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⚠️ SUPERSEDED HISTORICAL SNAPSHOT (Mar 2026, 87-trade cohort)

The numbers below are a frozen snapshot from the 87-trade cohort (Mar 2026). Live state: ~117 closed trades, WR ~37%, net +$212. Canonical sources: docs/STRATEGY_PLAYBOOK.md §2 + docs/FINDINGS.md.

Financial Projections & Assumptions (Revised After 87 Trades)

Date: March 9, 2026 Data source: 87 closed trades (84 clean, 3 bug-affected excluded) from Jan 7 — Mar 7, 2026 Purpose: Single reference document capturing all strategy analysis findings and implemented changes at the 87-trade milestone. Next re-evaluation at 150 trades.

⚠️ Apr 25, 2026 — partially superseded

This document captured the state at trade #87 (Mar 9, 2026). It remains useful as a historical snapshot of the Mar 9 implementation push (Finding #202) and the projections drawn from that data. For current numbers and the ranked queue of next changes, see:

The Improvements / next-steps sections below are stale — many of the 6 recommendations from STRATEGY_IMPROVEMENTS.md (which is now a redirect) have been shipped, retracted, or evolved. Do not treat the projections in this file as the operational forward plan.


1. Strategy Overview (Post-Revision)

Changes Implemented (Finding #202, Mar 9, 2026)

Parameter Previous New Rationale
LONG conviction max None (uncapped) 90% 90%+ conviction trades: 14.3% WR, -$116 P&L, 78% stop rate. Stock already priced in.
Stop loss (Large) 2% 3% Moderate widening improves total P&L by +$115 (from +$51 to +$166).
Stop loss (Mid) 3% 4% Same analysis. Moderate is the sweet spot — wider than that shows diminishing returns.
Stop loss (Small) 4% 5% Same analysis.

Signal Acceptance Rules (Mar 2026 snapshot)

Parameter Value
LONG conviction 70% to <90%
SHORT conviction <=30% (miss probability >=70%)
Small cap LONG 70-80% only (Finding #207). 80%+ blocked. Backtest: 70-80% has 66.7% WR, EV +$30.68.
Small cap SHORT Not allowed (squeeze risk)
Stop loss (Large) 3%
Stop loss (Mid) 4%
Stop loss (Small) 5%
Entry (BMO) 3:58 PM ET day before earnings
Exit (BMO) 10:32 AM ET on earnings day
Entry (AMC) 10:34 AM ET on earnings day
Exit (AMC) 3:57 PM ET next trading day

2. Performance Summary (84 Clean Trades)

Metric Value
Total trades 84 clean (87 total)
Win rate 32.1%
Total P&L +$82.95
EV per trade +0.05%
Profit factor 1.16
Max drawdown -$166.55
Sharpe-like ratio 0.0082
Current ROI +3.32%
Total commissions $125.31 ($1.74/trade)
Prediction accuracy 81.0% (84/84 trades with known outcome)
Stop loss hit rate 54.8% (46/84)

3. Direction x Timing Analysis

Combo Trades Win Rate P&L EV/Trade Stop Rate Survival to Exit
LONG BMO 38 44.7% -$13.44 -$0.35 43% 40%
LONG AMC 34 20.6% -$46.75 -$1.38 64% 17%
SHORT AMC 10 20.0% +$120.81 +$12.08 50% 30%
SHORT BMO 2 50.0% +$22.33 +$11.16 50% 50%

Key Findings


4. Conviction Analysis

Performance by Conviction Band (10% buckets)

Band Trades Win Rate EV/Trade P&L Stop Rate
70-80% 28 39.3% +1.49% +$219.27 43%
80-90% 33 39.4% +0.01% -$32.79 47%
90-95% 21 14.3% -1.26% -$71.69 78%
95%+ 2 0.0% -5.62% -$31.84 17%

Performance by Conviction Band (5% buckets)

Band Trades WR P&L EV/Trade
70-75% 12 50.0% +$77.57 +$6.46
75-80% 14 21.4% -$19.41 -$1.39
80-85% 16 50.0% +$86.63 +$5.41
85-90% 21 38.1% +$75.49 +$3.59
90-95% 23 17.4% -$72.33 -$3.14
95%+ 6 0.0% -$43.92 -$7.32

Q3 2025 Backtest Validation (5% buckets)

Band Trades WR EV/Trade
70-75% 20 60.0% +$11.10
75-80% 38 34.2% -$0.20
80-85% 55 32.7% +$0.58
85-90% 53 49.1% +$3.46
90-95% 45 55.6% +$2.71
95%+ 62 45.2% +$2.40

Key Finding


5. Stop Loss Analysis

Current vs Scenario Comparison (Using Actual Polygon Exit Prices)

Scenario Stops Triggered Stop P&L Total P&L Data Coverage
Current (2%/3%/4%) 35/46 -$478 +$51 9/11 priced
Moderate (3%/4%/5%) 13/46 -$363 +$166 21/33 priced
Wide (4%/5%/6%) 2/46 -$393 +$136 29/44 priced
Flat 5% all 2/46 -$393 +$136 29/44 priced

Stop Reversal Analysis (Polygon Actual Prices)

Of 41 stopped trades with correct predictions (prediction matched earnings outcome): - 10 would have been winners at scheduled exit (+$113 total) - 19 would have been losers at scheduled exit (-$473 total) - Holding to exit would have been WORSE (-$360 vs -$399 from stops) - "Correct prediction" does NOT guarantee favorable stock movement

Rationale for 3%/4%/5%

The moderate scenario reduces stops from 35 to 13 while improving total P&L by +$115. Going wider (4%/5%/6%) shows diminishing returns as the remaining 2 stop triggers lose more per trade.


