability maps.
Business Model
ICAR-funded; outputs available openly.
Regulatory & Policy
ICAR research norms; coordinates with state SAUs.
Integration & API
KVK-NICRA pilot villages; Krishi DSS layers; PMFBY satellite inputs.
Ecosystem & Network
India's flagship climate-resilient-agri R&D platform.
◈ Where in the curriculum 4 courses
Climate-resilient-ag flagship
For one NICRA practice (e.g., direct-seeded rice), document the full evidence base from NICRA portal.
Dryland climate-resilience
Pull 5 NICRA-validated rainfed practices for KL/AP context; assess local farmer uptake.
Climate-disaster preparedness
Use NICRA vulnerability atlas to identify the most-climate-vulnerable districts in your state.
NF + climate resilience
Compare NICRA's CRA practices with APCNF practices; identify overlaps.
OK
Government ondc.org/

ONDC Krishi Onboarding

Open Network for Digital Commerce — agri-products onboarding

Data Layer
Open protocol specs; participating-network metadata; product catalogues from sellers.
UI/UX & Workflow
Buyer apps + seller apps from third parties; ONDC just sets the protocol.
Business Model
Open-protocol; no platform fees; sellers pay only their app's fees.
Regulatory & Policy
DPIIT-incubated; data + transaction governance under draft Digital India Act.
Integration & API
Any participant can plug in; AgriStack-linkable.
Ecosystem & Network
Disruptive open alternative to Amazon/Flipkart/Swiggy for agri commerce.
◈ Where in the curriculum 4 courses
Open-network commerce model
Compare ONDC's agri-onboarding vs Amazon Fresh + e-NAM model; identify FPO advantages.
Open-protocol entrepreneurship
Design a buyer-side app for organic produce that plugs into ONDC.
Open-network business case
Build a 5-year ONDC adoption forecast for agri-commerce in India.
Post-harvest D2C via ONDC
For a millet-FPO, design a D2C selling motion via an ONDC seller app.
DT
Government dbtindia.gov.in/

DBT Tissue-Culture Lab Registry

DBT-recognised tissue-culture labs — banana, sugarcane, ornamentals, MAPs

Data Layer
Empanelled TC labs, capacity, crops, certification status; ISO 9001 compliance data.
UI/UX & Workflow
Lab-finder directory; PDF reports per lab.
Business Model
DBT-funded recognition + assistance; private TC labs pay for accreditation.
Regulatory & Policy
NCS-TCP (National Certification System for Tissue Culture-raised Plants); audits.
Integration & API
Some are accredited NCS-TCP labs; output meets MIDH subsidy norms.
Ecosystem & Network
India's organised TC industry numbers ~120 labs.
◈ Where in the curriculum 3 courses
India's commercial TC sector
Map TC-lab capacity for banana in India; estimate market gap vs MIDH targets.
Micropropagation industry primer
For one crop (banana or potato), build a business plan for a 5M-plantlet/yr TC lab.
Ornamental TC
For 3 orchid species, identify DBT-recognised TC labs and price points.
IN

ICAR-NBAIR Bio-Database

National Bureau of Agricultural Insect Resources — biocontrol agents database

Data Layer
Biocontrol-agent catalogue (predators, parasitoids, entomopathogens); insect-pest database; 1500+ accessions.
UI/UX & Workflow
Database-search by host/pest/region; downloadable PDFs of validated protocols.
Business Model
Public-good; ICAR-funded; provides mass-rearing protocols for licensing.
Regulatory & Policy
Compliant with Insecticides Act bio-pesticide registration; aligned with CBD/Nagoya Protocol.
Integration & API
Supplies biocontrol agents to AICRP Biocontrol centres + state ag-univs; key reference for CIBRC bio-product approvals.
Ecosystem & Network
India's apex biocontrol-research institute; the source of validated bio-input science.
◈ Where in the curriculum 4 courses
Bio-formulation source organisms
For 5 NBAIR biocontrol agents, draft a bio-formulation development plan — formulation type, shelf life, target pest.
Biopesticide flagship reference
Compile mass-rearing protocols from NBAIR for 3 commercially relevant biocontrol agents.
Insect taxonomy reference
Use NBAIR insect database to identify 10 collected insect specimens; assign family + species.
IPM-relevant biocontrol
For one crop's pest complex, design an IPM module using NBAIR-validated biocontrol agents.
IE

ICRISAT Explore-It Phenotyping

ICRISAT's open phenotyping data + crop-physiology references for dryland crops

Data Layer
Phenotyping data for sorghum, pearl millet, chickpea, pigeonpea, groundnut; drought/heat-stress trials.
UI/UX & Workflow
Data-explorer + research-publication library.
Business Model
CGIAR public-research output; CC-licensed.
Regulatory & Policy
Standard CGIAR open-data policy.
Integration & API
Integrated with Genesys, BMS, Field-Book.
Ecosystem & Network
Dryland-crops research apex for tropical semi-arid regions.
◈ Where in the curriculum 5 courses
Drought/heat stress physiology data
Pull ICRISAT data on one drought-tolerance trait (osmotic adjustment); compare across 3 crops.
Dryland-crops research reference
For 3 dryland crops, identify ICRISAT-developed varieties with quantified drought resilience.
Dryland-crop genetics
Examine ICRISAT's pearl millet genome resources; identify drought-related candidate genes.
Pre-breeding for stress tolerance
Design a pre-breeding programme for one ICRISAT-mandate crop incorporating drought-tolerant donors.
Climate-resilient dryland crops
Map ICRISAT-released climate-resilient varieties relevant to your district.
OBE Framework · 01

Vision & Mission.

The vision and mission statements define what KL College of Agriculture stands for, and the six commitments we make to every learner in this programme.

▼ Vision

Globally competent, locally rooted, ethically anchored.

To produce agricultural graduates who lead India's transition to a climate-resilient, digitally enabled and farmer-prosperous agrifood system — from Telangana's seed bowl to global research and industry frontiers.

