IDEAS home Printed from https://ideas.repec.org/p/bol/bodewp/wp766.html
   My bibliography  Save this paper

The role of GP s compensation schemes in diabetes care: evidence from panel data

Author

Listed:
  • E. Iezzi
  • M. Lippi Bruni
  • C. Ugolini

Abstract

The design of incentive schemes that improve quality of care is a central issue for the healthcare sector. Nowadays we observe many pay-for-performance programs, where payment is contingent on meeting indicators of provider effort, but also other alternative strategies have been introduced, for example programs rewarding physicians for participation in diseases management plans. Although it has been recognised that incentive-based remuneration schemes can have an impact on GP behaviour, there is still weak empirical evidence on the extent to which such programs influence health outcomes. We investigate the impact of financial incentives in Regional and Local Health Authority contracts for primary care in the Italian Region Emilia Romagna for the years 2003-05. We focus on avoidable hospitalisations (Ambulatory Care Sensitive Conditions) for patients affected by type 2 diabetes mellitus, for which the assumption of responsibility and the adoption of clinical guidelines are specifically rewarded. We estimate a panel count data model using a Negative Binomial distribution to test the hypothesis that, other things equal, patients under the responsibility of GPs receiving a higher share of their income through these programs are less likely to experience avoidable hospitalisations. Our findings support the hypothesis that financial transfers may contribute to improve quality of care, even when they are not based on the ex-post verification of performances.

Suggested Citation

  • E. Iezzi & M. Lippi Bruni & C. Ugolini, 2011. "The role of GP s compensation schemes in diabetes care: evidence from panel data," Working Papers wp766, Dipartimento Scienze Economiche, Universita' di Bologna.
  • Handle: RePEc:bol:bodewp:wp766
    as

