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Robust difference-in-differences analysis when there is a term structure

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  • Nyborg, Kjell G.
  • Woschitz, Jiri

Abstract

For variables with a term structure, the standard difference-in-differences (DiD) model is predisposed toward misspecification, even under random assignment, because of heterogeneity over the maturity spectrum and imperfect matching between treated and control units. Estimated treatment effects that are false, biased, or hard to interpret become a concern. Neither unit fixed effects nor standard term-structure controls resolve the problem. Solutions that overcome imperfect matching involve estimating the term structure of hypothesized treatment, which is also what is economically interesting (regardless of matching efficiency). These issues are not unique to DiD analysis, but are generic to group-assignment settings.

Suggested Citation

  • Nyborg, Kjell G. & Woschitz, Jiri, 2025. "Robust difference-in-differences analysis when there is a term structure," Journal of Financial Economics, Elsevier, vol. 170(C).
  • Handle: RePEc:eee:jfinec:v:170:y:2025:i:c:s0304405x25000893
    DOI: 10.1016/j.jfineco.2025.104081
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    1. Jean Helwege & Christopher M. Turner, 1999. "The Slope of the Credit Yield Curve for Speculative‐Grade Issuers," Journal of Finance, American Finance Association, vol. 54(5), pages 1869-1884, October.
    2. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    3. Choi, Jaewon & Hoseinzade, Saeid & Shin, Sean Seunghun & Tehranian, Hassan, 2020. "Corporate bond mutual funds and asset fire sales," Journal of Financial Economics, Elsevier, vol. 138(2), pages 432-457.
    4. James J. Heckman & Jeffrey Smith & Nancy Clements, 1997. "Making The Most Out Of Programme Evaluations and Social Experiments: Accounting For Heterogeneity in Programme Impacts," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 487-535.
    5. Jiyuan Huang & Per Östberg, 2023. "Difference-in-differences with Economic Factors and the Case of Housing Returns," Swiss Finance Institute Research Paper Series 23-55, Swiss Finance Institute.
    6. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    7. Favara, Giovanni & Gao, Janet & Giannetti, Mariassunta, 2021. "Uncertainty, access to debt, and firm precautionary behavior," Journal of Financial Economics, Elsevier, vol. 141(2), pages 436-453.
    8. Dannhauser, Caitlin D., 2017. "The impact of innovation: Evidence from corporate bond exchange-traded funds (ETFs)," Journal of Financial Economics, Elsevier, vol. 125(3), pages 537-560.
    9. Roberts, Michael R. & Whited, Toni M., 2013. "Endogeneity in Empirical Corporate Finance1," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 493-572, Elsevier.
    10. Gurkaynak, Refet S. & Sack, Brian & Wright, Jonathan H., 2007. "The U.S. Treasury yield curve: 1961 to the present," Journal of Monetary Economics, Elsevier, vol. 54(8), pages 2291-2304, November.
    11. Rodano, Giacomo & Serrano-Velarde, Nicolas & Tarantino, Emanuele, 2016. "Bankruptcy law and bank financing," Journal of Financial Economics, Elsevier, vol. 120(2), pages 363-382.
    12. Xu, Yiqing, 2017. "Generalized Synthetic Control Method: Causal Inference with Interactive Fixed Effects Models," Political Analysis, Cambridge University Press, vol. 25(1), pages 57-76, January.
    13. Brantly Callaway & Tong Li, 2019. "Quantile treatment effects in difference in differences models with panel data," Quantitative Economics, Econometric Society, vol. 10(4), pages 1579-1618, November.
    14. Amiram, Dan & Beaver, William H. & Landsman, Wayne R. & Zhao, Jianxin, 2017. "The effects of credit default swap trading on information asymmetry in syndicated loans," Journal of Financial Economics, Elsevier, vol. 126(2), pages 364-382.
    15. Jack Bao & Kewei Hou, 2017. "De Facto Seniority, Credit Risk, and Corporate Bond Prices," The Review of Financial Studies, Society for Financial Studies, vol. 30(11), pages 4038-4080.
    16. Liu, Yan & Wu, Jing Cynthia, 2021. "Reconstructing the yield curve," Journal of Financial Economics, Elsevier, vol. 142(3), pages 1395-1425.
    17. Dimitri Vayanos & Jean‐Luc Vila, 2023. "Corrigendum: A Preferred‐Habitat Model of the Term Structure of Interest Rates," Econometrica, Econometric Society, vol. 91(3), pages 31-32, May.