▼ Mission

Six commitments to the learner.

  • Deep multi-disciplinary knowledge across the agri-value chain.
  • Hands-on skill, scientific temper, entrepreneurial confidence.
  • Digital fluency in AI, drones, remote sensing and Agri-Stack.
  • Commitment to natural farming, climate resilience and SDG-2/12/13/15.
  • Rural livelihood orientation through FPO and extension training.
  • Ethical, communicative, globally ready agri-professionals.
OBE Framework · 02

Programme Educational Objectives.

As approved by the Dean (Quality), KL College of Agriculture, A.Y. 2025–26. PEOs describe what graduates are expected to achieve three to five years into their professional life.

1
PEO 1
Empowered with professional competence
Scientific and technical expertise gained in the field of crop production, protection and crop improvement will drive the graduates to address the problems of food security, natural resources and socio-economic status of rural communities.
TA-1TA-5TA-7TA-10TA-11TA-12TA-13
2
PEO 2
Research and Innovation
Graduates could pursue research in the current trends on climate change, crop biodiversity and the generation of resilient crop varieties through the application of cutting-edge technologies.
TA-2TA-4TA-6TA-14
3
PEO 3
Agribusiness and Entrepreneurship
Graduates could be self-driven to establish agri-business units such as biofertilizer, vermicomposting, microgreens, apiary, agro-forestry and mushroom production.
TA-3TA-8TA-9TA-13TA-15
OBE Framework · 03

Programme Outcomes.

Ten outcomes — verbatim as approved by Dean (Quality) — describing what every graduate of the B.Sc. (Hons) Agriculture programme knows, can do, and demonstrates at the point of graduation.

PO 1
Demonstrate hands-on expertise in agricultural operations right from sowing to harvesting including sustainable farming practices.
PO 2
Develop skills on operating, calibrating and maintaining farm and laboratory equipment along with field practical exposure.
PO 3
Diagnosing pests, diseases, nutrient disorders and weeds in crops and implement effective IPM and IDM strategies for sustainable crop protection.
PO 4
Optimizing the farming practices by using drone, IoT and AI technologies.
PO 5
Acquire experiential knowledge, industry-relevant skills and entrepreneurial capabilities through field visits, internships, and agri-based enterprise development.
PO 6
Develop an extensive understanding of rural socio-economic dynamics and farm livelihood systems.
PO 7
Uphold the ethical principles across agricultural disciplines that promote fairness and community well-being.
PO 8
Communicating complex agricultural concepts and innovative methods effectively.
PO 9
Integrate the knowledge on agri-business and financial management skills.
PO 10
Embrace lifelong learning by staying updated with advancements in current technologies and advent of new technologies in agricultural disciplines.
OBE Framework · 04

PEO & PO mapped to thrust areas.

The analytical core of this programme. Three matrices establish a verifiable bridge from external demand (thrust areas) to internal learning architecture (PEOs and POs). Correlation strength runs from 1 (slight) through 2 (moderate) to 3 (strong).

3 · Strong correlation
2 · Moderate correlation
1 · Slight correlation

PEO ↔ Thrust Areas

TA-1TA-2TA-3TA-4TA-5TA-6TA-7TA-8TA-9TA-10TA-11TA-12TA-13TA-14TA-15
PEO 1321132311332211
PEO 2231313111121121
PEO 3113111233221312

PO ↔ Thrust Areas

TA-1TA-2TA-3TA-4TA-5TA-6TA-7TA-8TA-9TA-10TA-11TA-12TA-13TA-14TA-15
PO 1322121211122211
PO 2211221211111111
PO 3222121311111211
PO 4121322211111111
PO 5113211133221212
PO 6112111112321113
PO 7122112211211113
PO 8111211112311112
PO 9111111133211213
PO 10121313111111121

PEO ↔ PO

PO 1PO 2PO 3PO 4PO 5PO 6PO 7PO 8PO 9PO 10
PEO 13332222211
PEO 21223112213
PEO 32211332232
Reading these matrices. Cluster-A (Production & Resource Stewardship) and Cluster-D (Enterprise & Livelihood) are most densely served — reflecting the dual emphasis of the programme on scientific production and farmer-livelihood outcomes. Cluster-C (Digital & Frontier Sciences) is concentrated in PO 4 and PO 10, strengthened further through the Sem-VII Geoinformatics elective.
Programme · 01

The programme architecture.

Four years, eight semesters, 177 credits — 167 on-campus and 10 online (NPTEL/SWAYAM/edX/Coursera). ICAR Sixth Deans' Committee curriculum with multiple entry-exit pathways as mandated by NEP-2020.

177 cr
Total Credits
167 + 10
On-campus + Online
8
Semesters
3
Exit Pathways

Multiple entry & exit pathway

Per NEP-2020 and NHEQF levels — students may exit with a UG-Certificate after Year 1 or a UG-Diploma after Year 2 (each requiring a 10-week, 10-credit internship), or complete the full degree.

YEAR 1
NHEQF Level 4.5
Foundation, introductory & skill-enhancement courses
42 credits
↪ Exit 1 · UG-Certificate (+10-wk internship)
YEAR 2
NHEQF Level 5.0
Basic core + additional skill enhancement
42 credits
↪ Exit 2 · UG-Diploma (+10-wk internship)
YEAR 3
NHEQF Level 5.5
Advanced core + study tour
43 credits
No exit option
YEAR 4
NHEQF Level 6.0
Electives + Student READY capstone
40 credits
★ B.Sc. (Hons) Agriculture

Credit distribution by category

Core Courses (Major + Minor)
112
Discipline-specific theory & practical across 8 semesters
Common Courses (MDC + VAC + AEC)
23
Communication, Personality Dev, Environmental Studies, Agri Informatics & AI, Entrepreneurship, Agri Marketing, NCC/NSS, Physical Ed
Skill Enhancement Courses (SEC)
12
6 modules × 2 credits each — fully practical, chosen from a bouquet of 17
Internship / Student READY
20
RAWE / Industrial Attachment / Experiential Learning / Project / Internship — Semester VIII
MOOCs / SWAYAM (online)
10
Self-chosen across NPTEL, SWAYAM, edX, Coursera — recorded in transcript
TOTAL
177
Plus non-gradial: Deeksharambh, Introductory Mathematics, Study Tour
Curriculum · Semester I

Semester I · Year 1 · Foundation

Total credits: 21. Click any course to view its full ICAR syllabus (objectives, theory, practical, suggested readings) along with the technologies and tools that can be integrated into delivery.

