There is predictable cross-sectional variation in real activities manipulation to avoid losses. In particular, the presence of sophisticated investors restricts the extent of real activities manipulation. This suggests that even though these activities enable managers to meet short-run earnings targets, they are unlikely to increase long-run firm value. Industry membership, the stock of inventories and receivables, growth opportunities, and the presence of debt are other factors that affect variation in real activities manipulation.