Agricultural Statistics & Data Science

How agriculture is measured, tested and forecast: field experiments, crop-cutting surveys, statistical genetics, time series and the computing behind them.

52subjects
52manuals written
5,150practice questions
42exams in 20 countries
MSc Agricultural StatisticsPhD Agricultural StatisticsMSc / PhD Computer Application (agricultural universities)MSc / PhD Bioinformatics (agricultural universities)MSc / PhD Statistics with agricultural or biological applicationsMS / PhD Biostatistics and BiometryMSc Biometrics / Applied Statistics in AgricultureMestrado / Doutorado em Estatística e Experimentação AgronômicaMSc Official Statistics / European Master in Official StatisticsMSc Data Science for agriculture and life sciencesBSc / BStat Statistics (pathway into the track)Diploma and DIV Statistics (official-statistics colleges)Postgraduate Diploma in Agricultural Statistics

Agricultural Statistics & Data Science covers the degrees that teach statistics as agriculture uses it: designing and analysing field and animal experiments, running crop-cutting and agricultural surveys, statistical genetics for breeders, forecasting, and the computing that ties them together. Laisha built it from ICAR's Statistical Sciences entrance syllabi (AIEEA-PG Group 07; AICE-JRF/SRF subjects 68 Agricultural Statistics, 69 Bioinformatics and 70 Computer Application), the GATE Statistics and Data Science papers, IIT JAM Mathematical Statistics, statistical-service recruitment and the accreditation routes of statistical societies. Laisha's questions are original practice written to those syllabi and patterns; they are not past papers. Business statistics and econometrics are taught in the Agribusiness track and introductory biostatistics in the Veterinary track; this track refers to them and goes deeper.

The curriculum

Foundations

Undergraduate statistics and the bridge into a statistics master's: the mathematics a statistician cannot work without, first-course statistical methods as agricultural graduates meet them, the agriculture a statistician must understand to design a trial or a survey, and programming and computer fundamentals.

Real Analysis for Statistics11 units · manualLinear Algebra & Matrix Theory for Statistics12 units · manualDifferential Equations, Finite Differences & Numerical Analysis11 units · manualStatistical Methods for Agricultural Sciences14 units · manualExploratory Data Analysis & Statistical Graphics10 units · manualAgriculture for Statisticians10 units · manualProgramming for Statistics & Data (R and Python)10 units · manualComputer Science Fundamentals: Architecture, Data Structures, Networks & Operating Systems11 units · manual

Statistical theory core

First year of the master's: probability, distributions, inference, linear models, multivariate and categorical methods and Bayesian thinking, to the depth of ICAR AICE-JRF Agricultural Statistics Units 1-2, GATE Statistics, IIT JAM MS and the Indian Statistical Service papers.

Probability Theory11 units · manualProbability Distributions & Sampling Distributions11 units · manualStochastic Processes11 units · manualStatistical Inference I: Estimation11 units · manualStatistical Inference II: Testing of Hypotheses & Sequential Analysis11 units · manualNonparametric & Rank-Based Methods11 units · manualLinear Models & Regression Analysis13 units · manualMultivariate Analysis12 units · manualCategorical Data Analysis & Generalized Linear Models11 units · manualBayesian Inference11 units · manual

Design and analysis of experiments

The heart of agricultural statistics since Fisher at Rothamsted: field-plot technique, the classical designs, factorials and confounding, incomplete blocks, response surfaces, multi-location trials, mixed models and the PhD-level theory of optimal and specialised designs.

Principles of Experimental Design & Basic Designs12 units · manualFactorial Experiments, Confounding, Split- & Strip-Plot Designs11 units · manualIncomplete Block Designs & Design Construction10 units · manualResponse Surface, Mixture & Optimal Designs9 units · manualGroups of Experiments, Multi-Location Trials & Genotype x Environment Analysis9 units · manualSpecialised Agricultural Experiments: Cropping Systems, Animal & On-Farm Trials10 units · manualLinear Mixed Models, Variance Components & Spatial Analysis of Field Trials10 units · manualAdvanced Design of Experiments (PhD)10 units · manual

Sample surveys and official agricultural statistics

How a country knows how much it grew: sampling theory from simple random to unequal-probability and model-based methods, crop-cutting experiments and yield estimation, the agricultural statistics system and census, survey operations, demography and economic statistics.