Semester IYear 1 · Foundation
21 credits
  • Communication Skills2 (1+1)
  • Farming-based Livelihood Systems3 (2+1)
  • Rural Sociology and Educational Psychology2 (2+0)
  • Fundamentals of Agronomy3 (2+1)
  • Fundamentals of Soil Science3 (2+1)
  • Fundamentals of Horticulture3 (2+1)
Curriculum · Semester II

Semester II · Year 1 · Foundation

Total credits: 21. Click any course to view its full ICAR syllabus (objectives, theory, practical, suggested readings) along with the technologies and tools that can be integrated into delivery.

Semester IIYear 1 · Foundation
21 credits
  • Personality Development2 (1+1)
  • Environmental Studies and Disaster Management3 (2+1)
  • Soil Fertility Management3 (2+1)
  • Fundamentals of Entomology3 (2+1)
  • Livestock and Poultry Management2 (1+1)
  • Fundamentals of Plant Pathology3 (2+1)
Curriculum · Semester III

Semester III · Year 2 · Basic Core

Total credits: 21. Click any course to view its full ICAR syllabus (objectives, theory, practical, suggested readings) along with the technologies and tools that can be integrated into delivery.

Semester IIIYear 2 · Basic Core
21 credits
  • Entrepreneurship Development & Business Communication3 (2+1)
  • Physical Education, First Aid, Yoga & Meditation2 (0+2)
  • Principles of Genetics3 (2+1)
  • Crop Production Technology I (Kharif Crops)3 (1+2)
  • Production Technology of Fruit & Plantation Crops2 (1+1)
  • Fundamentals of Extension Education2 (1+1)
  • Farm Machinery and Power2 (1+1)
  • Principles & Practices of Natural Farming2 (1+1)
Curriculum · Semester IV

Semester IV · Year 2 · Basic Core

Total credits: 21. Click any course to view its full ICAR syllabus (objectives, theory, practical, suggested readings) along with the technologies and tools that can be integrated into delivery.

Semester IVYear 2 · Basic Core
21 credits
  • Agricultural Informatics & Artificial Intelligence3 (2+1)
  • Production Technology of Vegetables and Spices2 (1+1)
  • Principles of Agricultural Economics & Farm Management2 (2+0)
  • Crop Production Technology II (Rabi Crops)3 (1+2)
  • Fundamentals of Nematology2 (1+1)
  • Water Management2 (1+1)
  • Problematic Soils and their Management2 (1+1)
  • Basics of Plant Breeding3 (2+1)
Curriculum · Semester V

Semester V · Year 3 · Advanced Core

Total credits: 22. Click any course to view its full ICAR syllabus (objectives, theory, practical, suggested readings) along with the technologies and tools that can be integrated into delivery.

Semester VYear 3 · Advanced Core
22 credits
  • Agricultural Marketing and Trade3 (2+1)
  • Introduction to Agro-Meteorology2 (1+1)
  • Fundamentals of Crop Physiology3 (2+1)
  • Pest Management in Crops and Stored Grains3 (2+1)
  • Diseases of Field & Horticultural Crops & their Management3 (2+1)
  • Crop Improvement I (Kharif Crops)2 (1+1)
  • Weed Management2 (1+1)
  • Ornamental Crops, MAPs and Landscaping2 (1+1)
  • Introductory Agroforestry2 (1+1)
Curriculum · Semester VI

Semester VI · Year 3 · Advanced Core

Total credits: 21. Click any course to view its full ICAR syllabus (objectives, theory, practical, suggested readings) along with the technologies and tools that can be integrated into delivery.

Semester VIYear 3 · Advanced Core
21 credits
  • Basic and Applied Agricultural Statistics3 (2+1)
  • Crop Improvement II (Rabi Crops)2 (1+1)
  • Renewable Energy in Agriculture and Allied Sector2 (1+1)
  • Dryland / Rainfed Agriculture and Watershed Management2 (1+1)
  • Agricultural Microbiology and Phyto-remediation2 (1+1)
  • Agricultural Finance & Cooperation2 (1+1)
  • Essentials of Plant Biochemistry3 (2+1)
  • Fundamentals of Seed Science & Technology2 (1+1)
Curriculum · Semester VII

Semester VII · Year 4 · Specialisation

Total credits: 20. Students choose 5 of 20 elective courses (4 credits each, except where noted). Click any elective to view its full ICAR syllabus along with the technologies and tools that can be integrated into delivery.

Semester VII — Elective BouquetYear 4 · Specialisation · choose 5
20 credits
  • ELECAgri-Business Management4 (3+1)
  • ELECManagement of Natural Resources4 (3+1)
  • ELECAgrochemicals4 (3+1)
  • ELECAgricultural Journalism4 (3+1)
  • ELECLandscaping4 (3+1)
  • ELECCommercial Plant Breeding4 (3+1)
  • ELECFood Safety and Standards4 (3+1)
  • ELECBioformulation and Nanoformulation4 (3+1)
  • ELECBiopesticides and Biofertilizers4 (3+1)
  • ELECSystem Simulation and Agro-advisory4 (3+1)
  • ELECHi-tech Horticulture4 (3+1)
  • ELECProtected Cultivation3 (2+1)
  • ELECClimate Resilient Agriculture3 (2+1)
  • ELECBiotechnology of Crop Improvement3 (2+1)
  • ELECGeoinformatics, Remote Sensing and Precision Farming4 (3+1)
  • ELECMicro-propagation Technologies4 (3+1)
  • ELECCommercial Seed Production4 (3+1)
  • ELECPrinciples and Practices of Organic Farming and Conservation Agriculture2 (1+1)
  • ELECFood Science and Nutrition4 (3+1)
  • ELECPost Harvest Technology and Value Addition2 (1+1)
Curriculum · Semester VIII

Semester VIII · Year 4 · Capstone

Total credits: 20. Click any course to view its full ICAR syllabus (objectives, theory, practical, suggested readings) along with the technologies and tools that can be integrated into delivery.

