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A Primer on Structural Estimation in Accounting Research

Author

Listed:
  • Jeremy Bertomeu
  • Ying Liang
  • Iván Marinovic

Abstract

This primer offers a hands-on accessible guide to writing and estimating structural models. We review commonly-used methodologies, including dynamic programming, maximum likelihood, generalized and simulated method of moments, conditional choice probabilities as well as tools to compute standard errors and common diagnostics and tests of economic hypotheses. Special attention is devoted to the bootstrap as a convenient toolbox to estimate complex economic interactions. The methods are illustrated with recent developments in earnings management, auditing, investment, accounting conservatism, and disclosure theory. Intuition and applications are emphasized over formalism.

Suggested Citation

  • Jeremy Bertomeu & Ying Liang & Iván Marinovic, 2023. "A Primer on Structural Estimation in Accounting Research," Foundations and Trends(R) in Accounting, now publishers, vol. 18(1-2), pages 1-137, June.
  • Handle: RePEc:now:fntacc:1400000074
    DOI: 10.1561/1400000074
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    References listed on IDEAS

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    1. Rust, John, 1987. "Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher," Econometrica, Econometric Society, vol. 55(5), pages 999-1033, September.
    2. Tauchen, George, 1986. "Finite state markov-chain approximations to univariate and vector autoregressions," Economics Letters, Elsevier, vol. 20(2), pages 177-181.
    3. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    4. Jeremy C. Stein, 1989. "Efficient Capital Markets, Inefficient Firms: A Model of Myopic Corporate Behavior," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 104(4), pages 655-669.
    5. J. A. Mirrlees, 1999. "The Theory of Moral Hazard and Unobservable Behaviour: Part I," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(1), pages 3-21.
    6. Lucian A. Taylor, 2010. "Why Are CEOs Rarely Fired? Evidence from Structural Estimation," Journal of Finance, American Finance Association, vol. 65(6), pages 2051-2087, December.
    7. Verrecchia, Robert E., 1983. "Discretionary disclosure," Journal of Accounting and Economics, Elsevier, vol. 5(1), pages 179-194, April.
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