All findings are deterministic counts over publication-eligible repository records. No student-performance data is used.
ISI MSQE
ISI MSQE PEA topic recurrence
Dataset coverage: Only ready PEA sets with zero review-required questions in the practice manifest.
- Years included
- 2007, 2008, 2009, 2011, 2013, 2015, 2017, 2018, 2025
- Questions
- 270
- Last generated
- 2026-07-22
Methodology: Count the repository topic label once for every question in each zero-review PEA set; no labels are inferred or merged.
| Stored classification | Count |
|---|
| Mathematics and Statistics | 225 |
| Macroeconomics | 15 |
| Microeconomics | 10 |
| Consumer Theory | 5 |
| Econometrics | 3 |
| Probability | 3 |
| Calculus | 2 |
| Functional Equations | 1 |
| General Equilibrium | 1 |
| Number Theory | 1 |
| Optimization | 1 |
| Public Goods | 1 |
Limitations
- Excludes every year with any review-required question.
- Repository topic labels may be broader than the official syllabus.
- Frequency describes this corpus, not future-paper probability.
Open related practice →IIT JAM Economics
JAM Economics verified question-type distribution
Dataset coverage: Questions whose central publication decision is verified across repository papers.
- Years included
- 2021, 2022, 2023, 2024, 2025, 2026
- Questions
- 322
- Last generated
- 2026-07-22
Methodology: Apply the repository publication gate, then count the stored MCQ, MSQ and NAT type for each eligible question.
| Stored classification | Count |
|---|
| MCQ | 165 |
| NAT | 102 |
| MSQ | 55 |
Limitations
- Review-required and quarantined records are excluded.
- Counts reflect repository coverage and may not reproduce an official trend report.
- No performance conclusions are drawn.
Open related practice →CMI
CMI BS previous-paper structure
Dataset coverage: Six source-extracted CMI BS papers currently represented by normalized repository records.
- Years included
- 2020, 2021, 2022, 2023, 2024, 2025
- Questions
- 130
- Last generated
- 2026-07-22
Methodology: Count normalized question records by their stored Part A or Part B section label across every represented year.
| Stored classification | Count |
|---|
| Part A | 88 |
| Part B | 42 |
Limitations
- BS entrance only; MSc Mathematics is not included.
- Section naming changed across papers and is normalized only to Part A/Part B.
- Structure is descriptive, not a forecast.
Open related practice →IAT
IAT 2024 subject distribution
Dataset coverage: The single upload-safe IAT 2024 repository paper.
- Years included
- 2024
- Questions
- 60
- Last generated
- 2026-07-22
Methodology: Count each published question by its stored Biology, Chemistry, Mathematics or Physics subject.
| Stored classification | Count |
|---|
| Biology | 15 |
| Chemistry | 15 |
| Mathematics | 15 |
| Physics | 15 |
Limitations
- One paper only.
- Subject counts do not measure difficulty or predict a future paper.
- No cross-year trend is claimed.
Open related practice →CUET PG Economics
CUET PG Economics 2026 topic snapshot
Dataset coverage: Eligible, non-dropped questions with official answers in the verified public 2026 paper.
- Years included
- 2026
- Questions
- 70
- Last generated
- 2026-07-22
Methodology: Exclude dropped or answerless records, then count the stored topic label once per eligible question.
| Stored classification | Count |
|---|
| Welfare economics | 5 |
| Colonial Indian economy | 3 |
| Cost theory | 3 |
| Market structure | 3 |
| Monetary economics | 3 |
| Public economics | 3 |
| Public finance | 3 |
| Consumer theory | 2 |
| Indian economic history | 2 |
| International trade theory | 2 |
| Keynesian macroeconomics | 2 |
| Mathematical economics | 2 |
Limitations
- One paper only; this is a snapshot, not recurrence analysis.
- Flagged review records are governed by the paper publication gate.
- Topic labels are repository classifications.
Open related practice →CUET PG Mathematics
CUET PG Mathematics 2026 topic snapshot
Dataset coverage: Eligible, non-dropped questions with official answers in the verified public 2026 Shift 2 paper.
- Years included
- 2026
- Questions
- 74
- Last generated
- 2026-07-22
Methodology: Exclude dropped or answerless records, then count the stored subtopic label once per eligible question.
| Stored classification | Count |
|---|
| Asymptotic behavior from characteristic roots | 1 |
| Auxiliary equation with repeated root | 1 |
| Basic properties of integrals | 1 |
| Basic properties of linear transformations | 1 |
| Basis criterion | 1 |
| Cauchy integral and simply connected domains | 1 |
| Cauchy-Riemann equations for exponential form | 1 |
| Cauchy-Riemann test | 1 |
| Classification of standard subsets | 1 |
| Closure properties of matrix classes | 1 |
| Complex exponential identities | 1 |
| Connected subsets of the real line | 1 |
Limitations
- One shift from one year only; this is a snapshot, not recurrence analysis.
- No future weightage claim is made.
- Subtopic labels are repository classifications.
Open related practice →