BazaarBaazi

Research audit · NIFTY 50

When NIFTY actually rises and falls

Eleven years of one-minute NIFTY data, a clean recent two-year window, lagged FII positioning, regime splits and multiple-testing control. The result separates a weak opening hour from the much bigger claim that institutions profit by shorting every month.

The evidence

The inverted NIFTY cash-session shape is real historically, but it is not the same as a permanent short market. Across the latest 491 complete sessions, 09:15 to 10:15 averaged -4.43 bp with a 95% HAC interval of [-7.60, -1.27], while the full open-to-close move averaged -2.75 bp and was not statistically distinguishable from zero. Over the full history, the positive +10.80 bp overnight drift more than offset much of the weak cash-session shape.
Recent first hour-4.43 bp
Recent full session-2.75 bp
Full-history overnight+10.80 bp
Recent sessions491

BazaarBaaziSource & method

The clock: where the average move sits2015-01-09 to 2026-04-23

The five-minute chart shows the unconditional average return in each cash-session clock bin. Only two full-history bins survive correction for testing all 75 bins: the opening five minutes and 15:10 to 15:15, both negative.

09:1511:2013:2515:30

Green is an average rise, red an average dip. Saturated bars survive BH-FDR at 5%; faded bars do not.

WindownMean bpHAC 95%Block-bootstrap 95%
Previous close to open2744+10.80[+8.25, +13.35][+7.77, +13.39]
09:15-09:302747-4.18[-5.48, -2.87][-5.62, -2.85]
09:15-09:452747-5.11[-6.52, -3.69][-6.68, -3.56]
09:15-10:152747-5.43[-7.01, -3.86][-7.22, -3.80]
11:30-13:302747+0.33[-1.08, +1.73][-1.13, +1.87]
14:30-15:302747-0.56[-1.78, +0.65][-1.93, +0.76]
Open to close2747-6.69[-9.46, -3.92][-9.17, -4.27]
Close to close2744+4.12[+0.29, +7.96][-0.08, +7.88]

The latest two years491 sessions

This is the window closest to the question. The first-hour dip survives the core tests. The whole cash-session decline, midday and closing hour do not.

WindownMean bpHAC 95%Block-bootstrap 95%
Previous close to open490+3.92[-1.14, +8.97][-1.00, +8.53]
09:15-09:30491-3.00[-5.86, -0.14][-6.14, -0.10]
09:15-09:45491-3.45[-6.62, -0.28][-7.03, +0.03]
09:15-10:15491-4.43[-7.60, -1.27][-7.79, -1.15]
11:30-13:30491+0.57[-2.20, +3.34][-2.06, +3.11]
14:30-15:30491+0.54[-1.53, +2.62][-1.29, +2.32]
Open to close491-2.75[-7.92, +2.42][-7.33, +1.54]
Close to close490+1.31[-6.21, +8.83][-5.63, +7.98]

Did the pattern weaken?2024-11-18 to 2026-05-14

The fixed trailing 18-month window is a sensitivity check selected by duration, not a hand-picked breakpoint. It shows whether the opening estimate remains stable in later data.

WindownMean bpHAC 95%Block-bootstrap 95%
Previous close to open364+1.55[-4.46, +7.57][-4.14, +6.44]
09:15-09:30365-1.46[-4.46, +1.54][-4.57, +1.65]
09:15-09:45365-1.72[-5.12, +1.69][-5.34, +2.13]
09:15-10:15365-3.28[-6.94, +0.37][-7.18, +0.42]
11:30-13:30365+0.86[-2.33, +4.06][-2.06, +3.87]
14:30-15:30365-0.18[-2.50, +2.14][-2.32, +1.97]
Open to close365-1.59[-7.24, +4.06][-6.70, +3.64]
Close to close364+0.16[-8.63, +8.95][-8.11, +7.91]

What the FII file can and cannot say489 daily observations

FII index futures were net short on 412 of 489 available days (84.3%) in the aligned two-year window. That is persistent positioning, but not proof of persistent profits. Among 19 net-short month-end signals with a following-month return, NIFTY rose in 9 and fell in 10. FII stock futures were net long on 100.0% of available observations. A portfolio can therefore look short in index futures and long elsewhere at the same time.

