IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/24497.html
   My bibliography  Save this paper

Adoption and Learning Across Hospitals: The Case of a Revenue-Generating Practice

Author

Listed:
  • Adam Sacarny

Abstract

Performance-raising practices tend to diffuse slowly in the health care sector. To understand how incentives drive adoption, I study a practice that generates revenue for hospitals: submitting detailed documentation about patients. After a 2008 reform, hospitals could raise their Medicare revenue over 2% by always specifying a patient’s type of heart failure. Hospitals only captured around half of this revenue, indicating that large frictions impeded takeup. Exploiting the fact that many doctors practice at multiple hospitals, I find that four-fifths of the dispersion in adoption reflects differences in the ability of hospitals to extract documentation from physicians. Hospital adoption is robustly correlated with generating survival for heart attack patients and using inexpensive survival-raising standards of care. Hospital-physician integration and electronic medical records also influence adoption. These findings highlight the potential for institution-level frictions, including agency conflicts, to explain variations in health care performance across providers.

Suggested Citation

  • Adam Sacarny, 2018. "Adoption and Learning Across Hospitals: The Case of a Revenue-Generating Practice," NBER Working Papers 24497, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:24497
    Note: EH
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w24497.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. David Card & Jörg Heining & Patrick Kline, 2013. "Workplace Heterogeneity and the Rise of West German Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 967-1015.
    2. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    3. Van Reenen, John & Bloom, Nicholas & Sadun, Raffaella, 2016. "Management as a Technology," CEPR Discussion Papers 11312, C.E.P.R. Discussion Papers.
    4. Foster, Andrew D & Rosenzweig, Mark R, 1995. "Learning by Doing and Learning from Others: Human Capital and Technical Change in Agriculture," Journal of Political Economy, University of Chicago Press, vol. 103(6), pages 1176-1209, December.
    5. Allan Collard-Wexler & Jan De Loecker, 2015. "Reallocation and Technology: Evidence from the US Steel Industry," American Economic Review, American Economic Association, vol. 105(1), pages 131-171, January.
    6. Leemore S. Dafny, 2005. "How Do Hospitals Respond to Price Changes?," American Economic Review, American Economic Association, vol. 95(5), pages 1525-1547, December.
    7. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    8. David Dranove & Chris Forman & Avi Goldfarb & Shane Greenstein, 2014. "The Trillion Dollar Conundrum: Complementarities and Health Information Technology," American Economic Journal: Economic Policy, American Economic Association, vol. 6(4), pages 239-270, November.
    9. Gaure, Simen, 2014. "Practical Correlation Bias Correction in Two-way Fixed Effects Linear Regression," Memorandum 21/2014, Oslo University, Department of Economics.
    10. Amy Finkelstein & Matthew Gentzkow & Heidi Williams, 2016. "Sources of Geographic Variation in Health Care: Evidence From PatientMigration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1681-1726.
    11. Michael Geruso & Timothy Layton, 2020. "Upcoding: Evidence from Medicare on Squishy Risk Adjustment," Journal of Political Economy, University of Chicago Press, vol. 128(3), pages 984-1026.
    12. Ernst R. Berndt & Charles R. Hulten, 2007. "Hard-to-Measure Goods and Services: Essays in Honor of Zvi Griliches," NBER Books, National Bureau of Economic Research, Inc, number bern07-1.
    13. 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.
    14. Robert Gibbons & Rebecca Henderson, 2012. "What Do Managers Do? [The Handbook of Organizational Economics]," Introductory Chapters,, Princeton University Press.
    15. Agha, Leila, 2014. "The effects of health information technology on the costs and quality of medical care," Journal of Health Economics, Elsevier, vol. 34(C), pages 19-30.
