IDEAS home Printed from https://ideas.repec.org/a/now/fntacc/1400000074.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1561/1400000074
    Download Restriction: no
    File URL: https://libkey.io/10.1561/1400000074?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Bertomeu, Jeremy & Marinovic, Iván & Terry, Stephen J. & Varas, Felipe, 2022. "The dynamics of concealment," Journal of Financial Economics, Elsevier, vol. 143(1), pages 227-246.
    2. Strebulaev, Ilya A. & Whited, Toni M., 2012. "Dynamic Models and Structural Estimation in Corporate Finance," Foundations and Trends(R) in Finance, now publishers, vol. 6(1–2), pages 1-163, November.
    3. Langberg, Nisan & Sivaramakrishnan, K., 2008. "Voluntary disclosures and information production by analysts," Journal of Accounting and Economics, Elsevier, vol. 46(1), pages 78-100, September.
    4. Praveen Kumar & Nisan Langberg & K. Sivaramakrishnan, 2012. "Voluntary Disclosures, Corporate Control, and Investment," Journal of Accounting Research, Wiley Blackwell, vol. 50(4), pages 1041-1076, September.
    5. Cooper, Russell & Haltiwanger, John & Willis, Jonathan L., 2015. "Dynamics of labor demand: Evidence from plant-level observations and aggregate implications," Research in Economics, Elsevier, vol. 69(1), pages 37-50.
    6. Hans B. Christensen & Luzi Hail & Christian Leuz, 2021. "Mandatory CSR and sustainability reporting: economic analysis and literature review," Review of Accounting Studies, Springer, vol. 26(3), pages 1176-1248, September.
    7. Alexander Karaivanov, 2003. "Financial Contracts and Occupational Choice," Computing in Economics and Finance 2003 25, Society for Computational Economics.
    8. Daniel, Kent & Hirshleifer, David & Teoh, Siew Hong, 2002. "Investor psychology in capital markets: evidence and policy implications," Journal of Monetary Economics, Elsevier, vol. 49(1), pages 139-209, January.
    9. Song Lin & Juanjuan Zhang & John R. Hauser, 2015. "Learning from Experience, Simply," Marketing Science, INFORMS, vol. 34(1), pages 1-19, January.
    10. DeBacker, Jason, 2011. "The price of pork: The seniority trap in the U.S. House," Journal of Public Economics, Elsevier, vol. 95(1), pages 63-78.
    11. Aguirregabiria, Victor & Mira, Pedro, 2010. "Dynamic discrete choice structural models: A survey," Journal of Econometrics, Elsevier, vol. 156(1), pages 38-67, May.
    12. Elchanan Ben-Porath & Eddie Dekel & Barton L Lipman, 2018. "Disclosure and Choice," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(3), pages 1471-1501.
    13. Toni M Whited, 2023. "Integrating Structural and Reduced-Form Methods in Empirical Finance," Journal of Financial Econometrics, Oxford University Press, vol. 21(3), pages 597-615.
    14. Lapatinas, Athanasios, 2009. "Labour adjustment costs: Estimation of a dynamic discrete choice model using panel data for Greek manufacturing firms," Labour Economics, Elsevier, vol. 16(5), pages 521-533, October.
    15. Silos, Pedro, 2006. "Assessing Markov chain approximations: A minimal econometric approach," Journal of Economic Dynamics and Control, Elsevier, vol. 30(6), pages 1063-1079, June.
    16. Dieter Pfaff & Oliver Bärtl, 1998. "Externe Rechnungslegung, internes Rechnungswesen und Kapitalmarkt," Schmalenbach Journal of Business Research, Springer, vol. 50(9), pages 757-777, September.
    17. Jonathan L. Willis, 2000. "Estimation of adjustment costs in a model of state-dependent pricing," Research Working Paper RWP 00-07, Federal Reserve Bank of Kansas City.
    18. Liangliang Jiang & Ross Levine & Chen Lin, 2016. "Competition and Bank Opacity," The Review of Financial Studies, Society for Financial Studies, vol. 29(7), pages 1911-1942.
    19. Ma, Xingliang & Shi, Guanming, 2011. "A Dynamic Adoption Model with Bayesian Learning: Application to the U.S. Soybean Market," 2011 Annual Meeting, July 24-26, 2011, Pittsburgh, Pennsylvania 104577, Agricultural and Applied Economics Association.
    20. Rapson, David, 2014. "Durable goods and long-run electricity demand: Evidence from air conditioner purchase behavior," Journal of Environmental Economics and Management, Elsevier, vol. 68(1), pages 141-160.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:now:fntacc:1400000074. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Lucy Wiseman (email available below). General contact details of provider: http://www.nowpublishers.com/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.