Semester VIIIYear 4 · Capstone
20 credits
Programme · Specialisation

Sem-VII Electives.

Students choose 5 of 20 elective courses (4 credits each — 3 theory + 1 practical; a few are 3 (2+1) or 2 (1+1) as noted in their detail page). The bouquet covers all major thrust areas. Click any tile to open the full ICAR syllabus.

01Agri-Business Management
02Management of Natural Resources
03Agrochemicals
04Agricultural Journalism
05Landscaping
06Commercial Plant Breeding
07Food Safety and Standards
08Bioformulation and Nanoformulation
09Biopesticides and Biofertilizers
10System Simulation and Agro-advisory
11Hi-tech Horticulture
12Protected Cultivation
13Climate Resilient Agriculture
14Biotechnology of Crop Improvement
15Geoinformatics, Remote Sensing and Precision Farming
16Micro-propagation Technologies
17Commercial Seed Production
18Principles and Practices of Organic Farming and Conservation Agriculture
19Food Science and Nutrition
20Post Harvest Technology and Value Addition
Programme · Skill Layer

Skill Enhancement Courses.

Students complete 6 of 17 SEC modules across Years 1 & 2. Each module is 2 credits (fully practical, 0+2). SECs are designed to embed hands-on, marketable, micro-credential-style skills into the foundation years.

01Biofertilizer & Biopesticide Production
02Production Technology of Bioagents
03Seed Production & Testing Technology
04Mushroom Production Technology
05Soil, Plant and Water Testing
06Post-harvest Processing Technology
07Beneficial Insect Farming
08Plantation Crop Production & Processing
09Poultry Production Technology
10Piggery Production Technology
11Commercial Horticulture
12Floriculture & Landscaping
13Food Processing
14Agriculture Waste Management
15Organic Production Technology
16Commercial Sericulture
17Video Production
Beyond the Curriculum · 01

Technology & tool integration.

A working catalogue of the technologies — open-source, commercial, government and research-grade — that integrate into ICAR courses to deliver Programme Outcome 4 (drone/IoT/AI) and Programme Outcome 10 (lifelong learning of frontier technologies). Each tool listed here is referenced in one or more course detail pages.

▼ How to read this section
  • Open the course page for any anchor course to see which of these tools are integrated in delivery.
  • Domains run vertical — Crop Modelling, Geospatial, AI/ML, IoT, Drones, Lab Analytics, Breeding, Statistics, Government APIs, Carbon/MRV.
  • Every tool is selected for fit with the Indian agriculture context — open-source first, with commercial alternatives noted where they dominate the job market.

Crop modelling & simulation

Used in Fundamentals of Agronomy, Crop Production Technology I & II, Crop Physiology, Climate Resilient Agriculture, System Simulation & Agro-advisory.

DSSATFree / Research

DSSAT v4.8

Decision Support System for Agrotechnology Transfer — 42 crop models for yield, water and nutrient simulation. The most widely cited crop model in Indian agronomy research.
dssat.netCourses: AGR-101, CPT-103, CPT-104
CSIROFree / Research

APSIM Next Generation

Australian Agricultural Production Systems sIMulator — modular, climate-change ready, used by CGIAR for impact assessments.
apsimx.csiro.auCourses: AGR-101, CRA elective
IRRIFree

ORYZA-2000

Rice-specific crop model from IRRI. Strong fit for Indian kharif paddy simulation under varying water regimes.
knowledgebank.irri.orgCourse: CPT-103
FAOFree

CROPWAT 8.0 + CLIMWAT

FAO's irrigation scheduling and crop water requirement calculator. Essential for water management practicals.
fao.org/cropwatCourse: AGR-101, Water Mgmt

Geospatial, remote sensing & precision farming

Used in Geoinformatics elective, Soil Science, Climate Resilient Agriculture, Watershed Management.

OSGeoOpen Source

QGIS 3.x LTR

Free desktop GIS — full-stack alternative to ArcGIS. Used across thousands of Indian agriculture departments and KVKs.
qgis.orgCourses: SS-101, Geoinformatics elec
EsriCommercial

ArcGIS Pro & ArcGIS Online

Industry-standard. Most agritech and NRSC roles require ArcGIS literacy. Esri offers free educational accounts.
esri.comGeoinformatics elec
GoogleCloud / Free Tier

Google Earth Engine

Petabyte-scale satellite analysis on the cloud. Sentinel-2, Landsat, MODIS catalogues queryable in JavaScript or Python.
earthengine.google.comGeoinformatics elec
ISRO / NRSCFree

Bhuvan + Bhuvan-Krishi

India's national geo-portal. Crop maps, soil resource maps, watershed atlas, horticulture cluster maps.
bhuvan.nrsc.gov.inMultiple courses
SatSureCommercial

SatSure Sparta

Indian agri-finance and crop-monitoring platform — used by banks, insurers and agritech companies for satellite-based decision support.
satsure.coAgriTech case study
CopernicusFree

Sentinel Hub

EU Copernicus programme satellites at 10-m resolution, 5-day revisit. Free for educational use.
sentinel-hub.comGeoinformatics elec

AI / ML for agriculture

Used in Agricultural Informatics & AI (AIAI-104), Plant Pathology (image-based disease ID), System Simulation, Crop Improvement.

