We study the time-series properties of firm effects in the two-way fixed effects models popularized by Abowd, Kramarz, and Margolis (1999) (AKM) using two approaches. The first--the rolling AKM approach (R-AKM)--estimates AKM models separately for successive two-year intervals. The second--the...