6. Prediction Accuracy

Outcome Trades % P&L
Correct: Beat predicted, Beat happened 59 70.2% +$17.55
Correct: Miss predicted, Miss happened 9 10.7% +$18.67
Wrong: Beat predicted, Miss happened 13 15.5% -$45.18
Wrong: Miss predicted, Beat happened 3 3.6% -$8.94
Overall accuracy 84 81.0%

Volume-Prediction Correlation (34 trades with data)

Note: the $1,847 figures below are the median-split analysis buckets for this cohort, not a trading threshold. The live volume gate is $1,000 (Finding #311). - Low volume (<$1,847): 62.5% accuracy - High volume (>=$1,847): 37.5% accuracy - Higher volume correlates with lower accuracy (-12% difference) - Sample too small for statistical significance


7. Market Regime Performance

Regime Trades Win Rate P&L
Uptrend 36 38.9% +$48.06
Sideways 32 25.0% -$77.89
Downtrend 16 31.2% +$112.78

8. Backtest Scenario Comparison (Q3 2025, 370 Markets)

Scenario Trades WR EV/Trade ROI PF
Original Projections ($25K) 273 50.2% +1.53% +46.1% 2.31
Live Constraints ($2.5K) 273 44.7% +0.90% +13.0% 1.55
Conviction >= 75% 253 43.5% +0.63% +8.2% 1.37
Conviction >= 80% 215 45.1% +0.77% +8.2% 1.42
Large Cap Only 43 48.8% +0.42% +2.2% 1.46
Stop Loss: 2% all 273 44.7% +1.25% +17.9% 1.96
Stop Loss: 4% all 273 44.7% +0.86% +11.8% 1.48
Stop Loss: 5% all 273 44.7% +0.74% +10.0% 1.37
No Stop Loss 273 44.7% +0.10% +0.9% 1.02
Conviction 70-80% Only 58 43.1% +1.37% +4.8% 2.19
BMO Only 157 46.5% +1.68% +14.0% 1.90
BMO + Conv 70-75%/80-90% 77 44.2% +2.14% +9.3% 2.17

Key Backtest Findings


9. BMO/AMC Cohort Timing (Winsorized, Q3 2025)

BMO Cohort (151 trades)

Horizon WR EV/Trade
4h 48.3% +1.23%
Day close 48.3% +1.19%
2h 48.3% +1.11%
1h 45.7% +0.92%

AMC Cohort (122 trades)

Horizon WR EV/Trade
4h 43.4% -0.00%
1h 41.8% -0.09%
2h 41.0% -0.15%
Day close 40.2% -0.20%

Current exit timing (BMO ~1h after open, AMC ~day close) is near-optimal.


10. Projected vs Actual Performance

Metric Projected Actual Status
Win Rate (Longs) 49.5% 33.3% Worse
Win Rate (Shorts) 60.3% 25.0% Worse
Avg Win % (Longs) 7.12% 5.71% Worse
Avg Loss % (Longs) -2.62% -3.20% Worse
EV per Trade (Overall) 2.43% 0.05% Worse
Stop Loss Hit Rate 15.0% 54.8% Worse
Avg Slippage (Entry) 0.55% 0.04% Better
Avg Commission/Trade $1.00 $1.74 Worse

11. Implemented Recommendations (Mar 9, 2026)

#1 CRITICAL — Skip 90%+ Conviction (IMPLEMENTED)

#4 HIGH — Widen Stop Losses to 3%/4%/5% (IMPLEMENTED)

#5 MEDIUM — Enable Small Cap Longs at 70-80% (IMPLEMENTED, Finding #207)

#5b MEDIUM — Increase Position Sizes (IMPLEMENTED, Finding #211, Mar 10, 2026)

Other Recommendations (Not Yet Implemented — as of Mar 2026)

See docs/STRATEGY_PLAYBOOK.md §2 for current ship status; many of these have since shipped, been retracted, or evolved. - #2 CRITICAL: RED FLAG: Low win rate (32.1%). Root cause: 90%+ conviction and LONG AMC. Implementing #1 and #3 would raise effective WR to ~44%. - #3 HIGH: LONG AMC structural disadvantage. Two options: (A) skip all LONG AMC, (B) only trade at 70-80% conviction. Monitoring. - #6 MEDIUM: Commission optimization (natural from fewer trades after #1).


12. Data Sources and Methodology

Analysis Data Source Sample Size
Live performance trade_audit_log (production DB) 84 clean trades
Prediction accuracy trade_audit_log.prediction_correct (backfilled from Yahoo Finance) 84/84 trades
Stop reversal prices Polygon.io minute aggregates 29/31 trades
Volume correlation trade_audit_log.volume_24h_at_entry 34/84 trades
Q3 2025 backtest earnings_correlation_analysis.json 370 markets
BMO/AMC cohort timing bmo_amc_timing_analysis.json (winsorized +/-20%) 273 trades
Market regime SPY MA20/50/200 via yfinance 84 trades

Document Purpose
docs/STRATEGY.md Trading strategy rules and parameters
docs/FINANCIAL_PROJECTIONS.md Original projections (pre-live trading)
docs/FINDINGS.md All findings, fixes, and changes
docs/OPERATIONS.md Server operations and service management
scripts/strategy_analysis_report.json Machine-readable strategy data (dashboard source)
scripts/stop_reversal_actual_prices.json Polygon exit prices for stopped trades
scripts/backtest_results_constrained.json Q3 2025 backtest results (16 scenarios)
scripts/bmo_amc_timing_analysis.json BMO/AMC cohort timing data