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The impact of automation on firms' reporting quality

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  • Oesch, David
  • Walser, Tanja

Abstract

This paper investigates how advances in automation technologies affect firms' information environments. Using an instrumental variable research design that exploits exogenous variation in industrial robot adoption, we present robust evidence that an increase in exposure to robots causes firms to lower financial reporting quality. As automation technology adoption entails adoption costs, we find that the effect is attributable to management's strategic increase of financial reporting discretion. In light of the rapid rise of automation technologies our paper provides important insights how such technologies impact firms' reporting quality.

Suggested Citation

  • Oesch, David & Walser, Tanja, 2025. "The impact of automation on firms' reporting quality," Journal of Corporate Finance, Elsevier, vol. 92(C).
    • Handle: RePEc:eee:corfin:v:92:y:2025:i:c:s0929119924001457
    DOI: 10.1016/j.jcorpfin.2024.102683
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    1. Durnev, Art & Mangen, Claudine, 2020. "The spillover effects of MD&A disclosures for real investment: The role of industry competition," Journal of Accounting and Economics, Elsevier, vol. 70(1).
    2. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
    3. Callen, Jeffrey L. & Fang, Xiaohua & Zhang, Wenjun, 2020. "Protection of proprietary information and financial reporting opacity: Evidence from a natural experiment," Journal of Corporate Finance, Elsevier, vol. 64(C).
    4. David Atkin & Azam Chaudhry & Shamyla Chaudry & Amit K. Khandelwal & Eric Verhoogen, 2017. "Organizational Barriers to Technology Adoption: Evidence from Soccer-Ball Producers in Pakistan," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1101-1164.
    5. Biddle, Gary C. & Hilary, Gilles & Verdi, Rodrigo S., 2009. "How does financial reporting quality relate to investment efficiency?," Journal of Accounting and Economics, Elsevier, vol. 48(2-3), pages 112-131, December.
    6. Wei Jiang, 2017. "Have Instrumental Variables Brought Us Closer to the Truth," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 6(2), pages 127-140.
    7. Daron Acemoglu & Claire Lelarge & Pascual Restrepo, 2020. "Competing with Robots: Firm-Level Evidence from France," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 383-388, May.
    8. Daron Acemoglu & Pascual Restrepo, 2019. "Automation and New Tasks: How Technology Displaces and Reinstates Labor," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 3-30, Spring.
    9. Chernozhukov, Victor & Hansen, Christian, 2008. "The reduced form: A simple approach to inference with weak instruments," Economics Letters, Elsevier, vol. 100(1), pages 68-71, July.
    10. Ng, Jeffrey, 2011. "The effect of information quality on liquidity risk," Journal of Accounting and Economics, Elsevier, vol. 52(2), pages 126-143.
    11. Mi, Biao & Zhang, Luqiao & Han, Liang & Shen, Yun, 2024. "Bank market power and financial reporting quality," Journal of Corporate Finance, Elsevier, vol. 84(C).
    12. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    13. Dechow, Patricia & Ge, Weili & Schrand, Catherine, 2010. "Understanding earnings quality: A review of the proxies, their determinants and their consequences," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 344-401, December.
    14. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    15. Glaeser, Stephen & Lang, Mark, 2024. "Measuring innovation and navigating its unique information issues: A review of the accounting literature on innovation," Journal of Accounting and Economics, Elsevier, vol. 78(2).
    16. Mary O'Mahony & Marcel P. Timmer, 2009. "Output, Input and Productivity Measures at the Industry Level: The EU KLEMS Database," Economic Journal, Royal Economic Society, vol. 119(538), pages 374-403, June.
    17. Mark Lang & Karl V. Lins & Mark Maffett, 2012. "Transparency, Liquidity, and Valuation: International Evidence on When Transparency Matters Most," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 50(3), pages 729-774, June.
    18. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 29(2), pages 193-228.
    19. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue nov.
    20. Alexander Dyck & Adair Morse & Luigi Zingales, 2010. "Who Blows the Whistle on Corporate Fraud?," Journal of Finance, American Finance Association, vol. 65(6), pages 2213-2253, December.
    21. Armstrong, Christopher S. & Core, John E. & Guay, Wayne R., 2014. "Do independent directors cause improvements in firm transparency?," Journal of Financial Economics, Elsevier, vol. 113(3), pages 383-403.
