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.
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13 May 2026
Research Article|
April 27 2026
Structural estimation of executive compensation
Robert A. Miller;
Tepper School of Business,
Carnegie Mellon University
, Pittsburgh, Pennsylvania, USA
Corresponding author Robert A. Miller ramiller@cmu.edu
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Yizhen Xie
Yizhen Xie
Tepper School of Business,
Carnegie Mellon University
, Pittsburgh, Pennsylvania, USA
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Corresponding author Robert A. Miller ramiller@cmu.edu
Received:
April 06 2025
Revision Received:
August 23 2025
Accepted:
September 01 2025
Online ISSN: 1554-0650
Print ISSN: 1554-0642
© 2026 Robert A. Miller and Yizhen Xie.
2026
Robert A. Miller and Yizhen Xie
Licensed re-use rights only
Foundations and Trends in Accounting (2026) 20 (2): 85–244.
Article history
Received:
April 06 2025
Revision Received:
August 23 2025
Accepted:
September 01 2025
Citation
Miller RA, Xie Y (2026), "Structural estimation of executive compensation". Foundations and Trends in Accounting, Vol. 20 No. 2 pp. 85–244, doi: https://doi.org/10.1108/FTACC-04-2025-0073
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