    16. Amitabh Chandra & Amy Finkelstein & Adam Sacarny & Chad Syverson, 2013. "Healthcare Exceptionalism? Productivity and Allocation in the U.S. Healthcare Sector," NBER Working Papers 19200, National Bureau of Economic Research, Inc.
    17. Nicholas Bloom & Christos Genakos & Raffaella Sadun & John Van Reenen, 2011. "Management Practices Across Firms and Countries," CEP Discussion Papers dp1109, Centre for Economic Performance, LSE.
    18. Robert Gibbons & John Roberts, 2012. "The Handbook of Organizational Economics," Economics Books, Princeton University Press, edition 1, volume 1, number 9889.
    19. Jeremy T. Fox & Valérie Smeets, 2011. "Does Input Quality Drive Measured Differences In Firm Productivity?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 52(4), pages 961-989, November.
    20. M. J. Andrews & L. Gill & T. Schank & R. Upward, 2008. "High wage workers and low wage firms: negative assortative matching or limited mobility bias?," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 171(3), pages 673-697, June.
    21. Kata Mihaly & Daniel F. McCaffrey & J. R. Lockwood & Tim R. Sass, 2010. "Centering and reference groups for estimates of fixed effects: Modifications to felsdvreg," Stata Journal, StataCorp LP, vol. 10(1), pages 82-103, March.
    22. Jonathan Skinner & Douglas Staiger, 2007. "Technology Adoption from Hybrid Corn to Beta-Blockers," NBER Chapters, in: Hard-to-Measure Goods and Services: Essays in Honor of Zvi Griliches, pages 545-570, National Bureau of Economic Research, Inc.
    23. Timothy G. Conley & Christopher R. Udry, 2010. "Learning about a New Technology: Pineapple in Ghana," American Economic Review, American Economic Association, vol. 100(1), pages 35-69, March.
    24. McClellan, Mark & Cutler, David & Newhous, Joseph P., 2000. "How Does Managed Care Do It?," Scholarly Articles 2643884, Harvard University Department of Economics.
    25. Amitabh Chandra & Douglas O. Staiger, 2007. "Productivity Spillovers in Health Care: Evidence from the Treatment of Heart Attacks," Journal of Political Economy, University of Chicago Press, vol. 115(1), pages 103-140.
    26. Ernst R. Berndt & Charles R. Hulten, 2007. "Introduction to "Hard-to-Measure Goods and Services: Essays in Honor of Zvi Griliches"," NBER Chapters, in: Hard-to-Measure Goods and Services: Essays in Honor of Zvi Griliches, pages 1-14, National Bureau of Economic Research, Inc.
    27. McConnell, K. John & Lindrooth, Richard C. & Wholey, Douglas R. & Maddox, Thomas M. & Bloom, Nicholas, 2013. "Management practices and the quality of care in cardiac units," LSE Research Online Documents on Economics 59336, London School of Economics and Political Science, LSE Library.
    28. David M. Cutler & Mark McClellan & Joseph P. Newhouse & Dahlia Remler, 1998. "Are Medical Prices Declining? Evidence from Heart Attack Treatments," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 991-1024.
    29. Goldman, L. Elizabeth & Dudley, R. Adams, 2008. "United States rural hospital quality in the Hospital Compare database--Accounting for hospital characteristics," Health Policy, Elsevier, vol. 87(1), pages 112-127, July.
    30. Mark B. McClellan & Douglas O. Staiger, 2000. "Comparing Hospital Quality at For-Profit and Not- for-Profit Hospitals," NBER Chapters, in: The Changing Hospital Industry: Comparing Not-for-Profit and For-Profit Institutions, pages 93-112, National Bureau of Economic Research, Inc.
    31. Eric Bartelsman & John Haltiwanger & Stefano Scarpetta, 2013. "Cross-Country Differences in Productivity: The Role of Allocation and Selection," American Economic Review, American Economic Association, vol. 103(1), pages 305-334, February.
    32. John M. Abowd & Robert H. Creecy & Francis Kramarz, 2002. "Computing Person and Firm Effects Using Linked Longitudinal Employer-Employee Data," Longitudinal Employer-Household Dynamics Technical Papers 2002-06, Center for Economic Studies, U.S. Census Bureau.
    33. Jonathan Skinner & Douglas Staiger, 2015. "Technology Diffusion and Productivity Growth in Health Care," The Review of Economics and Statistics, MIT Press, vol. 97(5), pages 951-964, December.
