IDEAS home Printed from https://ideas.repec.org/a/abg/anprac/v25y2021i11418.html
   My bibliography  Save this article

A Tutorial on the Use of Differences-in-Differences in Management, Finance, and Accounting

Author

Listed:
  • Rafael Felipe Schiozer
  • Frederico Abou Mourad
  • Theo Cotrim Martins

Abstract

Context: natural experiments or quasi-experiments have become quite popular in management research. The differences-in-differences (DiD) estimator is possibly the workhorse of these techniques. Objective: the goal of this paper is to provide a tutorial that serves as practical guide for researchers considering using natural experiments to make causal inferences. Methods: we discuss the DiD advantages, concerns, and tests of validity. We also provide an application of the technique, in which we discuss the effect of government guarantees on banks’ degree of risk, using the 2008 financial crisis as a natural experiment. The database used, as well as the Stata and the R scripts containing the analyses, are available as online appendices. Conclusion: DiD may be used to tackle endogeneity concerns when treatment assignment is random.

Suggested Citation

  • Rafael Felipe Schiozer & Frederico Abou Mourad & Theo Cotrim Martins, 2021. "A Tutorial on the Use of Differences-in-Differences in Management, Finance, and Accounting," RAC - Revista de Administração Contemporânea (Journal of Contemporary Administration), ANPAD - Associação Nacional de Pós-Graduação e Pesquisa em Administração, vol. 25(1), pages 200067-2000.
    • Handle: RePEc:abg:anprac:v:25:y:2021:i:1:1418
    as

    Download full text from publisher

    File URL: https://rac.anpad.org.br/index.php/rac/article/view/1418
    Download Restriction: no
    File URL: https://rac.anpad.org.br/index.php/rac/article/download/1418/1511/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Itamar Drechsler & Thomas Drechsel & David Marques-Ibanez & Philipp Schnabl, 2016. "Who Borrows from the Lender of Last Resort?," Journal of Finance, American Finance Association, vol. 71(5), pages 1933-1974, October.
    2. Soedarmono, Wahyoe & Machrouh, Fouad & Tarazi, Amine, 2013. "Bank competition, crisis and risk taking: Evidence from emerging markets in Asia," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 23(C), pages 196-221.
    3. Keeley, Michael C, 1990. "Deposit Insurance, Risk, and Market Power in Banking," American Economic Review, American Economic Association, vol. 80(5), pages 1183-1200, December.
    4. Lammertjan Dam & Michael Koetter, 2012. "Bank Bailouts and Moral Hazard: Evidence from Germany," The Review of Financial Studies, Society for Financial Studies, vol. 25(8), pages 2343-2380.
    5. Gonçalves, Adalto Barbaceia & Schiozer, Rafael F. & Sheng, Hsia Hua, 2018. "Trade credit and product market power during a financial crisis," Journal of Corporate Finance, Elsevier, vol. 49(C), pages 308-323.
    6. Adalto Barbaceia Gonçalves & Rafael Schiozer & Hsia Hua Sheng, 2018. "Trade Credit and Product Market Power during a Financial Crisis," Working Papers CEB 18-004, ULB -- Universite Libre de Bruxelles.
    7. Fahlenbrach, Rüdiger & Stulz, René M., 2011. "Bank CEO incentives and the credit crisis," Journal of Financial Economics, Elsevier, vol. 99(1), pages 11-26, January.
    8. Schiozer, Rafael F. & Oliveira, Raquel de Freitas, 2016. "Asymmetric transmission of a bank liquidity shock," Journal of Financial Stability, Elsevier, vol. 25(C), pages 234-246.
    9. Franklin Allen & Elena Carletti, 2010. "An Overview of the Crisis: Causes, Consequences, and Solutions," International Review of Finance, International Review of Finance Ltd., vol. 10(1), pages 1-26, March.
    10. Ueda, Kenichi & Weder di Mauro, B., 2013. "Quantifying structural subsidy values for systemically important financial institutions," Journal of Banking & Finance, Elsevier, vol. 37(10), pages 3830-3842.
    11. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    12. Todd A. Gormley & David A. Matsa, 2014. "Common Errors: How to (and Not to) Control for Unobserved Heterogeneity," The Review of Financial Studies, Society for Financial Studies, vol. 27(2), pages 617-661.
    13. Viral V. Acharya & Nada Mora, 2015. "A Crisis of Banks as Liquidity Providers," Journal of Finance, American Finance Association, vol. 70(1), pages 1-43, February.
    14. Todd A. Gormley & David A. Matsa, 2011. "Growing Out of Trouble? Corporate Responses to Liability Risk," The Review of Financial Studies, Society for Financial Studies, vol. 24(8), pages 2781-2821.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Martins, Henrique Castro, 2022. "Competition and ESG practices in emerging markets: Evidence from a difference-in-differences model," Finance Research Letters, Elsevier, vol. 46(PA).
    2. Tan, Yafei & Zhu, Zhaohui, 2022. "The effect of ESG rating events on corporate green innovation in China: The mediating role of financial constraints and managers' environmental awareness," Technology in Society, Elsevier, vol. 68(C).
    3. Song, Bomi & Chung, Heesun & Kim, Bum-Joon & Sonu, Catherine Heyjung, 2023. "Do business trainings for audit committees matter in organizations? Focusing on earnings management," Finance Research Letters, Elsevier, vol. 51(C).

