Legal and Constitutional Studies

Robert A. Miller, Yizhe Xie

2026.4.27Foundations and Trends in Accounting

DOI: 10.1108/ftacc-04-2025-0073

Abstract

Structural estimation of executive compensation combines cross-sectional and longitudinal data relating firm performance to the wages, grants and wealth holdings of managers to quantify principal-agent models characterized by asymmetric information. The estimated models are used to measure the importance of information asymmetries, such as the degree of conflict between executives and the firms they manage, the role of human capital in mitigating conflicting interests, and the social welfare loss from moral hazard. Following a brief guide to this survey and a short review of related literature, we begin by describing the data used to estimate these models, explain the theory behind a simple static model of moral hazard, and provide a first approach to estimating them, before analyzing identification in more depth. The latter sections then show how the simplest models of moral hazard can be extended to account for other sources of hidden information and dynamic considerations that arise from the life cycle aspirations of managers.

Citation format

MILLER, Robert A.; XIE, Yizhe. Structural estimation of executive compensation. Foundations and Trends in Accounting, 2026, 20(2): 85–244.