    34. Amitabh Chandra & Amy Finkelstein & Adam Sacarny & Chad Syverson, 2016. "Productivity Dispersion in Medicine and Manufacturing," American Economic Review, American Economic Association, vol. 106(5), pages 99-103, May.
    35. Austin Nichols, 2008. "FESE: Stata module to calculate standard errors for fixed effects," Statistical Software Components S456914, Boston College Department of Economics, revised 05 Sep 2008.
    36. Silverman, Elaine & Skinner, Jonathan, 2004. "Medicare upcoding and hospital ownership," Journal of Health Economics, Elsevier, vol. 23(2), pages 369-389, March.
    37. David M. Cutler & Mark McClellan & Joseph P. Newhouse, 2000. "How Does Managed Care Do It?," RAND Journal of Economics, The RAND Corporation, vol. 31(3), pages 526-548, Autumn.
    38. David M. Cutler, 2000. "The Changing Hospital Industry: Comparing Not-for-Profit and For-Profit Institutions," NBER Books, National Bureau of Economic Research, Inc, number cutl00-1.
    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. Kjartan Sarheim Anthun, 2022. "Predicting diagnostic coding in hospitals: individual level effects of price incentives," International Journal of Health Economics and Management, Springer, vol. 22(2), pages 129-146, June.
    2. Ali Hortaçsu & Olivia R. Natan & Hayden Parsley & Timothy Schwieg & Kevin R. Williams, 2021. "Organizational Structure and Pricing: Evidence from a Large U.S. Airline," NBER Working Papers 29508, National Bureau of Economic Research, Inc.
    3. Amitabh Chandra & Pragya Kakani & Adam Sacarny, 2020. "Hospital Allocation and Racial Disparities in Health Care," NBER Working Papers 28018, National Bureau of Economic Research, Inc.
    4. Goldring, Thomas & Jacob, Brian A. & Kreisman, Daniel & Ricks, Michael D., 2024. "Loopholes and the Incidence of Public Services: Evidence from Funding Career & Technical Education," IZA Discussion Papers 16943, Institute of Labor Economics (IZA).
    5. Stuart V. Craig & Keith Marzilli Ericson & Amanda Starc, 2018. "How Important Is Price Variation Between Health Insurers?," NBER Working Papers 25190, National Bureau of Economic Research, Inc.
    6. Maggie Shi, 2023. "Monitoring for Waste: Evidence from Medicare Audits," NBER Working Papers 31559, National Bureau of Economic Research, Inc.
    7. Gautam Gowrisankaran & Keith A. Joiner & Jianjing Lin, 2016. "How do Hospitals Respond to Payment Incentives?," NBER Working Papers 22873, National Bureau of Economic Research, Inc.
    8. Ali Hortacsu & Olivia R. Natan & Hayden Parsley & Timothy Schwieg & Kevin R. Williams, 2021. "Organizational Structure and Pricing: Evidence from a Large U.S. Airline," Cowles Foundation Discussion Papers 2312R4, Cowles Foundation for Research in Economics, Yale University, revised Jun 2023.
    9. Chiu, Kevin, 2021. "The impact of certificate of need laws on heart attack mortality: Evidence from county borders," Journal of Health Economics, Elsevier, vol. 79(C).
    10. Atul Gupta & Ambar La Forgia & Adam Sacarny, 2024. "Turbocharging Profits? Contract Gaming and Revenue Allocation in Healthcare," NBER Working Papers 32564, National Bureau of Economic Research, Inc.
    11. Chen, Alice J. & Munnich, Elizabeth L. & Parente, Stephen T. & Richards, Michael R., 2023. "Provider turf wars and Medicare payment rules," Journal of Public Economics, Elsevier, vol. 218(C).
    12. Craig, Stuart V. & Ericson, Keith Marzilli & Starc, Amanda, 2021. "How important is price variation between health insurers?," Journal of Health Economics, Elsevier, vol. 77(C).
    13. Matthias Bäuml, 2021. "How do hospitals respond to cross price incentives inherent in diagnosis‐related groups systems? The importance of substitution in the market for sepsis conditions," Health Economics, John Wiley & Sons, Ltd., vol. 30(4), pages 711-728, April.
    14. Ali Hortacsu & Olivia R. Natan & Hayden Parsley & Timothy Schwieg & Kevin R. Williams, 2021. "Organizational Structure and Pricing: Evidence from a Large U.S. Airline," Cowles Foundation Discussion Papers 2312R3, Cowles Foundation for Research in Economics, Yale University, revised Jan 2023.