Sampling Theory I: Simple, Stratified, Systematic, Ratio & Regression Estimation10 units · manualSampling Theory II: Unequal Probability, Cluster, Multistage & Repeated Sampling12 units · manualSmall Area Estimation & Model-Based Survey Inference10 units · manualCrop Area & Yield Estimation: Crop-Cutting Experiments12 units · manualAgricultural Statistics System, Census & Official Statistics13 units · manualSurvey Design, Questionnaires, Field Operations & Non-Sampling Errors11 units · manualDemography & Vital Statistics9 units · manualIndex Numbers, National Accounts & Agricultural Economic Statistics10 units · manual

Statistical genetics and biometrics

Statistics for breeders and biologists: population and quantitative genetics, biometrical techniques of plant and animal breeding, statistical genomics and bioinformatics (the third sub-subject of the ICAR group), bioassay and survival analysis, and statistical ecology.

Statistical Genetics: Population & Quantitative Genetics11 units · manualBiometrical Techniques in Plant & Animal Breeding11 units · manualStatistical Genomics: QTL Mapping, GWAS & Genomic Selection10 units · manualBioinformatics & Computational Biology10 units · manualBioassay, Survival & Epidemiological Statistics11 units · manualStatistical Ecology, Environmental & Fisheries Statistics10 units · manual

Time series, forecasting and modelling

Second-year and PhD work on data in time and on decisions: time-series analysis, crop and weather-based forecasting and growth models, causal inference and efficiency analysis for programme evaluation, optimisation, actuarial methods for crop insurance and statistical quality control.

Time Series Analysis12 units · manualCrop Forecasting, Weather-Based Models & Non-linear Growth Models11 units · manualCausal Inference, Panel Data & Efficiency Analysis12 units · manualOptimization Techniques for Statisticians10 units · manualActuarial Statistics & Crop Insurance Design10 units · manualStatistical Quality Control & Reliability10 units · manual

Statistical computing, data science and practice

The computing and practice layer that every role in the ladder uses: simulation and resampling, statistical software and reproducible work, machine learning, spatial statistics and remote sensing, agricultural data systems, and statistical consulting and research methodology.

Statistical Computing: Simulation, Resampling & Algorithms11 units · manualData Analysis with Statistical Software & Reproducible Research10 units · manualStatistical & Machine Learning for Agriculture12 units · manualSpatial Statistics, Geostatistics & Remote Sensing for Agriculture10 units · manualDatabases, Big Data & Agricultural Information Systems10 units · manualStatistical Consulting, Research Methodology & Scientific Communication11 units · manual

Exams worldwide

Built in October 2026. The ICAR rows were read in the 2026 AIEEA-PG bulletin and ICAR's syllabus PDFs; GATE ST and DA from the 2026 syllabi; IIT JAM MS from the JAM 2026 pattern page; professional-body and programme rows from their own pages. The session's web-search quota was exhausted, and asrb.org.in, upsc.gov.in, the RBI portal, ISI and several national statistical offices could not be opened, so those rows are built from Laisha's knowledge and marked 'unverified' with the body's home page as the link. No board publishes question counts per topic, so the high-yield list is drawn from which topics are explicit units in several exams' syllabi, not from counting past papers.

