How do female candidates perform in UPSC CSE? (Verified statistics)

Women have produced 6 of the last 10 AIR-1s. In CSE 2024, women secured 3 of top 5 ranks (Shakti Dubey AIR-1, Harshita Goyal AIR-2, Margi Chirag Shah AIR-4) and 284 of 1,009 total selections (~28%). The 24-26 age band has a higher selection rate for women (33.3%) than men (29.4%).

CSE 2024 — Female Selection Snapshot (Verified PIB)

Metric	CSE 2024 Number
Total selections	1,009
Women selected	284 (28.1%)
Men selected	725 (71.9%)
Women in Top 5	3 (60%)
Women in Top 10	4 (40%)
Women in Top 25	11 (44%)
AIR-1	Shakti Dubey (Female)

Decade of Women AIR-1s

Year	AIR-1	Outcome
2015	Tina Dabi	Youngest AIR-1 ever, age 22
2016	Nandini K.R.	Kannada literature optional
2017	Anudeep Durishetty (M)	—
2018	Kanishak Kataria (M)	—
2019	Pradeep Singh (M)	—
2020	Shubham Kumar (M)	—
2021	Shruti Sharma	History optional
2022	Ishita Kishore	PSIR optional
2023	Aditya Srivastava (M)	—
2024	Shakti Dubey	PSIR, 5th attempt

Female AIR-1s in 5 of 10 years (50%) — well above their ~28% share of selections. Women disproportionately top the list.

CSE 2025 — Gender Distribution

Metric	CSE 2025
Total selections	958
Women selected	299 (~31.2%)
Men selected	659 (~68.8%)
AIR-1	Anuj Agnihotri (M)

Women's share rose from 28.1% (2024) to 31.2% (2025) — a slow but durable upward trend.

Age-Group Selection Rate (UPSC Annual Report 2022-23)

Age Band	Men Selection %	Women Selection %	Gap (W - M)
Below 23	~10%	~13%	+3
24-26	29.4%	33.3%	+3.9
27-29	~22%	~19%	-3
Above 30	14.6%	12.5%	-2.1

Women peak earlier and steeper than men. The 24-26 band is more dominant for women — explained by social pressures to settle career/marriage earlier and the academic flexibility of premier graduate programs.

Why Women Top the List Disproportionately — Hypotheses

UPSC does not publish causal analysis, but the empirical pattern (50% AIR-1s vs 28-31% of selections) suggests:

Self-selection bias — women who choose UPSC over private-sector careers are a higher-conviction cohort.
Earlier seriousness — female candidates typically start preparation immediately after graduation, while many men work for 1-2 years first.
GS-IV (Ethics) and Essay strength — anecdotal evidence from topper marksheets suggests women score 5-10 marks higher on average in qualitative-judgment papers.
Interview performance — women like Shruti Sharma (212/275 in 2021) and Shakti Dubey (200/275 in 2024) have produced some of the highest interview scores in recent memory.

CSE 2022 — Women in Top 4 (Historical Anomaly)

In CSE 2022, the top 4 ranks were all held by women: Ishita Kishore (AIR-1), Garima Lohia (AIR-2), Uma Harathi N. (AIR-3), Smriti Mishra (AIR-4). This is the only year in UPSC history with an all-female top-4. The pattern is not statistically guaranteed but reflects the underlying disproportionate AIR-1 capture rate by women.

Reservation Reality

There is no female reservation in UPSC CSE. Women compete on the General/OBC/SC/ST/EWS/PwBD lists like men. The selection share (28-31%) reflects:

Application share (~30-32% of applicants)
Conversion rate (similar to men on a per-applicant basis)
No quota uplift

Some state services (state PSCs) have 33% horizontal women's reservation, but UPSC CSE does not. The 28-31% female selection is pure merit-driven outcome.

Mentor Note for Female Aspirants

Three empirical observations:

You are not statistically disadvantaged. Women's selection rate (~30% of applicants → 28-31% of selected) is at parity with their application share. The exam is merit-blind.
AIR-1 is statistically more likely female in recent years — 5 of 10 AIR-1s. Don't undersell your ceiling.
The 24-26 age band is your peak window. Plan prep to peak during this age — it has the highest empirical selection probability.

A practical observation: female toppers cluster around PSIR, Sociology, History, Pol Science optionals. These are syllabus-finite, GS-overlapping, and reward conceptual depth — qualities that align with the typical female topper marksheet profile (strong essay, strong GS-IV, strong interview).