The 20-layer audit trailNo hidden leap

  1. Provenance. Two local, independently maintained NIFTY minute stores are named and date-bounded; no source path is hidden.
  2. Integrity and cross-store gate. Only 2747 complete 375-minute sessions survived; missing minutes were never filled. Across 1208 overlapping sessions, independent-store first-hour returns correlated at 1.000000.
  3. Return definition. All returns are additive log returns in basis points; overnight, cash-session and close-to-close returns remain separate.
  4. Full-history decomposition. Overnight averaged +10.80 bp while open-to-close averaged -6.69 bp.
  5. Recent two-year check. Open-to-close averaged -2.75 bp and its HAC interval includes zero; the first hour averaged -4.43 bp.
  6. Late-window sensitivity. In the fixed trailing 18-month slice, first-hour weakness was -3.28 bp. This is a sensitivity check, not an estimated structural break.
  7. One-minute clock. The minute profile is retained for inspection but not promoted without multiple-testing control.
  8. Five-minute clock. 2 of 75 bins survive BH-FDR at 5%.
  9. Fifteen-minute clock. 1 of 25 bins survive BH-FDR at 5%.
  10. Thirty-minute clock. 1 of 12 bins survive BH-FDR at 5%.
  11. Weekday split. Weekday rows are exploratory subgroup estimates, not five independent trading rules.
  12. Expiry split. The expiry comparison uses a disclosed weekday proxy and is not treated as an official holiday-adjusted expiry calendar.
  13. Month-end split. Month-end is defined as the last complete cash session in each observed month.
  14. Gap conditioning. Gap-up, gap-down and flat-open subgroups are descriptive; thresholds were not selected on a holdout set.
  15. Path dependence. Prior-session direction and the opening gap are lagged before conditioning, avoiding same-session look-ahead.
  16. VIX regime. VIX quartiles use the prior available VIX close, not the same-day closing value.
  17. Trend regime. Bull and bear regimes use the prior NIFTY close versus its prior 200-session average.
  18. FII test. FII index futures were net short in 84.3% of available observations from 2024-05-15 through 2026-05-14, but aligned sign tests do not establish a profitable short-every-month edge.
  19. Robustness. Core means use Newey-West lag 5; headline intervals also use 3000 circular block-bootstrap draws, and clock bins use BH-FDR.
  20. Decision contract. Opening weakness is a context prior, never a standalone short signal; direction still requires price structure, invalidation and independent evidence.

Interpretation guardrailsBefore any trade

Estimation: Newey-West/Bartlett lag 5; 3000 circular block-bootstrap draws, block 20, seed 20260719; Benjamini-Hochberg false discovery rate at q=0.05 within each clock resolution. Returns are additive log basis points. The expiry subgroup is a disclosed weekday proxy, not a holiday-adjusted official expiry calendar. This is descriptive research before execution costs and is not investment advice.

Official market-structure sourcesPrimary documents

FAQ4 reader questions · AEO-eligible

The editorial line, distilled. Schema-marked for AI Overview and reader search.

Does high call open interest prove FIIs are writing calls?

No. Every open option contract has a matched long and short side. The public participant file combines calls and puts across index products and has no symbol, strike, expiry, opening-trade, counterparty, strategy or profit field. It cannot identify a NIFTY call writer from OI alone.

What time of day has been weakest?

The stable historical weakness is concentrated at the open. In the latest two-year window, the first hour averaged -4.43 basis points. The closing hour averaged +0.54 basis points and was not significant.

Should the desk automatically short the opening hour?

No. This is an unconditional average before costs, slippage and live signal selection. A fixed trailing 18-month sensitivity window tests whether the estimate is stable; it is not a detected structural break. This is context for sizing and timing, not a standalone entry rule.

Can FIIs be net short futures while the market rises?

Yes. Futures can hedge cash, options or cross-index exposure. In this sample, FII index futures were frequently net short while FII stock futures were net long, and the lagged tests did not establish that the index-futures sign predicted negative future returns.

Use the finding

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