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Producing Health: Measuring Value Added of Nursing Homes

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  • Liran Einav
  • Amy Finkelstein
  • Neale Mahoney

Abstract

We develop a stylized model that allows us to estimate a value-added measure for nursing homes (“SNFs”) which accounts for patient selection both into and out of a SNF. We use the model, together with detailed data on the physical and mental health of about 6 million Medicare SNF patients between 2011 and 2016, to estimate the value added for about 14,000 distinct SNFs. We document substantial heterogeneity in value added. Nationwide, compared to a 10th percentile SNF, a 90th percentile SNF is able to discharge a patient at the same health level almost a week sooner, or one quarter of the median length of stay. Heterogeneity in value added within a market is almost as large as it is nationwide. Our results point to the potential for substantial gains through policies that encourage reallocation of patients to higher-quality SNFs within their market.

Suggested Citation

  • Liran Einav & Amy Finkelstein & Neale Mahoney, 2022. "Producing Health: Measuring Value Added of Nursing Homes," NBER Working Papers 30228, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:30228
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    1. Joseph G. Altonji & Todd E. Elder & Christopher R. Taber, 2005. "Selection on Observed and Unobserved Variables: Assessing the Effectiveness of Catholic Schools," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 151-184, February.
    2. David Card & Alessandra Fenizia & David Silver, 2023. "The Health Impacts of Hospital Delivery Practices," American Economic Journal: Economic Policy, American Economic Association, vol. 15(2), pages 42-81, May.
    3. Cutler, David M., 2007. "The lifetime costs and benefits of medical technology," Journal of Health Economics, Elsevier, vol. 26(6), pages 1081-1100, December.
    4. Atila Abdulkadiroğlu & Parag A. Pathak & Jonathan Schellenberg & Christopher R. Walters, 2020. "Do Parents Value School Effectiveness?," American Economic Review, American Economic Association, vol. 110(5), pages 1502-1539, May.
    5. Small, Kenneth A & Rosen, Harvey S, 1981. "Applied Welfare Economics with Discrete Choice Models," Econometrica, Econometric Society, vol. 49(1), pages 105-130, January.
    6. Johan Bring, 1995. "Variable importance by partitioningR 2," Quality & Quantity: International Journal of Methodology, Springer, vol. 29(2), pages 173-189, May.
    7. Emily Oster, 2019. "Unobservable Selection and Coefficient Stability: Theory and Evidence," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(2), pages 187-204, April.
    8. Liran Einav & Amy Finkelstein & Heidi Williams, 2016. "Paying on the Margin for Medical Care: Evidence from Breast Cancer Treatments," American Economic Journal: Economic Policy, American Economic Association, vol. 8(1), pages 52-79, February.
    9. Amitabh Chandra & Amy Finkelstein & Adam Sacarny & Chad Syverson, 2016. "Health Care Exceptionalism? Performance and Allocation in the US Health Care Sector," American Economic Review, American Economic Association, vol. 106(8), pages 2110-2144, August.
    10. Koedel, Cory & Mihaly, Kata & Rockoff, Jonah E., 2015. "Value-added modeling: A review," Economics of Education Review, Elsevier, vol. 47(C), pages 180-195.
    11. John Geweke & Gautam Gowrisankaran & Robert J. Town, 2003. "Bayesian Inference for Hospital Quality in a Selection Model," Econometrica, Econometric Society, vol. 71(4), pages 1215-1238, July.
    12. James Heckman, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    13. Atul Gupta & Sabrina T Howell & Constantine Yannelis & Abhinav Gupta, 2021. "Does Private Equity Investment in Healthcare Benefit Patients? Evidence from Nursing Homes," Working Papers 2021-20, Becker Friedman Institute for Research In Economics.
    14. Martin B. Hackmann & R. Vincent Pohl & Nicolas R. Ziebarth, 2024. "Patient versus Provider Incentives in Long-Term Care," American Economic Journal: Applied Economics, American Economic Association, vol. 16(3), pages 178-218, July.
    15. Dubin, Jeffrey A & McFadden, Daniel L, 1984. "An Econometric Analysis of Residential Electric Appliance Holdings and Consumption," Econometrica, Econometric Society, vol. 52(2), pages 345-362, March.
    16. Brian A. Jacob & Steven D. Levitt, 2003. "Rotten Apples: An Investigation of the Prevalence and Predictors of Teacher Cheating," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 843-877.
    17. Grossman, Michael, 1972. "On the Concept of Health Capital and the Demand for Health," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 223-255, March-Apr.
    18. Cutler, David, 2007. "The Lifetime Costs and Benefits of Medical Technology," Scholarly Articles 2643640, Harvard University Department of Economics.
    19. Nikhil Agarwal & Paulo J. Somaini, 2022. "Demand Analysis under Latent Choice Constraints," NBER Working Papers 29993, National Bureau of Economic Research, Inc.
    20. Petra E. Todd & Kenneth I. Wolpin, 2003. "On The Specification and Estimation of The Production Function for Cognitive Achievement," Economic Journal, Royal Economic Society, vol. 113(485), pages 3-33, February.
    21. Martin B. Hackmann, 2019. "Incentivizing Better Quality of Care: The Role of Medicaid and Competition in the Nursing Home Industry," American Economic Review, American Economic Association, vol. 109(5), pages 1684-1716, May.
    22. Atul Gupta & Sabrina T Howell & Constantine Yannelis & Abhinav Gupta, 2024. "Owner Incentives and Performance in Healthcare: Private Equity Investment in Nursing Homes," The Review of Financial Studies, Society for Financial Studies, vol. 37(4), pages 1029-1077.
    23. Cornell, Portia Y. & Grabowski, David C. & Norton, Edward C. & Rahman, Momotazur, 2019. "Do report cards predict future quality? The case of skilled nursing facilities," Journal of Health Economics, Elsevier, vol. 66(C), pages 208-221.
    24. Edward P. Lazear, 2006. "Speeding, Terrorism, and Teaching to the Test," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(3), pages 1029-1061.
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    Cited by:

