We document that earnings acceleration, defined as the quarter-over-quarter change in earnings growth, has significant explanatory power for future excess returns. These excess returns are robust to a wide range of previously documented anomalies and a battery of risk controls. The future return predictability appears to be consistent with investors assuming a seasonal random walk model for quarterly earnings and missing predictable implications of earnings acceleration for future earnings growth. Finally, the excess returns from the basic earnings acceleration strategy can be enhanced further by focusing on profit firms, low earnings volatility firms and on specific patterns of earnings acceleration.

During the late 1990s, the SEC alleged that banks were overstating loan loss allowances to establish cookie jar reserves. Their intervention in bank accounting culminated in 2001 with new guidance (SAB 102) designed to improve financial reporting quality. We show that banks' allowance estimation changed in response to the SEC's intervention. While allowance informativeness (as proxied by the ability to explain future losses) improved for Strong Banks, informativeness declined for Weak Banks whose incentives are to understate allowances. Our results help to explain why some (Weak) banks delayed loss recognition during the recent financial crisis.