We use the popular television show Mad Money, hosted by Jim Cramer, to test theories of attention and limits to arbitrage. Stock recommendations on Mad Money constitute attention shocks to a large audience of individual traders. We find that stock recommendations lead to large overnight returns that subsequently reverse over the next few months. The spike‐reversal pattern is strongest among small, illiquid stocks that are hard to arbitrage. Using daily Nielsen ratings as a direct measure of attention, we find that the overnight return is strongest when high‐income viewership is high. We also find weak price effects among sell recommendations. Taken together, the evidence supports the retail attention hypothesis of Barber and Odean (Barber, 2008) and illustrates the potential role of media in generating mispricing.