I form the samples using slightly different protocols because of data limitations in the commercial
datasets. While the intersection of the commercial databases provides a sufficiently large sample for
an analysis of firms with earnings near analysts’ forecasts, the same is not true for the sample of firms
with earnings near the prior year’s level.14 Hand-collecting data directly from proxy statements expanded
my sample to include smaller firms not covered by the commercial governance databases