Taxes are applied to game show winnings and prizes, with the amount of taxes owed potentially being substantial. The exact amount of taxes paid can vary, but winners of large prizes, such as those on shows like "The Price Is Right", "Survivor", and "Outlast", may face higher tax bills. It appears that winners may not be able to keep their entire prize amount after taxes are applied.