    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. Apergis, Emmanuel & Apergis, Iraklis & Apergis, Nicholas, 2019. "A new macro stress testing approach for financial realignment in the Eurozone," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 61(C), pages 52-80.
    2. Wang, Rui & Luo, Hang (Robin), 2022. "How does financial inclusion affect bank stability in emerging economies?," Emerging Markets Review, Elsevier, vol. 51(PA).
    3. Peydró, José-Luis & Polo, Andrea & Sette, Enrico, 2020. "Risk Mitigating versus Risk Shifting: Evidence from Banks Security Trading in Crises," CEPR Discussion Papers 15473, C.E.P.R. Discussion Papers.
    4. Brandao-Marques, L. & Correa, R. & Sapriza, H., 2012. "International Evidence on Government Support and Risk-Taking in the Banking Sector," Other publications TiSEM 4a9756af-eb63-4867-ae29-3, Tilburg University, School of Economics and Management.
    5. Badarau, Cristina & Lapteacru, Ion, 2020. "Bank risk, competition and bank connectedness with firms: A literature review," Research in International Business and Finance, Elsevier, vol. 51(C).
    6. Lambert, Claudia & Noth, Felix & Schüwer, Ulrich, 2017. "How do insured deposits affect bank risk? Evidence from the 2008 Emergency Economic Stabilization Act," Journal of Financial Intermediation, Elsevier, vol. 29(C), pages 81-102.
    7. Singh, Amanjot, 2022. "Hedge fund activism and trade credit," Global Finance Journal, Elsevier, vol. 53(C).
    8. Abid, Ammar & Gull, Ammar Ali & Hussain, Nazim & Nguyen, Duc Khuong, 2021. "Risk governance and bank risk-taking behavior: Evidence from Asian banks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 75(C).
    9. Raquel de F. Oliveira & Rafael F. Schiozer & Lucas A. B. de C. Barros, 2015. "Depositors’ Perception of "Too-Big-to-Fail"," Review of Finance, European Finance Association, vol. 19(1), pages 191-227.
    10. Li, Tongxia & Lu, Chun & Wang, Hui, 2023. "Stakeholder orientation and trade credit: Evidence from a natural experiment," International Review of Economics & Finance, Elsevier, vol. 87(C), pages 15-34.
    11. Abdulla, Yomna & Dang, Viet Anh & Khurshed, Arif, 2020. "Suppliers' listing status and trade credit provision," Journal of Corporate Finance, Elsevier, vol. 60(C).
    12. Srivastav, Abhishek & Armitage, Seth & Hagendorff, Jens & King, Tim, 2018. "Better safe than sorry? CEO inside debt and risk-taking in bank acquisitions," Journal of Financial Stability, Elsevier, vol. 36(C), pages 208-224.
    13. Bunkanwanicha, Pramuan & Di Giuli, Alberta & Salvade, Federica, 2022. "Bank CEO careers after bailouts: The effects of management turnover on bank risk," Journal of Financial Intermediation, Elsevier, vol. 52(C).
    14. Chen, Sichong, 2013. "How do leverage ratios affect bank share performance during financial crises: The Japanese experience of the late 1990s," Journal of the Japanese and International Economies, Elsevier, vol. 30(C), pages 1-18.
    15. Chen, Catherine Huirong & Choy, Siu Kai & Tan, Yongxian, 2022. "The cash conversion cycle spread: International evidence," Journal of Banking & Finance, Elsevier, vol. 140(C).
    16. Vittoria Cerasi & Tommaso Oliviero, 2014. "Managerial compensation, regulation and risk in banks: theory and evidence from the financial crisis," Working Papers 279, University of Milano-Bicocca, Department of Economics, revised Jul 2014.
    17. González, Luis Otero & Razia, Alaa & Búa, Milagros Vivel & Sestayo, Rubén Lado, 2017. "Competition, concentration and risk taking in Banking sector of MENA countries," Research in International Business and Finance, Elsevier, vol. 42(C), pages 591-604.
    18. Cristian BARRA & Roberto ZOTTI, 2019. "Bank Performance, Financial Stability And Market Concentration: Evidence From Cooperative And Non‐Cooperative Banks," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 90(1), pages 103-139, March.
    19. Anupam Das Gupta & Syed Moudud-Ul-Huq, 2020. "Do competition and revenue diversification have significant effect on risk-taking? Empirical evidence from BRICS banks," International Journal of Financial Engineering (IJFE), World Scientific Publishing Co. Pte. Ltd., vol. 7(01), pages 1-28, March.
    20. Smaoui, Houcem & Mimouni, Karim & Miniaoui, Héla & Temimi, Akram, 2020. "Funding liquidity risk and banks' risk-taking: Evidence from Islamic and conventional banks," Pacific-Basin Finance Journal, Elsevier, vol. 64(C).

    More about this item

    Statistics

    Access and download statistics

    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:abg:anprac:v:25:y:2021:i:1:1418. 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: Information Technology of ANPAD (email available below). General contact details of provider: http://anpad.org.br .

    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.