Asia-Pacific

UN Statistical Institute for Asia and the Pacific (SIAP) training unverified
United Nations ESCAP - SIAP · professional
Courses and e-learning for national statistical office staff; certificates on completion.source

Australia

Statistical Society of Australia accreditation (GStat, AStat) unverified
Statistical Society of Australia · professional
Accreditation by application against assessment criteria (qualifications and experience); not a written exam.source
Australian Bureau of Statistics graduate and statistician recruitment unverified
Australian Bureau of Statistics · civil-service
Online application, assessments and interviews (reported).source

Bangladesh

BCS examination - Statistical cadre unverified
Bangladesh Public Service Commission · civil-service
Preliminary 200 marks MCQ; written general and cadre subjects; viva.source

Brazil

ESALQ-USP Graduate Programme in Statistics and Agronomic Experimentation (PPGEEA)
University of Sao Paulo, Luiz de Queiroz College of Agriculture · pg
Selection process with examinations and oral assessment ('exames e arguicoes'), affirmative-action places and English proficiency.source
IBGE public selection (statistics and census positions) unverified
Brazilian Institute of Geography and Statistics (IBGE) with an exam organiser · civil-service
Objective (and for some posts discursive) written exams in Portuguese, statistics, and specific knowledge (reported).source

Canada

Statistical Society of Canada accreditation (A.Stat. and P.Stat.)
Statistical Society of Canada · professional
Accreditation by application (education, experience, ethics), with accredited courses counting towards A.Stat.; not a written exam.source
Statistics Canada recruitment of mathematical statisticians unverified
Statistics Canada · civil-service
Recruitment campaigns with written tests and interviews (reported).source

China

China national postgraduate entrance exam - Statistics (0714) and Applied Statistics master's (432) unverified
Ministry of Education / China Higher Education Student Information (CHSI) with universities · pg
National unified exam: politics, English, mathematics (for academic statistics) and a specialised paper; applied-statistics master's uses the 432 Statistics paper (reported).source
China statistics professional and technical qualification (junior and intermediate statistician) unverified
National Bureau of Statistics with the Ministry of Human Resources and Social Security · professional
National written exam held annually (reported).source

European Union

European Master in Official Statistics (EMOS) label unverified
Eurostat and the European Statistical System · pg
Not an exam: a quality label for master's programmes meeting the EMOS curriculum in official statistics.source

Francophone Africa (Cote d'Ivoire, Cameroon, Senegal)

Common entrance exams of the African statistical schools (ISE / AS / ITS) unverified
ENSEA Abidjan, ISSEA Yaounde and ENSAE Dakar with ENSAE Paris · pg
Common written competitive exams for statistician-economist engineer (ISE), statistics analyst and statistical technician streams, held in many African countries (reported).source

Global

FAO eLearning Academy - agricultural statistics courses unverified
Food and Agriculture Organization of the UN · professional
Free self-paced online courses with certificates.source

