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Robots and the Public Finance of Disability Insurance

Author

Listed:
  • Duha T. Altindag
  • Reem El Cheikh Taha
  • John M. Nunley
  • R. Alan Seals

Abstract

Automation affects public budgets through wages and the tax base, and also through inflows into social insurance. We estimate the effect of industrial robot exposure on Social Security Disability Insurance (SSDI) applications using confidential commuting-zone data and a shift-share design that instruments U.S. exposure with earlier European robot diffusion. One additional robot per 1,000 workers lowers applications by about 8 per 100,000 working-age residents, with the largest declines among workers aged 55 to 64. Employment-to-population ratios do not fall in exposed commuting zones, which weighs against broad local displacement as the sole explanation. A year's flow of averted applications corresponds to about \$3.4 billion in expected SSDI and Medicare obligations, or about \$17,000 per robot-year, in present value rather than realized cash. Displacement adds to social-insurance costs, whereas robot exposure here reduces them, an offset that assessments built only on displacement leave unpriced.

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  • Duha T. Altindag & Reem El Cheikh Taha & John M. Nunley & R. Alan Seals, 2026. "Robots and the Public Finance of Disability Insurance," Papers 2607.02892, arXiv.org.
    • Handle: RePEc:arx:papers:2607.02892
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    References listed on IDEAS

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    1. Manasi Deshpande & Maxwell Kellogg & Magne Mogstad & Kuan-Ju Tseng, 2026. "Explaining the Historical Rise and Recent Decline in Social Security Disability Insurance Enrollment," NBER Working Papers 35300, National Bureau of Economic Research, Inc.
    2. David H. Autor & David Dorn & Gordon H. Hanson & Jae Song, 2014. "Trade Adjustment: Worker-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1799-1860.
    3. Eric French & Jae Song, 2014. "The Effect of Disability Insurance Receipt on Labor Supply," American Economic Journal: Economic Policy, American Economic Association, vol. 6(2), pages 291-337, May.
    4. 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.
    5. Daron Acemoglu & Andrea Manera & Pascual Restrepo, 2020. "Does the US Tax Code Favor Automation?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 51(1 (Spring), pages 231-300.
    6. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    7. Carlsson, Bo, 1984. "The development and use of machine tools in historical perspective," Journal of Economic Behavior & Organization, Elsevier, vol. 5(1), pages 91-114, March.
    8. Jonathan Gruber, 2000. "Disability Insurance Benefits and Labor Supply," Journal of Political Economy, University of Chicago Press, vol. 108(6), pages 1162-1183, December.
    9. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    10. Spreen, Thomas Luke & Wang, Ziyuan & Yang, Lang (Kate), 2025. "Industrial automation and local public goods," Journal of Public Economics, Elsevier, vol. 247(C).
    11. Justin R. Pierce & Peter K. Schott, 2016. "The Surprisingly Swift Decline of US Manufacturing Employment," American Economic Review, American Economic Association, vol. 106(7), pages 1632-1662, July.
    12. O'Brien, Rourke & Bair, Elizabeth F. & Venkataramani, Atheendar S., 2022. "Death by Robots? Automation and Working-Age Mortality in the United States," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 59(2), pages 607-628.
    13. 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.
    14. Melissa S. Kearney & Brendan M. Price & Riley Wilson, 2021. "Disability Insurance in the Great Recession: Ease of Access, Program Enrollment, and Local Hysteresis," AEA Papers and Proceedings, American Economic Association, vol. 111, pages 486-490, May.
    15. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The Skill Content of Recent Technological Change: An Empirical Exploration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1279-1333.
    16. Dan Black & Kermit Daniel & Seth Sanders, 2002. "The Impact of Economic Conditions on Participation in Disability Programs: Evidence from the Coal Boom and Bust," American Economic Review, American Economic Association, vol. 92(1), pages 27-50, March.
    17. Manasi Deshpande & Yue Li, 2019. "Who Is Screened Out? Application Costs and the Targeting of Disability Programs," American Economic Journal: Economic Policy, American Economic Association, vol. 11(4), pages 213-248, November.
    18. David H. Autor & Mark G. Duggan, 2003. "The Rise in the Disability Rolls and the Decline in Unemployment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 157-206.
    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. Brad Hershbein & Lisa B. Kahn, 2018. "Do Recessions Accelerate Routine-Biased Technological Change? Evidence from Vacancy Postings," American Economic Review, American Economic Association, vol. 108(7), pages 1737-1772, July.
    21. Giuseppe Di Giacomo & Benjamin Lerch, 2026. "Robots and Non-Participation in the United States: Where Have All the Workers Gone?," ILR Review, Cornell University, ILR School, vol. 79(1), pages 91-113, January.
    22. Maestas, Nicole & Mullen, Kathleen J. & Strand, Alexander, 2021. "The effect of economic conditions on the disability insurance program: Evidence from the great recession," Journal of Public Economics, Elsevier, vol. 199(C).
    23. 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.
    24. Jeffrey B. Liebman, 2015. "Understanding the Increase in Disability Insurance Benefit Receipt in the United States," Journal of Economic Perspectives, American Economic Association, vol. 29(2), pages 123-150, Spring.
    25. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum & Nicole Woessner, 2021. "The Adjustment of Labor Markets to Robots [“Skills, Tasks and Technologies: Implications for Employment and Earnings]," Journal of the European Economic Association, European Economic Association, vol. 19(6), pages 3104-3153.
    26. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    27. Hyejin Kim, 2026. "Robot Effects on Worker's Compensation Benefits," Health Economics, John Wiley & Sons, Ltd., vol. 35(2), pages 139-144, February.
    28. Uwe Thuemmel, 2023. "Optimal Taxation of Robots," Journal of the European Economic Association, European Economic Association, vol. 21(3), pages 1154-1190.
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