“…Here, winsorization of companies in the tails appears to be non-systematic and the impact of winsorization on economic values is less likely to be serious. I employ both GAAP and non-GAAP earnings forecasts to formally examine the effect of winsorization, with particular focus on the non-GAAP measure because of its availability, importance and relevance to investors and other stakeholders (see, e.g., Bentley, Christensen, Gee, & Whipple, 2018;Black et al, 2018;Bradshaw & Sloan, 2002;Brown & Sivakumar, 2003;Hoogervorst, 2016;Wieland, Dawkins, & Dugan, 2013). I use both unscaled and scaled earnings 1 Non-GAAP ("Street") earnings numbers are the figures announced by corporations in their press releases and tracked by analyst estimate clearinghouse services (Bradshaw & Sloan, 2002).…”