An academic-style note on why analyst estimate revisions contain predictive information for future equity returns. Earnings revisions are widely regarded in empirical finance as a relevant indicator of future stock returns. When analysts revise earnings estimates upward, the affected stocks tend, on average, to outperform comparable firms with stable or