Not including failed companies in performance studies because they no longer exist. Survivorship bias skews the results of some studies because only companies which were successful enough to survive until the end of the period are included. Also, mutual fund performance can be misleading due to survivorship bias if the fund family merges or discontinues underperforming funds.