    18. Hasan, Iftekhar & Hoi, Chun Keung (Stan) & Wu, Qiang & Zhang, Hao, 2014. "Beauty is in the eye of the beholder: The effect of corporate tax avoidance on the cost of bank loans," Journal of Financial Economics, Elsevier, vol. 113(1), pages 109-130.
    19. Callaway, Brantly & Li, Tong & Oka, Tatsushi, 2018. "Quantile treatment effects in difference in differences models under dependence restrictions and with only two time periods," Journal of Econometrics, Elsevier, vol. 206(2), pages 395-413.
    20. Painter, Marcus, 2020. "An inconvenient cost: The effects of climate change on municipal bonds," Journal of Financial Economics, Elsevier, vol. 135(2), pages 468-482.
    21. Svensson, Lars E O, 1994. "Estimating and Interpreting Forward Interest Rates: Sweden 1992-4," CEPR Discussion Papers 1051, Centre for Economic Policy Research.
    22. Edwin J. Elton & Martin J. Gruber & Deepak Agrawal & Christopher Mann, 2001. "Explaining the Rate Spread on Corporate Bonds," Journal of Finance, American Finance Association, vol. 56(1), pages 247-277, February.
    23. Diebold, Francis X. & Li, Canlin, 2006. "Forecasting the term structure of government bond yields," Journal of Econometrics, Elsevier, vol. 130(2), pages 337-364, February.
    24. Heitor Almeida & Igor Cunha & Miguel A. Ferreira & Felipe Restrepo, 2017. "The Real Effects of Credit Ratings: The Sovereign Ceiling Channel," Journal of Finance, American Finance Association, vol. 72(1), pages 249-290, February.
    25. Kenneth Ayotte & Stav Gaon, 2011. "Asset-Backed Securities: Costs and Benefits of "Bankruptcy Remoteness"," The Review of Financial Studies, Society for Financial Studies, vol. 24(4), pages 1299-1335.
    26. Svensson, L.E.O., 1994. "Estimating and Interpreting Foreward Interest Rates: Sweden 1992-1994," Papers 579, Stockholm - International Economic Studies.
    27. Hasan, Iftekhar & Hoi, Chun Keung (Stan) & Wu, Qiang & Zhang, Hao, 2014. "Beauty is in the eye of the beholder: The effect of corporate tax avoidance on the cost of bank loans," Journal of Financial Economics, Elsevier, vol. 113(1), pages 109-130.
    28. Jushan Bai, 2009. "Panel Data Models With Interactive Fixed Effects," Econometrica, Econometric Society, vol. 77(4), pages 1229-1279, July.
    29. Nelson, Charles R & Siegel, Andrew F, 1987. "Parsimonious Modeling of Yield Curves," The Journal of Business, University of Chicago Press, vol. 60(4), pages 473-489, October.
    30. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    31. Gao, Pengjie & Lee, Chang & Murphy, Dermot, 2020. "Financing dies in darkness? The impact of newspaper closures on public finance," Journal of Financial Economics, Elsevier, vol. 135(2), pages 445-467.
    32. Athey, Susan & Imbens, Guido W., 2022. "Design-based analysis in Difference-In-Differences settings with staggered adoption," Journal of Econometrics, Elsevier, vol. 226(1), pages 62-79.
    33. Eli Ben‐Michael & Avi Feller & Jesse Rothstein, 2022. "Synthetic controls with staggered adoption," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 84(2), pages 351-381, April.
    34. Todorov, Karamfil, 2020. "Quantify the quantitative easing: Impact on bonds and corporate debt issuance," Journal of Financial Economics, Elsevier, vol. 135(2), pages 340-358.
    35. Marianne P. Bitler & Jonah B. Gelbach & Hilary W. Hoynes, 2006. "What Mean Impacts Miss: Distributional Effects of Welfare Reform Experiments," American Economic Review, American Economic Association, vol. 96(4), pages 988-1012, September.
    36. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    37. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    38. Sudheer Chava & Dmitry Livdan & Amiyatosh Purnanandam, 2009. "Do Shareholder Rights Affect the Cost of Bank Loans?," The Review of Financial Studies, Society for Financial Studies, vol. 22(8), pages 2973-3004, August.
    39. Andrew Ang & Vineer Bhansali & Yuhang Xing, 2010. "Taxes on Tax‐Exempt Bonds," Journal of Finance, American Finance Association, vol. 65(2), pages 565-601, April.
    40. Jing-Zhi Huang & Ming Huang, 2012. "How Much of the Corporate-Treasury Yield Spread Is Due to Credit Risk?," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 2(2), pages 153-202.
    41. Qiu, Jiaping & Yu, Fan, 2009. "The market for corporate control and the cost of debt," Journal of Financial Economics, Elsevier, vol. 93(3), pages 505-524, September.