Python.orgOpen Source

Python + pandas + scikit-learn

The default stack for agri-data science. Used by every AgriTech company hiring data scientists in 2025–26.
python.orgCourse: AIAI-104
GoogleOpen Source

TensorFlow + Keras

Deep-learning library for crop disease image classification, yield prediction models, drone imagery analysis.
tensorflow.orgCourse: AIAI-104
PEATCommercial / Free tier

Plantix

Berlin-based AI for plant disease ID on smartphone. Over 30 million Indian farmers use it; integrated into BASF agronomy tools.
plantix.netCourse: PP-102
CropInCommercial

CropIn Cloud (SmartFarm / AcreSquare)

Indian agritech with global footprint. Plot-level intelligence, crop monitoring, FPO management — used as agritech career case study.
cropin.comAgriTech path
FasalCommercial

Fasal IoT + Advisory

India's precision-agriculture platform for horticulture. IoT sensors + ML-based crop intelligence for drip-irrigation and pest decisions.
fasal.coGeoinformatics elec, AIAI-104
AgNextCommercial

AgNext Qualix

AI-powered food-quality assessment at procurement points. Major employer in food-tech & QC roles.
agnext.comProcurement / QC career

IoT, sensors & precision hardware

Open Hardware~₹3k stack

Raspberry Pi 4 / Pi 5

Linux SBC used to build farm-IoT gateways and weather stations in lab practicals.
raspberrypi.orgCourse: AIAI-104
Open Hardware~₹500 boards

Arduino + ESP32

Microcontrollers for cheap, scalable in-field sensor nodes. ESP32 ships with Wi-Fi/Bluetooth and is the workhorse for student IoT.
arduino.ccCourse: AIAI-104
LoRa AllianceStandards

LoRaWAN + The Things Network

Long-range, low-power wireless protocol used in commercial farm-IoT deployments by Fasal, Stellapps, AquaConnect.
thethingsnetwork.orgCourse: AIAI-104
VariousCapacitive / TDR

Soil & weather sensor stacks

Soil moisture (capacitive), temperature, EC, ambient T/RH, rain gauge, leaf wetness — the standard farm-monitoring stack.
METER / Decagon / DavisCourse: AIAI-104, Water Mgmt

Drone & UAV technology

Used in Crop Production Technology I & II (spraying demos), Geoinformatics elective, Hi-tech Horticulture, Pest Management.

DJICommercial

DJI Agras T40 / T50

Global market leader in agriculture spray drones. Reference platform for fleet operations and training.
dji.com/agrasPest Mgmt, CPT-103/104
Garuda AerospaceCommercial · Indian

Garuda Kisan Drone

Chennai-based Indian agri-drone unicorn. Major employer for Drone Pilots and Ops Managers (Namo Drone Didi partner).
garudaaerospace.comDrone career path
IoTechWorldCommercial · Indian

IoTechWorld AGRIBOT

Manesar-based DGCA Type-A agri-drone manufacturer. SBI loan-eligible; used in PM Drone Didi scheme.
iotechworld.comDrone career path
Marut DronesCommercial · Hyderabad

Marut Drones AG365

Hyderabad-based Telangana startup — KL graduates are well placed for placement here.
marutdrones.comDrone career path
DGCARegulatory

DGCA Remote Pilot Certificate (RPC)

Mandatory licence to operate agri-drones commercially in India. Available at ~30 DGCA-approved RPTOs.
digitalsky.dgca.gov.inSee Certifications view

Lab analytics & molecular tools

Used in Soil Science, Plant Pathology, Biochemistry, Genetics, Plant Breeding, Biotech of Crop Improvement.

PerkinElmer / AgilentCapital equipment

ICP-OES & ICP-MS

Inductively coupled plasma for soil and plant nutrient profiling at trace level.
Lab equipmentCourse: SS-101 advanced
BioRad / ThermoCapital equipment

PCR & qPCR thermocyclers

Standard molecular biology equipment for pathogen diagnostics, MAS, GMO testing.
Lab equipmentCourses: GEN-103, PP-102
VariousCapital equipment

GC-MS & HPLC

Gas chromatography and HPLC for pesticide residue analysis, plant biochemistry, secondary metabolite quantification.
Lab equipmentPlant Biochem, Food Safety
VariousBench equipment

Kjeldahl + Brix refractometer

Classical analytical methods — N content, sugar content in juice/sap (used in natural farming Brix monitoring).
Lab equipmentCourses: SS-101, NF-103, CPT-104

Plant breeding informatics

LGC GenomicsService

KASP markers

Kompetitive Allele Specific PCR — workhorse SNP-genotyping technology for MAS in commercial breeding.
biosearchtech.comCourse: BPB-104, Biotech CI
Diversity ArraysService

Genotyping-by-Sequencing (GBS)

High-throughput SNP discovery and genotyping; standard for genomic selection programmes.
diversityarrays.comCourse: BPB-104
CGIAROpen Source

BMS — Breeding Management System

Open-source breeding pipeline software developed by CGIAR & the Integrated Breeding Platform.
ibp.cgiar.orgCourse: BPB-104
Trifolium LabsFree / Android

Field-Book

Free phenotyping app for tablets — open-source, used widely in breeding research worldwide.
fieldbook-app.comCourse: BPB-104

Data, statistics & visualisation

R FoundationOpen Source

R + RStudio + tidyverse

The lingua franca of agricultural statistics. Required for ICAR ARS, ICRISAT and most research roles.
r-project.orgCourse: Agri Statistics, BPB-104
IBMCommercial / Edu

IBM SPSS

GUI-based statistical software — common in social-science research and extension education theses.
ibm.com/spssCourse: Agri Statistics, Rural Soc
SAS InstituteCommercial / Free Univ Ed

SAS Studio & SAS OnDemand

Industry standard for pharma and large agri-research. SAS OnDemand for Academics is free for students.
sas.com/ondemandCourse: Agri Statistics

AgriStack & Government APIs

MoA&FWGovernment API

Farmer ID Registry (AgriStack)

