Per UPSC's 73rd Annual Report (2022-23), only ~6% of selected candidates clear in their first attempt; ~22% take four attempts; ~22% take three. The third and fourth attempts are the statistical sweet spot. Roughly 60% of all selections happen between attempts 3 and 4 — confirming that 2-4 years of post-graduate preparation is the typical path.
The Verified Distribution — UPSC 73rd Annual Report (2022-23)
| Attempt Number | % of Selected Candidates (CSE 2022) |
|---|---|
| 1st attempt | ~6.2% |
| 2nd attempt | ~17.8% |
| 3rd attempt | ~21.9% |
| 4th attempt | ~22.0% |
| 5th attempt | ~14.5% |
| 6th attempt | ~10.0% |
| 7th+ attempts | ~7.6% |
The 3rd-4th attempt window is the mode — accounting for ~44% of all selections. By the end of the 4th attempt, ~68% of all eventually-selected candidates have made it.
What Changes Between Attempts
| Attempt | What's Happening | Selection Probability |
|---|---|---|
| 1st | Fresh graduates, syllabus exposure | Low (~6%) — pattern unfamiliar |
| 2nd | Refined syllabus, first feedback | Moderate (~18%) |
| 3rd | Mains experience, optional mastered | High (~22%) — "sweet spot" begins |
| 4th | Interview-board familiarity, Mains polish | Peak (~22%) |
| 5th | Burnout risk vs depth of prep | Moderate (~15%) |
| 6th | Final-attempt pressure (General) | Declining (~10%) |
| 7th+ | OBC/SC/ST extended limits | Tail (~8%) |
Attempt Limits — The Hard Constraint
| Category | Maximum Attempts | Upper Age |
|---|---|---|
| General | 6 | 32 |
| EWS | 6 | 32 |
| OBC | 9 | 35 |
| SC/ST | Unlimited | 37 |
| PwBD-General/EWS | 9 | 42 |
| PwBD-OBC | 9 | 45 |
| PwBD-SC/ST | Unlimited | 47 |
This explains the long tail in the data — SC/ST candidates have no attempt limit, so they contribute disproportionately to 7+ attempt selections.
Topper Attempts — A Sample of AIR-1s
| Year | AIR-1 | Attempts |
|---|---|---|
| CSE 2018 | Kanishak Kataria | 1st attempt |
| CSE 2019 | Pradeep Singh | 1st attempt (different state cadre Pradeep — Mains repeater) |
| CSE 2020 | Shubham Kumar | 3rd attempt |
| CSE 2021 | Shruti Sharma | 2nd attempt |
| CSE 2022 | Ishita Kishore | 3rd attempt |
| CSE 2023 | Aditya Srivastava | 2nd attempt |
| CSE 2024 | Shakti Dubey | 5th attempt |
Dubey's 5th-attempt AIR-1 is the most prominent recent example that late attempts can still produce AIR-1. She missed selection by 12 marks in her 4th attempt — a near-miss that became a top finish.
Worked Scenario — Should I Quit After Attempt 3?
A candidate at attempt 3, scored 920 in Final (below cutoff by 27):
- Empirical fact: 22% of selections happen on attempt 4 — your highest-probability year is still ahead.
- Marginal gain typical between attempts 3 and 4: 30-50 marks total (Mains refinement +20, interview +10-15, optional +10-15).
- 27-mark gap is bridgeable. Don't quit at attempt 3 unless:
- You're at the age limit (32 for General).
- You haven't crossed Prelims in 3 attempts (signals fundamental prep gap).
- Mental health or financial constraints make continuation untenable.
Mentor Note — The Attempt Curve Lessons
- First attempt is recon, not result. Don't crush yourself if you fail attempt 1 — only 6% of selected candidates made it then.
- Attempts 3-4 are the high-probability window. Plan your 18-24 months between attempt 2 and 4 with maximal seriousness — this is where your statistical advantage is highest.
- Burnout risk peaks at attempt 5+. If you cross attempt 4 without a Mains qualifier, do an honest audit: is the issue strategy, optional, or fundamentals?
- The Dubey pattern is real but rare. AIR-1 at attempt 5 is celebrated precisely because it's the exception. Plan around the mode (attempt 3-4), not the outlier.
What This Means for Planning
- Plan a 3-attempt window as your primary path. Attempts 1-3 is where 46% of selections happen.
- Build a financial cushion for attempts 4-5 — this is your insurance window.
- After attempt 5, opportunity cost of continuing rises sharply. State PSC, PSU, or private sector should be active backup plans.
Sources
- UPSC Annual Report 2022-23: https://upsc.gov.in/sites/default/files/73rd-AnnualReport-2022-23-Engl-220824.pdf
- UPSC Annual Reports Index: https://upsc.gov.in/annual-reports
- ThePrint analysis: https://theprint.in/feature/upsc-aspirants-data-cse/2927648/
- Factly data analysis: https://factly.in/data-share-of-candidates-attempting-upsc-cse-first-time-and-clearing-the-exam-declining/
BharatNotes