    22. Dai, Xin & Qiu, Yue, 2024. "Minimum Wage Hikes and Technology Adoption: Evidence from U.S. Establishments," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 59(4), pages 1620-1658, June.
    23. Jace Garrett & Rani Hoitash & Douglas F. Prawitt, 2014. "Trust and Financial Reporting Quality," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 52(5), pages 1087-1125, December.
    24. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    25. Alessandra Bonfiglioli & Rosario Crinò & Harald Fadinger & Gino Gancia, 2024. "Robot Imports and Firm-Level Outcomes," The Economic Journal, Royal Economic Society, vol. 134(664), pages 3428-3444.
    26. Banerjee, Suman & Humphery-Jenner, Mark & Nanda, Vikram & Tham, Mandy, 2018. "Executive Overconfidence and Securities Class Actions," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(6), pages 2685-2719, December.
    27. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    28. Russell W. Cooper & John C. Haltiwanger, 2006. "On the Nature of Capital Adjustment Costs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(3), pages 611-633.
    29. Simi Kedia & Thomas Philippon, 2009. "The Economics of Fraudulent Accounting," The Review of Financial Studies, Society for Financial Studies, vol. 22(6), pages 2169-2199, June.
    30. Michael Kirschenheiter & Nahum D. Melumad, 2002. "Can “Big Bath” and Earnings Smoothing Co‐exist as Equilibrium Financial Reporting Strategies?," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 40(3), pages 761-796, June.
    31. Todd Mitton, 2024. "Economic Significance in Corporate Finance," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 13(1), pages 38-79.
    32. Knesl, Jiří, 2023. "Automation and the displacement of labor by capital: Asset pricing theory and empirical evidence," Journal of Financial Economics, Elsevier, vol. 147(2), pages 271-296.
    33. Kurt T. Dirks & Donald L. Ferrin, 2001. "The Role of Trust in Organizational Settings," Organization Science, INFORMS, vol. 12(4), pages 450-467, August.
    34. Graham, John R. & Harvey, Campbell R. & Rajgopal, Shiva, 2005. "The economic implications of corporate financial reporting," Journal of Accounting and Economics, Elsevier, vol. 40(1-3), pages 3-73, December.
    35. Guifeng Shi & Jianfei Sun & Li Zhang, 2018. "Product market competition and earnings management: A firm†level analysis," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 45(5-6), pages 604-624, May.
    36. Daron Acemoglu & Pascual Restrepo, 2022. "Demographics and Automation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 1-44.
    37. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    38. Bergstresser, Daniel & Philippon, Thomas, 2006. "CEO incentives and earnings management," Journal of Financial Economics, Elsevier, vol. 80(3), pages 511-529, June.
    39. Heider, Florian & Ljungqvist, Alexander, 2015. "As certain as debt and taxes: Estimating the tax sensitivity of leverage from state tax changes," Journal of Financial Economics, Elsevier, vol. 118(3), pages 684-712.
    40. Gallemore, John & Labro, Eva, 2015. "The importance of the internal information environment for tax avoidance," Journal of Accounting and Economics, Elsevier, vol. 60(1), pages 149-167.
    41. Hao, (Grace) Qing & Li, Keming, 2022. "Options trading and earnings management: Evidence from the penny pilot program," Journal of Corporate Finance, Elsevier, vol. 77(C).
    42. Anwer S. Ahmed & Yiwen Li & Nina Xu, 2020. "Tick Size and Financial Reporting Quality in Small‐Cap Firms: Evidence from a Natural Experiment," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 58(4), pages 869-914, September.
    43. Vladimir Atanasov & Bernard Black, 2021. "The Trouble with Instruments: The Need for Pretreatment Balance in Shock-Based Instrumental Variable Designs," Management Science, INFORMS, vol. 67(2), pages 1270-1302, February.
    44. Jennifer Francis & Dhananjay Nanda & Per Olsson, 2008. "Voluntary Disclosure, Earnings Quality, and Cost of Capital," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 46(1), pages 53-99, March.
    45. Lawrence J. Abbott & Brian Daugherty & Susan Parker & Gary F. Peters, 2016. "Internal Audit Quality and Financial Reporting Quality: The Joint Importance of Independence and Competence," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 54(1), pages 3-40, March.
    46. Blankespoor, Elizabeth & deHaan, Ed & Marinovic, Iván, 2020. "Disclosure processing costs, investors’ information choice, and equity market outcomes: A review," Journal of Accounting and Economics, Elsevier, vol. 70(2).
    47. Matthias Breuer & Ed Dehaan, 2024. "Using and Interpreting Fixed Effects Models," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 62(4), pages 1183-1226, September.