84 million Farmer IDs onboarded as of 2025. Foundation of India's Digital Agriculture Mission.
agristack.gov.inMultiple FPO/extension roles
MoA&FWGovernment Service

Crop Sown Registry & Geo-referenced Land Parcels

Geo-tagged crop sowing data for every Khasra — used for procurement, insurance, advisory.
agristack.gov.inAgritech & insurance careers
MoA&FWFree

Kisan Suvidha + e-NAM + AGMARKNET

Government's farmer-facing apps for price discovery, mandi rates, advisories.
enam.gov.inMarketing & Trade course

Carbon, MRV & sustainability platforms

VerraStandards body

Verra VCS & VM0042

World's largest voluntary carbon registry. VM0042 is the active methodology for improved agricultural land management.
verra.orgCarbon Officer career
Gold StandardStandards body

Gold Standard Soil Organic Carbon

Premium carbon-credit standard with stronger MRV requirements; favoured in EU markets.
goldstandard.orgCarbon Officer career
BoomitraCommercial · Indian

Boomitra MRV platform

Indian-origin soil-carbon project developer using satellite + AI MRV. Earthshot Prize winner 2023.
boomitra.comCarbon Officer career
Beyond the Curriculum · 02

MOOCs catalogue.

A curated selection of online courses to satisfy the 10-credit MOOC requirement, deepen elective specialisation, and build the technical adjacencies (data, AI, GIS) that the agriculture job market increasingly demands. Filter by provider.

▼ How MOOCs work in this programme
  • 10 credits compulsory, drawn from NPTEL / SWAYAM / edX / Coursera over Years 2–4.
  • Recorded in the transcript with a "Satisfactory" remark on successful completion (per ICAR 6th Deans' Committee §4.21).
  • Choose for fit with your career stack — agritech aspirants should lean on the data/AI/GIS rows; research aspirants on the breeding/biotech rows.

Core agriculture & production

NPTEL · IIT Kharagpur8 weeks · UG

Precision Agriculture

VRT, RS & GIS for site-specific management, yield mapping, and precision-input application — direct map to PO 4.
nptel.ac.in4 credits
Map to: Geoinformatics elective
NPTEL · IIT Kharagpur12 weeks · UG

Plant Breeding for Beginners

Companion to BPB-104 — extends to marker-assisted selection, hybrid development pipelines.
nptel.ac.in3 credits
Map to: BPB-104, Biotech of CI
SWAYAM · IGNOU8 weeks

Sustainable Agriculture

Conservation agriculture, integrated farming systems, soil-organic-carbon stewardship.
swayam.gov.in2 credits
Map to: NF-103, CRA elective
SWAYAM · IARI12 weeks · PG-prep

Seed Science & Technology

Seed certification, quality control, breeder/foundation/certified seed multiplication.
swayam.gov.in3 credits
Map to: Seed Science course, Commercial Seed Prod elec
edX · Wageningen WURVerified Cert

Food Security and Sustainability

Three-course MicroMasters from Wageningen — Crop Production · Livestock Production · Food Systems. Strong CV signal for global roles.
edx.org/wur~24 weeks
Map to: Global / CGIAR path
edX · Utah State UnivVerified Cert

Sustainable Agricultural Land Management

USU's strong land-management course — anchors PEO 1's natural-resources component.
edx.org/usu10 weeks
Map to: Soil Sci advanced, MNR elec

Data, AI & precision technology

Coursera · DeepLearning.AIBeginner · Andrew Ng

Machine Learning Specialization

The most popular ML primer worldwide. Three courses; ~3 months. Foundational for agritech data roles.
coursera.org~3 months
Map to: AIAI-104, Data Science career
Coursera · StanfordBeginner

AI for Everyone

Andrew Ng's executive-level intro to AI. Strong fit if you want to be the "agronomist who understands data products".
coursera.org4 weeks
Map to: AIAI-104
Coursera · Johns Hopkins10 courses · Specialization

Data Science Specialization

R-based 10-course specialization. Robust for ICAR ARS preparation and CGIAR data roles.
coursera.org~11 months
Map to: Agri Statistics, ARS prep
Coursera · UC DavisIntermediate

Plant Bioinformatic Methods

Hands-on with BLAST, primer design, expression analysis, gene families. Pre-req for M.Sc. genomics.
coursera.org4 weeks
Map to: GEN-103, BPB-104
NPTEL · IIT Bombay8 weeks

Python for Data Science

Foundational Python + pandas + numpy + matplotlib. Solid pre-req before any AgriTech data role interview.
nptel.ac.in2 credits
Map to: AIAI-104
NPTEL · IIT Roorkee12 weeks

Geographic Information Systems

QGIS + remote sensing fundamentals + spatial analysis — companion to the Geoinformatics elective.
nptel.ac.in3 credits
Map to: Geoinformatics elective
Coursera · UC DavisBeginner

GIS, Mapping, and Spatial Analysis Specialization

Five-course ArcGIS-based specialization. Strong for jobs that explicitly require ArcGIS Pro.
coursera.org~4 months
Map to: Geoinformatics elective

Climate, environment & sustainability

NPTEL · IIT Kharagpur12 weeks

Climate Change Adaptation

Climate-resilient agriculture, drought management, watershed strategies, IPCC framing.
nptel.ac.in3 credits
Map to: CRA elective, Dryland Agri
edX · SDG AcademyVerified Cert

Sustainable Food Systems: A Mediterranean Perspective

Sustainable diet, agroecology, and policy framings — strong food-policy career signal.
edx.org8 weeks
Map to: Food Safety elec, Policy careers
edX · ETH ZürichVerified Cert

The Science and Politics of GMOs

Even-handed treatment of GM science, regulation and societal debate. Useful for regulatory careers.
edx.org5 weeks
Map to: Biotech CI elec
Coursera · Univ of CopenhagenBeginner

