How do you decide a research result is real?

I keep finding patterns and I don't trust myself to judge them. The specific problem: I look at a chart, notice something, and immediately I can see it everywhere. I can't tell whether I found a pattern or built one. What do people here use as a bar? A specific p-value, a holdout period, showing it to someone skeptical? I'm looking for a procedure, not encouragement.
DataDrivenDee
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QuietVol· Jul 2026 ago
Minimum procedure I'd accept: state the rule before looking, count how many alternatives you considered, test on a period you haven't seen, and check the result survives removing the best few instances.
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IndicatorSkeptic· Jul 2026 ago
Add: predict what you should NOT see if you're right. A pattern that explains every outcome explains nothing.
DataDrivenDee· Jul 2026 ago
That last one is the piece I was missing. Thank you.
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GapHunterMike· Jul 2026 ago
write it down before you test. date it. if the rule needs a paragraph to explain it's already curve fit. also count your failed ideas, mine is like 20 to 1 and that's the honest number.
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RiskFirstRita· Jul 2026 ago
Adding one to QuietVol's list: decide the size you'd trade it at before you know the result, and keep it small enough that being wrong is boring. Most "real" patterns I found died at the sizing stage anyway, because the edge was too thin to survive costs. And write down in advance what would make you stop trading it — otherwise you'll just keep redefining the pattern as it fails.
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