    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. 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.
    2. Amitabh Chandra & Amy Finkelstein & Adam Sacarny & Chad Syverson, 2013. "Healthcare Exceptionalism? Productivity and Allocation in the U.S. Healthcare Sector," NBER Working Papers 19200, National Bureau of Economic Research, Inc.
    3. Marcel Fafchamps & Simon Quinn, 2018. "Networks and Manufacturing Firms in Africa: Results from a Randomized Field Experiment," The World Bank Economic Review, World Bank, vol. 32(3), pages 656-675.
    4. David C. Chan, Jr, 2016. "Informational Frictions and Practice Variation: Evidence from Physicians in Training," NBER Working Papers 21855, National Bureau of Economic Research, Inc.
    5. Benjamin Lochner & Bastian Schulz, 2024. "Firm Productivity, Wages, and Sorting," Journal of Labor Economics, University of Chicago Press, vol. 42(1), pages 85-119.
    6. Amitabh Chandra & Carrie H. Colla & Jonathan S. Skinner, 2023. "Productivity Variation and Input Misallocation: Evidence from Hospitals," NBER Working Papers 31569, National Bureau of Economic Research, Inc.
    7. Chaudhary, Amit, 2021. "Do workers, managers, and stations matter for effective policing? A decomposition of productivity into three dimensions of unobserved heterogeneity," The Warwick Economics Research Paper Series (TWERPS) 1377, University of Warwick, Department of Economics.
    8. Bassi, Vittorio & Nyshadham, Anant & Tamayo, Jorge & Adhvaryu, Achyuta, 2020. "No Line Left Behind: Assortative Matching Inside the Firm," CEPR Discussion Papers 14554, C.E.P.R. Discussion Papers.
    9. Stefan Bender & Nicholas Bloom & David Card & John Van Reenen & Stefanie Wolter, 2018. "Management Practices, Workforce Selection, and Productivity," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 371-409.
    10. David Card & Ana Rute Cardoso & Joerg Heining & Patrick Kline, 2018. "Firms and Labor Market Inequality: Evidence and Some Theory," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 13-70.
    11. Jorge Alvarez & Felipe Benguria & Niklas Engbom & Christian Moser, 2018. "Firms and the Decline in Earnings Inequality in Brazil," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(1), pages 149-189, January.
    12. Koen Jochmans & Martin Weidner, 2019. "Fixed‐Effect Regressions on Network Data," Econometrica, Econometric Society, vol. 87(5), pages 1543-1560, September.
    13. Jill R. Horwitz & Austin Nichols, 2007. "What Do Nonprofits Maximize? Nonprofit Hospital Service Provision and Market Ownership Mix," NBER Working Papers 13246, National Bureau of Economic Research, Inc.
    14. Patrick Kline & Raffaele Saggio & Mikkel Sølvsten, 2020. "Leave‐Out Estimation of Variance Components," Econometrica, Econometric Society, vol. 88(5), pages 1859-1898, September.
    15. Stéphane Bonhomme & Kerstin Holzheu & Thibaut Lamadon & Elena Manresa & Magne Mogstad & Bradley Setzler, 2023. "How Much Should We Trust Estimates of Firm Effects and Worker Sorting?," Journal of Labor Economics, University of Chicago Press, vol. 41(2), pages 291-322.
    16. Godøy, Anna & Huitfeldt, Ingrid, 2020. "Regional variation in health care utilization and mortality," Journal of Health Economics, Elsevier, vol. 71(C).
    17. Moscone, Francesco & Skinner, Jonathan & Tosetti, Elisa & Yasaitis, Laura, 2019. "The association between medical care utilization and health outcomes: A spatial analysis," Regional Science and Urban Economics, Elsevier, vol. 77(C), pages 306-314.
    18. Manuel Adelino & Katharina Lewellen & W. Ben McCartney, 2022. "Hospital Financial Health and Clinical Choices: Evidence from the Financial Crisis," Management Science, INFORMS, vol. 68(3), pages 2098-2119, March.
    19. Amitabh Chandra & Pragya Kakani & Adam Sacarny, 2020. "Hospital Allocation and Racial Disparities in Health Care," NBER Working Papers 28018, National Bureau of Economic Research, Inc.

    More about this item

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • I1 - Health, Education, and Welfare - - Health
    • L2 - Industrial Organization - - Firm Objectives, Organization, and Behavior
    • 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

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:nbr:nberwo:24497. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    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.