Gap down fade wins more than double golden cross's rate and returns far less

Gap down fade wins 45.43 percent of its trades, more than double golden cross's 19.59 percent, on the same 220 US large caps over the same ten years. Gap down fade's average return is 0.17 percent. Golden cross's is 9.02 percent. The strategy that wins more than twice as often finished the decade with a fraction of the return.

The gap is not a coverage artifact. Gap down fade completed 214 of 220 tickers, a 2.7 percent failure rate, the same low rate most studies on this site show. This is not a case where a thin sample is inflating or deflating either number. Both studies rest on a similarly complete universe, so the comparison is between two real, fully measured results, not one solid number against one built on a smaller, noisier base.

The number that actually explains it

Aggregate risk to reward, gross profit divided by gross loss across every trade, is 1.0204 for gap down fade and 2.3193 for golden cross. Gap down fade's ratio sits barely above the 1.0 breakeven line. Golden cross's sits more than double it. Tenachine's guide on reading a win rate makes the general case that win rate on its own explains nothing without this second number sitting next to it, using a different set of four strategies. Gap down fade and golden cross make the same point from opposite ends: a high win rate with a weak payoff ratio and a low win rate with a strong one can land on either side of the same outcome, and here they land far apart.

What a fade strategy is trading for

Gap down fade is built to win often by design. It bets that a stock opening sharply lower will recover some of that gap during the session, a bet that tends to be right more than half the time on a mean-reverting move, which is consistent with the 45.43 percent win rate. What it does not do is capture large moves when it is right. A mean reversion trade closes once the gap fills or the session ends, not when a multi-year trend gets going, so a typical winning trade here is small even when it is common, and the biggest single ticker return in the whole study was only 14.97 percent, itself a modest number next to what a trend follower can post on one strong name. Golden cross does the opposite: it loses on four out of five attempts but the one attempt that turns into a real trend keeps compounding, which is exactly what a risk to reward ratio of 2.3193 describes.

Neither design is a mistake, and 0.17 percent is not evidence that gap down fade is a broken strategy, only that this particular decade did not reward this particular trade-off on these 220 stocks. This is not investment advice, and past performance does not predict future results. A strategy that wins often and earns little is answering a different question than one that wins rarely and earns a lot, and reading only the win rate would have missed which question either one was actually answering. Checking the risk to reward figure next to the win rate, on any study published here or anywhere else, takes one extra look and would have caught the difference before it became a surprise.