Feeding the World

Global food security policy + production options. Strong narrative course for global-careers students.
coursera.org6 weeks
Map to: Global path
SWAYAM · ICAR12 weeks

Organic Farming for Sustainable Agricultural Production

Pairs naturally with NF-103 and the Organic Farming / CA elective.
swayam.gov.in3 credits
Map to: NF-103, Organic Farming elec

Agri-business, marketing & entrepreneurship

NPTEL · IIT Madras12 weeks

Agricultural Marketing & Trade

e-NAM, supply chains, futures markets, mandi systems. Strong AFO prep companion.
nptel.ac.in3 credits
Map to: Agri Marketing course, AFO
SWAYAM · MANAGE8 weeks

Agribusiness Management

From MANAGE Hyderabad — strong MBA-ABM prep, FPO management modules.
swayam.gov.in2 credits
Map to: Agri-Business Mgmt elec
Coursera · WhartonSpecialization

Business Foundations Specialization

Marketing, finance, accounting, operations — top-tier MBA-prep without the MBA fees.
coursera.org~6 months
Map to: MBA-ABM aspirant
Coursera · Univ of LondonSpecialization

Entrepreneurship Specialization

Bootstrap-to-scale-up methodology; useful for FPO, custom-drone-service, biopesticide-unit aspirants.
coursera.org~5 months
Map to: Entrepreneur path
edX · HarvardVerified Cert

Entrepreneurship in Emerging Economies

HKS-led course focused on emerging-economy entrepreneurship — direct fit for Indian agritech startups.
edx.org6 weeks
Map to: Entrepreneur path, AgriTech

Extension, communication & rural development

SWAYAM · NIRD&PR8 weeks

Rural Development & Livelihoods

From the National Institute of Rural Development & Panchayati Raj — strong for PEO 1's rural focus.
swayam.gov.in2 credits
Map to: FBLS-101, Rural Soc
NPTEL · IIT Madras8 weeks

Soft Skills

Pairs with COMM-101 and PD-102. Counts toward MOOC credit and strengthens placement-readiness.
nptel.ac.in2 credits
Map to: COMM-101, PD-102
Coursera · IIM AhmedabadCourse

Persuasive Communication & Negotiation

High-leverage soft skill for sales, dealer management, and policy advocacy roles.
coursera.org6 weeks
Map to: Private/Corporate path
Beyond the Curriculum · 03

Global certifications for high-pay package jobs.

Unlike MOOCs, these are industry-recognised professional credentials — administered by standards bodies, government regulators, or chartered institutes. They open salary brackets that the degree alone does not, particularly for international placements, drone services, sustainability roles, and corporate-track positions.

▼ Why certifications matter
  • Salary multiplier — a CCA-certified agronomist in the US earns USD 75-110k versus USD 50-65k uncertified. A DGCA RPC holder can start earning from drone-spray services right away (typically ₹3–6 LPA plus per-acre income as a fresher).
  • Entry gate for migration — Australia, Canada, NZ skilled-migration agronomist pathways are easier with CCA or PCA credentials.
  • Best taken in years 3–4, alongside the matching electives. Most have a 50-100 hour study commitment and ₹15k–₹60k examination cost (varies by certification).
Read these as professional figures, not fresher pay · The salary ranges on each certification are what holders earn after gaining the credential and relevant experience — several are international (USD/AUD) roles needing migration. For a fresh B.Sc.(Hons) graduate in India, a certification is a way to stand out for ₹3–6 LPA entry roles and to build towards the higher figures over time.

Agronomy & crop sciences

ASA · USA Professional USD 75-110k

CCA — Certified Crop Adviser

The American Society of Agronomy's gold-standard agronomy credential. Required or strongly preferred for US/Canada agronomist roles at Bayer, Corteva, Nutrien, Syngenta. Four-exam structure: International + Local boards.
certifiedcropadviser.orgUSA/Canada agronomist
Best paired with: Agronomy electives, M.Sc. plans
ASA · USA Specialty USD 85-120k

CCA-RP — Resilient Production Specialty

Newer specialty endorsement on top of base CCA — focused on climate-resilient production, regenerative practices. Hot credential for carbon-market agronomy roles.
certifiedcropadviser.orgCarbon agronomy
Best paired with: CRA + Organic Farming electives
ARCPACS Advanced USD 90-130k

CPAg — Certified Professional Agronomist

Advanced (post-MSc) ARCPACS credential — for senior agronomy and consulting roles. Strong recognition in US extension and consulting.
arcpacs.orgSenior consultant
Best paired with: M.Sc. + work experience
AIA · Australia Professional AUD 80-100k

CPAg-Aus — Australian Certified Practising Agronomist

Ag Institute of Australia credential. Often preferred over CCA for Australian agronomy roles (Nuseed, Elders, Nutrien Australia, Incitec Pivot).
aginstitute.com.auAustralia agronomist
Best paired with: Australia migration plans
ISA Professional USD 70-95k

ISA Certified Arborist

International Society of Arboriculture — for high-end landscape, plantation crop, and urban-forestry roles. Strong premium for green-infrastructure jobs.
isa-arbor.comUrban forestry, plantation
Best paired with: Landscaping, Agroforestry

Digital, drone & GIS

DGCA · India Regulatory ₹6-15 LPA

DGCA Remote Pilot Certificate (RPC)

Mandatory licence to commercially operate small/medium drones in India. ₹50-60k course at DGCA-approved RPTOs (~30 in India). Garuda, IoTechWorld, Marut hire RPC holders aggressively.
digitalsky.dgca.gov.inDrone Pilot/Ops
Best paired with: Geoinformatics elective
URISA · USA Professional USD 75-110k

GISP — GIS Professional

GISCI (URISA) credential. Globally recognised for GIS specialist roles. Strong fit for SatSure, Esri India, and CGIAR/FAO geospatial positions.
gisci.orgGIS Specialist
Best paired with: Geoinformatics elective
Esri Technical USD 70-100k

