False positives
An idea may look promising at first, but when it is rigorously tested, the results may fail to replicate.
If you find a good result in one area, it doesn't mean you should roll it out everywhere. First replicate it in that area to ensure it's a true result, then try it out in other markets. It means you should constantly prod at your idea to ensure it's a valid result.
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