Fair warning. Buying stocks with high short interest is, over the long run, a terrible investment strategy. Mountains of academic research has consistently found the most heavily shorted stocks to significantly underperform the market[1] (to the order of 10% per year). Heavily shorted stocks tend to be the companies with the most negative cash flow shocks[2], low quality earnings statements[3], negative earnings revi…
Yes, a lot of the companies who get heavily shorted stumbled. But then, to guarantee a profit, the shorting hedge funds knee cap the company. Then they short them again and again. The current fiasco also shows the widespread influence these firms have to enact their will on the market.
If you look at the stock market as independent number generator, you'll always use statistics to explain what's going on. If you realize there are humans behind those numbers, you see it more like a crime scene rather than a math problem.