    48. Bena, Jan & Ortiz-Molina, Hernán & Simintzi, Elena, 2022. "Shielding firm value: Employment protection and process innovation," Journal of Financial Economics, Elsevier, vol. 146(2), pages 637-664.
    49. Babina, Tania & Fedyk, Anastassia & He, Alex & Hodson, James, 2024. "Artificial intelligence, firm growth, and product innovation," Journal of Financial Economics, Elsevier, vol. 151(C).
    50. David Aboody & Baruch Lev, 2000. "Information Asymmetry, R&D, and Insider Gains," Journal of Finance, American Finance Association, vol. 55(6), pages 2747-2766, December.
    51. Elizabeth Blankespoor & Ed deHaan & Christina Zhu, 2018. "Capital market effects of media synthesis and dissemination: evidence from robo-journalism," Review of Accounting Studies, Springer, vol. 23(1), pages 1-36, March.
    52. Qiu, Jiaping & Wan, Chi & Wang, Yan, 2024. "Labor-saving innovations and capital structure," Journal of Corporate Finance, Elsevier, vol. 84(C).
    53. Bart van Ark & Kirsten Jäger, 2017. "Recent Trends in Europe's Output and Productivity Growth Performance at the Sector Level, 2002-2015," International Productivity Monitor, Centre for the Study of Living Standards, vol. 33, pages 8-23, Fall.
    54. Wei Chen & Paul Hribar & Samuel Melessa, 2018. "Incorrect Inferences When Using Residuals as Dependent Variables," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 56(3), pages 751-796, June.
    55. Boone, Audra L. & White, Joshua T., 2015. "The effect of institutional ownership on firm transparency and information production," Journal of Financial Economics, Elsevier, vol. 117(3), pages 508-533.
    56. Wilbur Chen & Suraj Srinivasan, 2024. "Going digital: implications for firm value and performance," Review of Accounting Studies, Springer, vol. 29(2), pages 1619-1665, June.
    57. Kothari, S.P. & Leone, Andrew J. & Wasley, Charles E., 2005. "Performance matched discretionary accrual measures," Journal of Accounting and Economics, Elsevier, vol. 39(1), pages 163-197, February.
    58. Todd Mitton, 2022. "Methodological Variation in Empirical Corporate Finance," The Review of Financial Studies, Society for Financial Studies, vol. 35(2), pages 527-575.
    59. repec:fth:prinin:455 is not listed on IDEAS
    60. Burgstahler, David & Dichev, Ilia, 1997. "Earnings management to avoid earnings decreases and losses," Journal of Accounting and Economics, Elsevier, vol. 24(1), pages 99-126, December.
    61. Carl Benedikt Frey & Thor Berger & Chinchih Chen, 2018. "Political machinery: did robots swing the 2016 US presidential election?," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 34(3), pages 418-442.
    62. Paul Hribar & Daniel W. Collins, 2002. "Errors in Estimating Accruals: Implications for Empirical Research," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 40(1), pages 105-134, March.
    63. Sørensen, Ole H. & Hasle, Peter & Pejtersen, Jan H., 2011. "Trust relations in management of change," Scandinavian Journal of Management, Elsevier, vol. 27(4), pages 405-417.
    64. Gilles Hilary & Gary C. Biddle, 2006. "Accounting Quality and Firm-Level Capital Investment," Post-Print hal-00481720, HAL.
    65. Ge, Suqin & Zhou, Yu, 2020. "Robots, computers, and the gender wage gap," Journal of Economic Behavior & Organization, Elsevier, vol. 178(C), pages 194-222.
    66. Matias Covarrubias & Germán Gutiérrez & Thomas Philippon, 2020. "From Good to Bad Concentration? US Industries over the Past 30 Years," NBER Macroeconomics Annual, University of Chicago Press, vol. 34(1), pages 1-46.
    67. Joshua Angrist & Alan Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Working Papers 834, Princeton University, Department of Economics, Industrial Relations Section..
    68. M. Cecilia Bustamante & Laurent Frésard, 2021. "Does Firm Investment Respond to Peers’ Investment?," Management Science, INFORMS, vol. 67(8), pages 4703-4724, August.
    69. Jiang, Fuxiu & Ma, Yunbiao & Wang, Xue, 2020. "Multiple blockholders and earnings management," Journal of Corporate Finance, Elsevier, vol. 64(C).
    70. Charles Ham & Mark Lang & Nicholas Seybert & Sean Wang, 2017. "CFO Narcissism and Financial Reporting Quality," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 55(5), pages 1089-1135, December.
    71. Call, Andrew C. & Campbell, John L. & Dhaliwal, Dan S. & Moon, James R., 2017. "Employee quality and financial reporting outcomes," Journal of Accounting and Economics, Elsevier, vol. 64(1), pages 123-149.
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    JEL classification:

    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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