    Download full text from publisher

    File URL: http://amsacta.unibo.it/4475/1/WP766.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. P.C. Smith, 2002. "Measuring health system performance," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 3(3), pages 145-148, September.
    2. Oddvar Kaarboe & Luigi Siciliani, 2011. "Multi‐tasking, quality and pay for performance," Health Economics, John Wiley & Sons, Ltd., vol. 20(2), pages 225-238, February.
    3. Andrew M. Jones, 2009. "Panel Data Methods and Applications to Health Economics," Palgrave Macmillan Books, in: Terence C. Mills & Kerry Patterson (ed.), Palgrave Handbook of Econometrics, chapter 12, pages 557-631, Palgrave Macmillan.
    4. Hausman, Jerry A & Taylor, William E, 1981. "Panel Data and Unobservable Individual Effects," Econometrica, Econometric Society, vol. 49(6), pages 1377-1398, November.
    5. Jasmin Kantarevic & Boris Kralj, 2013. "Link Between Pay For Performance Incentives And Physician Payment Mechanisms: Evidence From The Diabetes Management Incentive In Ontario," Health Economics, John Wiley & Sons, Ltd., vol. 22(12), pages 1417-1439, December.
    6. Joseph Hilbe, 1994. "Negative binomial regression," Stata Technical Bulletin, StataCorp LP, vol. 3(18).
    7. Martin Emmert & Frank Eijkenaar & Heike Kemter & Adelheid Esslinger & Oliver Schöffski, 2012. "Economic evaluation of pay-for-performance in health care: a systematic review," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 13(6), pages 755-767, December.
    8. Baltagi, Badi H. & Bresson, Georges & Pirotte, Alain, 2003. "Fixed effects, random effects or Hausman-Taylor?: A pretest estimator," Economics Letters, Elsevier, vol. 79(3), pages 361-369, June.
    9. Matt Sutton & Ross Elder & Bruce Guthrie & Graham Watt, 2010. "Record rewards: the effects of targeted quality incentives on the recording of risk factors by primary care providers," Health Economics, John Wiley & Sons, Ltd., vol. 19(1), pages 1-13, January.
    10. Dumont, Etienne & Fortin, Bernard & Jacquemet, Nicolas & Shearer, Bruce, 2008. "Physicians' multitasking and incentives: Empirical evidence from a natural experiment," Journal of Health Economics, Elsevier, vol. 27(6), pages 1436-1450, December.
    11. Hausman, Jerry & Hall, Bronwyn H & Griliches, Zvi, 1984. "Econometric Models for Count Data with an Application to the Patents-R&D Relationship," Econometrica, Econometric Society, vol. 52(4), pages 909-938, July.
    12. Greene, William, 2008. "Functional forms for the negative binomial model for count data," Economics Letters, Elsevier, vol. 99(3), pages 585-590, June.
    13. Uri Gneezy & Aldo Rustichini, 2000. "Pay Enough or Don't Pay at All," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(3), pages 791-810.
    14. Gianluca Fiorentini & Elisa Iezzi & Matteo Lippi Bruni & Cristina Ugolini, 2011. "Incentives in primary care and their impact on potentially avoidable hospital admissions," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 12(4), pages 297-309, August.
    15. Lippi Bruni, Matteo & Nobilio, Lucia & Ugolini, Cristina, 2009. "Economic incentives in general practice: The impact of pay-for-participation and pay-for-compliance programs on diabetes care," Health Policy, Elsevier, vol. 90(2-3), pages 140-148, May.
    16. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    17. Roland Bénabou & Jean Tirole, 2003. "Intrinsic and Extrinsic Motivation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(3), pages 489-520.
    18. Frey, Bruno S., 1993. "Shirking or work morale? : The impact of regulating," European Economic Review, Elsevier, vol. 37(8), pages 1523-1532, December.
    19. Simon Burgess & Marisa Ratto, 2003. "The Role of Incentives in the Public Sector: Issues and Evidence," The Centre for Market and Public Organisation 03/071, The Centre for Market and Public Organisation, University of Bristol, UK.
    20. Greene, William, 2007. "Functional Form and Heterogeneity in Models for Count Data," Foundations and Trends(R) in Econometrics, now publishers, vol. 1(2), pages 113-218, August.
    21. Dusheiko, Mark & Gravelle, Hugh & Martin, Stephen & Rice, Nigel & Smith, Peter C., 2011. "Does better disease management in primary care reduce hospital costs? Evidence from English primary care," Journal of Health Economics, Elsevier, vol. 30(5), pages 919-932.
    22. Kathleen J. Mullen & Richard G. Frank & Meredith B. Rosenthal, 2010. "Can you get what you pay for? Pay‐for‐performance and the quality of healthcare providers," RAND Journal of Economics, RAND Corporation, vol. 41(1), pages 64-91, March.
    23. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    24. Mark Dusheiko & Hugh Gravelle & Stephen Martin & Nigel Rice & Peter C Smith, 2011. "Does Better Disease Management in Primary Care Reduce Hospital Costs?," Working Papers 065cherp, Centre for Health Economics, University of York.
    25. Eggleston, Karen, 2005. "Multitasking and mixed systems for provider payment," Journal of Health Economics, Elsevier, vol. 24(1), pages 211-223, January.
    26. Fiorentini, Gianluca & Lippi Bruni, Matteo & Ugolini, Cristina, 2013. "GPs and hospital expenditures. Should we keep expenditure containment programs alive?," Social Science & Medicine, Elsevier, vol. 82(C), pages 10-20.
    27. Frank Eijkenaar, 2013. "Key issues in the design of pay for performance programs," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 14(1), pages 117-131, February.
    28. Kann, Inger Cathrine & Biørn, Erik & Lurås, Hilde, 2010. "Competition in general practice: Prescriptions to the elderly in a list patient system," Journal of Health Economics, Elsevier, vol. 29(5), pages 751-764, September.
    29. Siciliani, Luigi, 2009. "Paying for performance and motivation crowding out," Economics Letters, Elsevier, vol. 103(2), pages 68-71, May.
    30. Hugh Gravelle & Matt Sutton & Ada Ma, 2010. "Doctor Behaviour under a Pay for Performance Contract: Treating, Cheating and Case Finding?," Economic Journal, Royal Economic Society, vol. 120(542), pages 129-156, February.