Esri ArcGIS Professional Certifications

Esri's vendor-specific certification ladder (Foundation → Associate → Professional). Required by most ArcGIS-centric employers.
esri.com/trainingGIS Analyst
Best paired with: Geoinformatics elective
AWS Cloud USD 130k+

AWS Certified Solutions Architect — Associate

Cloud credential prized in agritech-engineering roles. Combined with agronomy background, opens senior agritech product/data roles paying ₹25-40 LPA in India and USD 130k+ abroad.
aws.amazon.com/certAgriTech engineer
Best paired with: AIAI-104, coding background
Google Data ₹10-25 LPAwith experience

Google Professional Data Engineer / Data Analytics Cert

Bridge from agronomy to AgriTech-data roles. Strong signal for CropIn, Fasal, SatSure, Boomitra hiring.
cloud.google.com/certificationAgriTech Data
Best paired with: AIAI-104, Statistics

Food safety, quality & auditing

FSSC Lead Auditor USD 60-90k

FSSC 22000 Lead Auditor

Food Safety Systems Certification — global gold standard. Lead Auditor course (~5 days) opens auditing/QC roles at SGS, Bureau Veritas, TÜV, and food MNCs.
fssc.comFood Safety Auditor
Best paired with: Food Safety & Std elective
IHA · USA Specialist USD 55-80k

HACCP Manager Certification

Hazard Analysis Critical Control Points — foundational food-safety credential. Required across processed-food, dairy, meat industries.
haccpalliance.orgQC / QA Manager
Best paired with: Post-Harvest Tech elec
ASQ · USA Professional ₹8-18 LPAwith experience

ASQ Certified Quality Auditor (CQA)

American Society for Quality — strong for procurement and QC roles at ITC ABD, Olam, Cargill, AgNext.
asq.orgProcurement, QC
Best paired with: Private/Corporate path
NEBOSH · UK HSE USD 50-80k

NEBOSH IGC — International General Certificate

Health-safety-environment credential — opens roles at agrochemical manufacturers (UPL, PI, Bayer, Syngenta) and overseas postings.
nebosh.org.ukHSE Officer
Best paired with: Agrochemicals elec
ISO / IRCA Lead Auditor ₹10-20 LPAwith experience

ISO 17025 Lead Auditor (Lab Accreditation)

For NABL-accredited soil/water/pesticide-residue testing labs — used in state government labs, AgNext, ITC, private testing labs.
irca.orgLab Director
Best paired with: SS-101 + Plant Biochem

Sustainability, carbon & MRV

Verra Project Validator USD 60-90k

Verra VCS Validation/Verification Body Training

Authorised carbon-project validator credential. India's voluntary carbon market is growing fast; Verra-trained agronomists are in demand at Boomitra, Varaha, Nurture.Farm.
verra.orgCarbon Project Validator
Best paired with: CRA elec, MNR elec
Gold Standard MRV Specialist USD 65-95k

Gold Standard MRV Training

Premium carbon standard with rigorous MRV. Particularly valuable for EU and emerging carbon-finance roles.
goldstandard.orgSustainability Lead
Best paired with: NF-103, Organic Farming elec
SAI Platform Assessor ₹12-22 LPAwith experience

SAI Platform FSA Sustainability Assessor

Sustainable Agriculture Initiative — used by Unilever, Nestlé, PepsiCo, Mondelez for supply-chain sustainability verification.
saiplatform.orgSupply-chain sustainability
Best paired with: Private/Corporate path
Rainforest Alliance Auditor USD 55-85k

Rainforest Alliance Certified Auditor

For coffee, cocoa, tea, banana value-chain certifications. Strong for plantation career path.
rainforest-alliance.orgPlantation Sustainability
Best paired with: Plantation Crops SEC
GLOBAL G.A.P. Auditor ₹10-18 LPAwith experience

GLOBAL G.A.P. Certified Auditor

Required for produce exporters globally. Particularly valuable for fruit, vegetable and floriculture export businesses.
globalgap.orgExport QA
Best paired with: Hi-tech Horti, Food Safety

Project management, finance & consulting

PMI · USA Professional ₹15-30 LPAwith experience

PMP — Project Management Professional

Global gold-standard PM credential. ~35-hour pre-req course + exam. Strong leverage for senior agritech, FPO management, NGO programme manager, and consulting roles.
pmi.orgProgramme Manager
Best paired with: Agri-Business Mgmt elec
ASQ / IASSC Green/Black Belt ₹10-22 LPAwith experience

Six Sigma Green Belt / Black Belt

Process-improvement credential. Strong for food-processing operations, supply chain at ITC, Olam, Cargill, and corporate procurement.
asq.orgOperations Manager
Best paired with: Post-Harvest Tech elec
CFA Institute Charter ₹15-40 LPAwith experience

CFA — Chartered Financial Analyst

Three-level credential. For agri-finance careers at NABARD, ICICI Lombard, Bajaj Allianz, and agritech investment funds. Long commitment (3-4 years) but transformative.
cfainstitute.orgAgri-Finance
Best paired with: Banking path
RICS · UK Chartered USD 65-95k

RICS Rural Surveyor

Royal Institution of Chartered Surveyors — for agri-land valuation, rural property advisory, land management consulting roles in UK/EU/Gulf.
rics.orgLand Valuation
Best paired with: MNR elec, Land mgmt
IIBF · India Banking ₹7-12 LPA

JAIIB + CAIIB (Agriculture electives)

Indian Institute of Banking & Finance credentials. Salary increment for AFO and other agri-banking officers post-IBPS selection.
iibf.org.inBank Officer
Best paired with: AFO selection
Sequencing advice. In Year 3, lock in foundation credentials (DGCA RPC if drone-bound; Esri Foundations if GIS-bound; HACCP if food-safety bound). Keep major credentials (CCA, GISP, PMP, CFA, Verra) for Year 4 or post-graduation when you have more context, sample work, and financial bandwidth. Don't try to stack more than two certifications during the degree itself.