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backtest

Why Buying in Daytime Sessions Hurts: The Cost of Gaps

Buying early in daytime ATS looks convenient, but overnight gap-downs straight through stops erode strategy edge.

For Korean traders, daytime sessions (Blue Ocean ATS, 09:00–17:00 KST) allow buying US equities during the local business day. It seems convenient to get fills early without staying up late.

However, backtests show that even with zero spread, daytime buying underperforms regular session (RTH) open fills. Why?

RTH open vs daytime ATS fills (S&P 500)

Entry Method Trades Win% E[R] CAGR MDD MAR
RTH Open (Baseline) 950 42.2% 0.148 8.54% −15.25% 0.56
Daytime (0bp spread) 963 42.3% 0.153 8.40% −19.22% 0.44
Daytime (15bp LP spread) 982 40.6% 0.095 5.00% −22.52% 0.22
Daytime (40bp spread) 1011 38.5% 0.032 2.66% −26.16% 0.10

The cause: Gap-through stops

Naive backtests assume an exit occurs at the exact stop price ($95). In reality, if bad news hits overnight and the market opens at $90, the fill happens at $90, incurring a 2R loss instead of 1R.

Buying in the daytime session carries an extra overnight gap. Accounting for realistic gap execution:

Entry Method Total Stops Gapped Through Gap Rate Extra Loss/Trade
RTH Open Buy 506 84 16.6% 0.28R
Daytime Buy 509 96 18.9% 0.40R

While the stop count is nearly identical (506 vs 509), daytime positions suffer deeper slippage on stops, adding an extra 0.40R loss per stopped trade. Maximum drawdown widens from −15.2% to −19.2%.

Policy conclusion

Minervini's SEPA depends on keeping losses small. Gap slippage expands 1R stops into 1.4R losses.