    31. Simon Burgess & Marisa Ratto, 2003. "The Role of Incentives in the Public Sector: Issues and Evidence," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 19(2), pages 285-300, Summer.
    32. Maria Goddard & Russell Mannion & Peter Smith, 2000. "Enhancing performance in health care: a theoretical perspective on agency and the role of information," Health Economics, John Wiley & Sons, Ltd., vol. 9(2), pages 95-107, March.
    33. Anthony Scott & Stefanie Schurer & Paul H. Jensen & Peter Sivey, 2009. "The effects of an incentive program on quality of care in diabetes management," Health Economics, John Wiley & Sons, Ltd., vol. 18(9), pages 1091-1108, September.
    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. Pedersen, Line Bjørnskov & Andersen, Merethe Kirstine Kousgaard & Jensen, Ulrich Thy & Waldorff, Frans Boch & Jacobsen, Christian Bøtcher, 2018. "Can external interventions crowd in intrinsic motivation? A cluster randomised field experiment on mandatory accreditation of general practice in Denmark," Social Science & Medicine, Elsevier, vol. 211(C), pages 224-233.
    2. Ugolini, Cristina & Lippi Bruni, Matteo & Leucci, Anna Caterina & Fiorentini, Gianluca & Berti, Elena & Nobilio, Lucia & Moro, Maria Luisa, 2019. "Disease management in diabetes care: When involving GPs improves patient compliance and health outcomes," Health Policy, Elsevier, vol. 123(10), pages 955-962.
    3. Mauro Laudicella & Paolo Li Donni, 2022. "The dynamic interdependence in the demand of primary and emergency secondary care: A hidden Markov approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(3), pages 521-536, April.
    4. Matteo Lippi Bruni & Irene Mammi, 2017. "Spatial effects in hospital expenditures: A district level analysis," Health Economics, John Wiley & Sons, Ltd., vol. 26(S2), pages 63-77, September.
    5. Fiorentini, Gianluca & Bruni, Matteo Lippi & Mammi, Irene, 2022. "The same old medicine but cheaper: The impact of patent expiry on physicians’ prescribing behaviour," Journal of Economic Behavior & Organization, Elsevier, vol. 204(C), pages 37-68.
    6. Álvaro S Almeida & Joana Vales, 2017. "Models Of Primary Care Organization And The Use Of Emergency Departments," FEP Working Papers 598, Universidade do Porto, Faculdade de Economia do Porto.
    7. Donatini A. & Fiorentini G. & Lippi Bruni M. & Mammi I. & Ugolini C., 2014. "Dealing with minor illnesses: the link between primary care characteristics and First Aid Clinics attendances," Working Papers wp925, Dipartimento Scienze Economiche, Universita' di Bologna.
    8. Luiz Flavio Andrade & Thomas Rapp & Christine Sevilla-Dedieu, 2016. "Exploring the determinants of endocrinologist visits by patients with diabetes," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 17(9), pages 1173-1184, December.
    9. Kurt R. Brekke & Tor Helge Holmås & Karin Monstad & Odd Rune Straume, 2018. "Socio‐economic status and physicians' treatment decisions," Health Economics, John Wiley & Sons, Ltd., vol. 27(3), pages 77-89, March.
    10. Lippi Bruni, Matteo & Mammi, Irene & Ugolini, Cristina, 2016. "Does the extension of primary care practice opening hours reduce the use of emergency services?," Journal of Health Economics, Elsevier, vol. 50(C), pages 144-155.
    11. Jemimah Ride & Panos Kasteridis & Nils Gutacker & Hugh Gravelle & Nigel Rice & Anne Mason & Maria Goddard & Tim Doran & Rowena Jacobs, 2023. "Impact of prevention in primary care on costs in primary and secondary care for people with serious mental illness," Health Economics, John Wiley & Sons, Ltd., vol. 32(2), pages 343-355, February.
    12. Kongstad, L.P. & Mellace, G. & Olsen, K.R., 2016. "Can the use of Electronic Health Records in General Practice reduce hospitalizations for diabetes patients? Evidence from a natural experiment," Health, Econometrics and Data Group (HEDG) Working Papers 16/25, HEDG, c/o Department of Economics, University of York.
    13. L. F. Andrade & T. Rapp & C. Sevilla-Dedieu, 2018. "Quality of diabetes follow-up care and hospital admissions," International Journal of Health Economics and Management, Springer, vol. 18(2), pages 153-167, June.
    14. Fiorentini, Gianluca & Lippi Bruni, Matteo & Ugolini, Cristina, 2013. "GPs and hospital expenditures. Should we keep expenditure containment programs alive?," Social Science & Medicine, Elsevier, vol. 82(C), pages 10-20.
    15. Matteo Lippi Bruni & Cristina Ugolini & Rossella Verzulli & Anna Caterina Leucci, 2023. "The impact of Community Health Centers on inappropriate use of emergency services," Health Economics, John Wiley & Sons, Ltd., vol. 32(2), pages 375-394, February.
    16. repec:nip:nipewp:05/2015 is not listed on IDEAS
    17. Clémence Bussière & Nicolas Sirven & Thomas Rapp & Christine Sevilla‐Dedieu, 2020. "Adherence to medical follow‐up recommendations reduces hospital admissions: Evidence from diabetic patients in France," Health Economics, John Wiley & Sons, Ltd., vol. 29(4), pages 508-522, April.
    18. Tsai, Wen-Chen & Huang, Kuang-Hua & Chen, Pei-Chun & Chang, Yu-Chia & Chen, Michael S. & Lee, Chiachi Bonnie, 2023. "Effects of individual and neighborhood social risks on diabetes pay-for-performance program under a single-payer health system," Social Science & Medicine, Elsevier, vol. 326(C).
    19. Zhang, Xue & Sweetman, Arthur, 2018. "Blended capitation and incentives: Fee codes inside and outside the capitated basket," Journal of Health Economics, Elsevier, vol. 60(C), pages 16-29.
    20. Neeru Gupta & Holly M. Ayles, 2019. "Effects of pay-for-performance for primary care physicians on diabetes outcomes in single-payer health systems: a systematic review," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(9), pages 1303-1315, December.
    21. Olsen, Kim Rose & Laudicella, Mauro, 2019. "Health care inequality in free access health systems: The impact of non-pecuniary incentives on diabetic patients in Danish general practices," Social Science & Medicine, Elsevier, vol. 230(C), pages 174-183.