    42. Pelizzon, Loriana & Riedel, Max & Simon, Zorka & Subrahmanyam, Marti G., 2024. "Collateral eligibility of corporate debt in the Eurosystem," Journal of Financial Economics, Elsevier, vol. 153(C).
    43. Eser, Fabian & Schwaab, Bernd, 2016. "Evaluating the impact of unconventional monetary policy measures: Empirical evidence from the ECB׳s Securities Markets Programme," Journal of Financial Economics, Elsevier, vol. 119(1), pages 147-167.
    44. Fleckenstein, Matthias & Longstaff, Francis A., 2020. "The US Treasury floating rate note puzzle: Is there a premium for mark-to-market stability?," Journal of Financial Economics, Elsevier, vol. 137(3), pages 637-658.
    45. Laurent Gobillon & Thierry Magnac, 2016. "Regional Policy Evaluation: Interactive Fixed Effects and Synthetic Controls," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 535-551, July.
    46. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    47. Benetton, Matteo & Fantino, Davide, 2021. "Targeted monetary policy and bank lending behavior," Journal of Financial Economics, Elsevier, vol. 142(1), pages 404-429.
    48. Sheridan Titman & Sergey Tsyplakov, 2010. "Originator Performance, CMBS Structures, and the Risk of Commercial Mortgages," The Review of Financial Studies, Society for Financial Studies, vol. 23(9), pages 3558-3594.
    49. Bao, Jack & O’Hara, Maureen & (Alex) Zhou, Xing, 2018. "The Volcker Rule and corporate bond market making in times of stress," Journal of Financial Economics, Elsevier, vol. 130(1), pages 95-113.
    50. Chan, Lilian H. & Chen, Kevin C.W. & Chen, Tai-Yuan, 2013. "The effects of firm-initiated clawback provisions on bank loan contracting," Journal of Financial Economics, Elsevier, vol. 110(3), pages 659-679.
    51. Jess Cornaggia & Kimberly J. Cornaggia & Ryan D. Israelsen, 2018. "Credit Ratings and the Cost of Municipal Financing," The Review of Financial Studies, Society for Financial Studies, vol. 31(6), pages 2038-2079.
    52. Kjell G. Nyborg & Jiri Woschitz, 2021. "The Price of Money: How Collateral Policy Affects the Yield Curve," Swiss Finance Institute Research Paper Series 21-74, Swiss Finance Institute.
    53. Callaway, Brantly & Li, Tong, 2023. "Policy evaluation during a pandemic," Journal of Econometrics, Elsevier, vol. 236(1).
    54. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    55. Bao, Jack & Hou, Kewei, 2017. "De Facto Seniority, Credit Risk, and Corporate Bond Prices," Working Paper Series 2017-17, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    56. Alberto Abadie, 2021. "Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects," Journal of Economic Literature, American Economic Association, vol. 59(2), pages 391-425, June.
    57. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    58. Allen, Franklin & Gu, Xian & Li, C. Wei & Qian, Jun “QJ” & Qian, Yiming, 2023. "Implicit guarantees and the rise of shadow banking: The case of trust products," Journal of Financial Economics, Elsevier, vol. 149(2), pages 115-141.
    59. Matthias Fleckenstein & Francis A. Longstaff & Hanno Lustig, 2014. "The TIPS-Treasury Bond Puzzle," Journal of Finance, American Finance Association, vol. 69(5), pages 2151-2197, October.
    60. Fama, Eugene F & Bliss, Robert R, 1987. "The Information in Long-Maturity Forward Rates," American Economic Review, American Economic Association, vol. 77(4), pages 680-692, September.
    61. repec:bla:jfinan:v:44:y:1989:i:5:p:1351-60 is not listed on IDEAS
    62. João A. C. Santos & Andrew Winton, 2008. "Bank Loans, Bonds, and Information Monopolies across the Business Cycle," Journal of Finance, American Finance Association, vol. 63(3), pages 1315-1359, June.
    63. Manuel Adelino & Miguel A. Ferreira, 2016. "Bank Ratings and Lending Supply: Evidence from Sovereign Downgrades," The Review of Financial Studies, Society for Financial Studies, vol. 29(7), pages 1709-1746.
    64. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    65. Titan Alon & Eric T. Swanson, 2011. "Operation Twist and the effect of large-scale asset purchases," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, issue apr25.
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    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General
    • E43 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Interest Rates: Determination, Term Structure, and Effects
    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications

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