I think you're right. By the time you know what everyone is buying/selling with any certainty, the boat has already sailed.
Look over the whole market for whst is going down, and buy that, that's what everyone is selling. Every finance information outlet ever tells you the day/month/year's biggest winners and losers, and most people aren't watching that and taking the contrarian position, or the winners and losers would be pretty boring.