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    2. Marina Di Giacomo & Massimiliano Piacenza & Luca Salmasi & Gilberto Turati, 2024. "Understanding productivity in maternity wards," DISCE - Working Papers del Dipartimento di Economia e Finanza def134, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    3. Jonathan Gruber & David H. Howard & Jetson Leder-Luis & Theodore L. Caputi, 2025. "Dying or Lying? For-Profit Hospices and End-of-Life Care," American Economic Review, American Economic Association, vol. 115(1), pages 263-294, January.
    4. Laura Battaglia & Timothy Christensen & Stephen Hansen & Szymon Sacher, 2024. "Inference for Regression with Variables Generated from Unstructured Data," CESifo Working Paper Series 11119, CESifo.
    5. Bär, Marlies & Bakx, Pieter & Wouterse, Bram & van Doorslaer, Eddy, 2022. "Estimating the health value added by nursing homes," Journal of Economic Behavior & Organization, Elsevier, vol. 203(C), pages 1-23.
    6. Laura Battaglia & Timothy Christensen & Stephen Hansen & Szymon Sacher, 2024. "Inference for Regression with Variables Generated by AI or Machine Learning," Papers 2402.15585, arXiv.org, revised Apr 2025.
    7. Di Giacomo, Marina & Piacenza, Massimiliano & Salmasi, Luca & Turati, Gilberto, 2025. "Understanding labour productivity in maternity wards," Labour Economics, Elsevier, vol. 96(C).
    8. Wang, Xiaoxiao & Liang, Changyong, 2025. "Impact of family members’ perception bias on service strategies of elder care institutions," Socio-Economic Planning Sciences, Elsevier, vol. 98(C).
    9. Bar, M.; & Bakx, P.; & Wouterse, B.; & van Doorslaer, Eddy.;, 2022. "Estimating the health value added by nursing homes," Health, Econometrics and Data Group (HEDG) Working Papers 22/12, HEDG, c/o Department of Economics, University of York.
    10. Walters, Christopher, 2024. "Empirical Bayes methods in labor economics," Handbook of Labor Economics,, Elsevier.
    11. Jessie Bruhn & Christopher Campos & Eric Chen, 2023. "Who Benefits from Remote Schooling? Self-Selection and Match Effects," Working Papers 2023-004, Brown University, Department of Economics.
    12. Tian Xie, 2025. "Automatic Inference for Value-Added Regressions," Papers 2503.19178, arXiv.org, revised Dec 2025.

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    More about this item

    JEL classification:

    • I1 - Health, Education, and Welfare - - Health
    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • L15 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Information and Product Quality
    • L8 - Industrial Organization - - Industry Studies: Services
    • L88 - Industrial Organization - - Industry Studies: Services - - - Government Policy

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