India

ICAR AIEEA-PG - Group 07 Statistical Sciences (Master's admission and PG scholarship)
National Testing Agency for ICAR · pg
Computer-based test, 120 minutes, single paper of 120 MCQs, +4 / -1, English. 2026 exam on 4 July 2026. Fills ICAR's all-India quota of Master's seats at agricultural universities.source
ICAR AICE-JRF/SRF - Agricultural Statistics, Computer Application, Bioinformatics (PhD admission and fellowship)
National Testing Agency for ICAR · phd
Computer-based test, 2 hours, 120 MCQs, +4 / -1 (Part A general, Part B core group, Part C subject). 2026 exam held with AIEEA-PG in July 2026.source
ASRB NET - Agricultural Statistics (and Computer Application / Bioinformatics) unverified
Agricultural Scientists Recruitment Board (ICAR) · professional
NET: one objective paper of about 150 questions, 2 hours, negative marking, online, Master's level (pattern as reported for other disciplines).source
ASRB Agricultural Research Service (ARS) - Agricultural Statistics scientist unverified
Agricultural Scientists Recruitment Board (ICAR) · civil-service
Combined NET/ARS/SMS/STO recruitment: preliminary (objective), mains (descriptive, discipline paper) and interview for ARS.source
Indian Statistical Service Examination (with Indian Economic Service) unverified
Union Public Service Commission · civil-service
Written examination of six papers and a viva voce. Reported scheme: General English 100, General Studies 100, Statistics I and II (objective, 200 each), Statistics III and IV (descriptive, 200 each); viva 200.source
SSC Combined Graduate Level - Junior Statistical Officer / Statistical Investigator unverified
Staff Selection Commission · civil-service
Multi-tier computer-based exam; candidates for Junior Statistical Officer and Statistical Investigator posts take an additional statistics paper.source
RBI Grade B (DSIM) - Department of Statistics and Information Management unverified
Reserve Bank of India Services Board · civil-service
Phase I objective screening, Phase II papers in statistics and English, and an interview (reported).source
State statistical services: Statistical Officer / Assistant Statistical Officer (State PSCs and selection boards) unverified
State Public Service Commissions and Subordinate Service Selection Boards · civil-service
Varies by state: usually an objective screening test in statistics and general studies, some with a descriptive paper and interview.source
GATE - Statistics (ST)
IITs and IISc on rotation (2026: IIT Guwahati) · pg
Computer-based, 3 hours, 100 marks (15 General Aptitude + 85 subject). MCQ, MSQ and NAT; negative marking on MCQ only; on-screen virtual calculator.source
GATE - Data Science and Artificial Intelligence (DA)
IITs and IISc on rotation (2026: IIT Guwahati) · pg
Computer-based, 3 hours, 100 marks (15 General Aptitude + 85 subject). MCQ, MSQ and NAT; negative marking on MCQ only.source
IIT JAM - Mathematical Statistics (MS)
IITs (JAM 2026 organised by IIT Bombay) · pg
Computer-based, 3 hours, 60 questions, 100 marks, English. Section A 30 MCQs (10 x 1 mark, 20 x 2 marks); Section B 10 MSQs (2 marks, no negative or partial marking); Section C 20 NAT (10 x 1, 10 x 2, no negative). MCQ wrong answers lose 1/3 or 2/3 mark.source
Indian Statistical Institute admission tests (BStat, MStat, JRF in Statistics) unverified
Indian Statistical Institute · pg
Written tests in two parts: an objective mathematics/statistics test and a descriptive subject test, followed by interview for some programmes (reported). JRF selection by written test and interview.source
CSIR-UGC NET - Mathematical Sciences (statistics option) unverified
National Testing Agency for CSIR · phd
Computer-based, 3 hours, Parts A (general aptitude), B and C (subject); statisticians answer from the statistics unit.source
CUET-PG - Statistics unverified
National Testing Agency · pg
Computer-based MCQ test used by central and participating universities for MSc Statistics admission.source
ICAR-IASRI MSc and PhD (Agricultural Statistics, Computer Application, Bioinformatics) unverified
ICAR-Indian Agricultural Statistics Research Institute with the IARI Graduate School · pg
Admission through ICAR AIEEA-PG (Master's) and AICE-JRF/SRF (PhD) plus the Graduate School's own process.source

Indonesia

Politeknik Statistika STIS admission (SPMB) unverified
Politeknik Statistika STIS / BPS-Statistics Indonesia · entrance
Multi-stage selection reported to include an academic test (mathematics), psychological and health tests and interview; graduates are bound to serve in BPS.source

Japan

Japan Statistical Society Certificate (Toukei Kentei)
Japan Statistical Society (certificate operated with the Japan Statistical Association) · professional
Graded certificate exams; the graded levels are mostly computer-based.source

Nepal

Statistics Officer (Lok Sewa) - Nepal Statistics Service unverified
Public Service Commission Nepal · civil-service
Written papers (general and service-specific statistics) and interview (reported).source

Pakistan

Statistical Officer recruitment (Pakistan Bureau of Statistics) unverified
Federal Public Service Commission · civil-service
Written test in statistics and general subjects, then interview (reported).source

Philippines

University of the Philippines Los Banos - MS/PhD Statistics unverified
UPLB Institute of Statistics · pg
Admission by application (grades, recommendations); no national entrance exam.source
Philippine Statistics Authority recruitment (statistician positions) unverified
Philippine Statistics Authority; Civil Service Commission eligibility · civil-service
Civil Service eligibility plus agency selection (exam and interview).source

South Korea

Social Research Analyst (national technical qualification) unverified
HRD Korea (Q-Net) · professional
Written exam followed by a practical exam (reported).source

