In this paper, we introduce the construct of proactive auditing behaviors to the accounting literature and report the first experimental investigation of their antecedents. Regulators and practitioners agree that proactive behaviors are needed to consistently achieve high‐quality audit outcomes, but also that these behaviors are scarce. Drawing on theory from management, accounting, and psychology, we predict that an environmental factor (autonomy) and a dispositional factor (tacit knowledge) interact to increase a range of distinct proactive auditing behaviors. These behaviors involve responding to evidence that has out‐of‐task implications, coordinating with clients to acquire task‐related evidence, and two forms of coaching junior auditors. As predicted, we find that auditors are more proactive when they have both higher autonomy and higher tacit knowledge than when they lack either or both factors. Our theory and findings inform academics, regulators, and practitioners about the types of work environments and policies that can promote auditor proactivity successfully.

In empirically estimating the relation between CEO compensation and accounting‐based firm and peer performance, researchers often define the performance variables net of CEO compensation expense. We analytically show that a researcher's use of CEO compensation as a regression's dependent variable and as an expense in defining a regression's independent variables representing accounting‐based firm and peer performance will bias the researcher's pay‐for‐performance and relative performance evaluation (RPE) regression coefficients. In a panel estimation of CEO compensation, we document an attenuation bias in the coefficients on net firm and net peer performance. This evidence may partially explain inferences of weak CEO incentives and limited usage of RPE in prior work. Our results imply that in CEO compensation regressions, a researcher can remove biases in inferring CEO incentives and RPE usage by using gross rather than net accounting performance variables—that is, by adding back CEO compensation expense to net accounting measures.