Inside a ₹3 L P&L: stress-testing a micro-cap equities strategy

5/17/2025

Scope: This is about risk anatomy, not secret sauce. Entry logic stays private; the focus is on how I audit any strategy before scaling.


1 · Top-line scorecard

MetricValue
Total realised P&L₹ 3.4 L
Daily Sharpe Ratio2.3
Daily Sortino3.9
Max draw-down₹ -1.25 L (-48 %)
Win-rate51 %
Average win / loss₹ 64 / ₹ 58
Kelly fraction≈ 7 % of bankroll per position
Mean / median holding32 d / 8 d

Interpretation:

  • Sharpe > 2 while draw-down < 50 % keeps the sleep-at-night factor acceptable.
  • Pay-off skew matters more than win-rate—coin-flip hit-rate is fine when losses are capped.

2 · Equity & pain

Equity curve of the strategy Draw-down chart of the strategy

Left: cumulative realised P&L.
Right: draw-down stays < ₹1.3 L; time-to-recover < 25 calendar days.


3 · Trade micro-structure

Holding-time distribution

Histogram of holding periods

73 % of lots close inside five trading days; the tail is inventory that drifts until spreads mean-revert.

Daily P&L dispersion

Distribution of daily P&L
  • Majority of days ± ₹5 k.
  • 90-th percentile winners offset the occasional -₹40 k tail.

Day-of-week edge

WeekdayTradesNet P&LAvg ₹/trade
Monday5 %-ve-₹ —
Tuesday21 %+ve+₹ —
Wednesday22 %flat+₹ —
Thursday28 %+ve+₹ —
Friday24 %flat+₹ —

(Exact rupees redacted—pattern is what matters.)


4 · Position-sizing sanity check

The simplified Kelly calc ⇒ 7 % of capital per independent bet.
I cap at 2-3 % to stay below volatility-induced margin calls; Kelly is an upper bound, not a dare.


5 · Next optimisation avenues

IdeaRationale
Skip MondaysHistorical bleed—Sharpe improves in sim.
Time-stop losers at T+250 % of negative trades rot after day 2.
Fee auditBrokerage / STT shave Sharpe by ≈ 0.2—small but measurable.
Dynamic size on draw-downHalf-Kelly when equity < peak-10 % smooths curve without killing CAGR.

Wrap-up

Edge without risk discipline is roulette.
Run your strategy through the same gauntlet—if your equity curve can’t live through a mark-to-market -40 %, size down or iterate until it can.