Tanzania / Eastern Africa

Eastern Africa Statistical Training Centre (EASTC) programmes
Eastern Africa Statistical Training Centre · pg
Admission to certificate, diploma, degree and master's programmes in official statistics and data science.source

USA

ASA Accredited Professional Statistician (PStat) and Graduate Statistician (GStat)
American Statistical Association · professional
Portfolio-based accreditation, not a written exam: advanced degree, documented experience, references and commitment to ethics and continuing education.source
US federal Mathematical Statistician (series 1529) - USDA NASS and others unverified
USDA National Agricultural Statistics Service via USAJOBS (Office of Personnel Management rules) · civil-service
No written exam: applications are rated on qualifications (statistics coursework and degree) and experience.source

USA / global

GRE General Test (for MS/PhD Statistics and Biostatistics) unverified
ETS · pg
About 1 h 58 min, section-level adaptive: Analytical Writing, Verbal Reasoning, Quantitative Reasoning.source
SAS statistical certifications (Statistical Business Analyst, Applied Statistics Associate, Statistics for Machine Learning)
SAS Institute · professional
Proctored online or test-centre exams per credential.source

United Kingdom

Royal Statistical Society professional awards (Data Analyst, GradStat, CStat)
Royal Statistical Society · professional
Recognition by application against qualifications and work-based experience; CStat requires professional training and experience. Not a written exam (the RSS's own graduate examinations were discontinued in the 2010s, as Laisha knows; not stated on the page read).source
UK Government Statistician Group (GSG) badging
Government Statistical Service / Office for National Statistics · civil-service
Badging exercise for statisticians and data scientists entering government (assessment of qualifications and competence; recruitment centres include tests and interviews).source

What comes up year after year

The career, stage by stage

Agricultural statisticians rarely own the crop, the cow or the survey village; they own the evidence. The same degree serves a student clearing ICAR AIEEA-PG Group 07, GATE Statistics or IIT JAM; a five-year scientist, survey statistician or data scientist who designs trials, supervises crop-cutting experiments or builds forecasting models; a twenty-five-year head of a statistics division, national statistical office unit or breeding-analytics team; and a PhD with twenty-five years who sets methods for a country and trains the next generation. This guide lists what each actually does and decides, what they look up and where it hurts, drawn from the ICAR syllabi, statistical-service and accreditation pages and programme descriptions in Laisha's research. What Laisha offers each of them is listed honestly: what exists now, and what is only planned, marked 'coming'.

Student (MSc/PhD Agricultural Statistics, Computer Application, Bioinformatics, Statistics or Biometry)

Year 0-2 of the master's (and the PhD years): an agriculture, veterinary, engineering or mathematics graduate preparing for ICAR AIEEA-PG Group 07, AICE-JRF/SRF, GATE ST or DA, IIT JAM MS, ISI or CUET-PG, then studying about forty courses and writing a thesis.

What the day holds

Decisions that are theirs

What they look up

Where it hurts

Five years in: scientist, survey statistician, biometrician or agricultural data scientist

An ARS scientist at a statistics institute or in a crop institute's statistics cell, a state Directorate of Economics and Statistics officer running crop-cutting experiments, an ISS or national statistical office officer, a biometrician in a seed or animal-genetics company, or a data scientist in agri-tech or crop insurance.

What the day holds

Decisions that are theirs

What they look up

Where it hurts

Twenty-five years in: head of a statistics division, survey programme or analytics function

A principal scientist or division head at a statistics research institute, a deputy director-general level officer in a national statistical office, the head of a state statistics directorate, the head of breeding analytics in a multinational seed or animal-genetics company, or chief data officer of an agricultural agency.

What the day holds

Decisions that are theirs

What they look up

Where it hurts

PhD with twenty-five years: professor, director, national methods authority

A professor of agricultural statistics or biometry, the director of a statistics research institute, a member of national statistical commissions, or a senior methods adviser to FAO, the World Bank or a CGIAR centre.

What the day holds

Decisions that are theirs

What they look up

Where it hurts

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