    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. Fiorentini, Gianluca & Lippi Bruni, Matteo & Ugolini, Cristina, 2013. "GPs and hospital expenditures. Should we keep expenditure containment programs alive?," Social Science & Medicine, Elsevier, vol. 82(C), pages 10-20.
    2. Ugolini, Cristina & Lippi Bruni, Matteo & Leucci, Anna Caterina & Fiorentini, Gianluca & Berti, Elena & Nobilio, Lucia & Moro, Maria Luisa, 2019. "Disease management in diabetes care: When involving GPs improves patient compliance and health outcomes," Health Policy, Elsevier, vol. 123(10), pages 955-962.
    3. Tor Iversen & Hilde Lurås, 2012. "Capitation and Incentives in Primary Care," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 26, Edward Elgar Publishing.
    4. Ammi, Mehdi & Fortier, Grant, 2017. "The influence of welfare systems on pay-for-performance programs for general practitioners: A critical review," Social Science & Medicine, Elsevier, vol. 178(C), pages 157-166.
    5. Jeannette Brosig-Koch & Heike Hennig-Schmidt & Nadja Kairies & Daniel Wiesen, 2013. "How Effective are Pay-for-Performance Incentives for Physicians? – A Laboratory Experiment," Ruhr Economic Papers 0413, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    6. repec:zbw:rwirep:0413 is not listed on IDEAS
    7. Brosig-Koch, Jeannette & Hennig-Schmidt, Heike & Kairies, Nadja & Wiesen, Daniel, 2013. "How Effective are Pay-for-Performance Incentives for Physicians? – A Laboratory Experiment," Ruhr Economic Papers 413, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    8. Lippi Bruni, Matteo & Mammi, Irene & Ugolini, Cristina, 2016. "Does the extension of primary care practice opening hours reduce the use of emergency services?," Journal of Health Economics, Elsevier, vol. 50(C), pages 144-155.
    9. Jasmin Kantarevic & Boris Kralj, 2013. "Link Between Pay For Performance Incentives And Physician Payment Mechanisms: Evidence From The Diabetes Management Incentive In Ontario," Health Economics, John Wiley & Sons, Ltd., vol. 22(12), pages 1417-1439, December.
    10. Oxholm, Anne Sophie & Kristensen, Søren Rud & Sutton, Matt, 2018. "Uncertainty about the effort–performance relationship in threshold-based payment schemes," Journal of Health Economics, Elsevier, vol. 62(C), pages 69-83.
    11. Mark Dusheiko & Hugh Gravelle & Stephen Martin & Nigel Rice & Peter C Smith, 2011. "Does Better Disease Management in Primary Care Reduce Hospital Costs?," Working Papers 065cherp, Centre for Health Economics, University of York.
    12. Domenico Lisi & Luigi Siciliani & Odd Rune Straume, 2020. "Hospital competition under pay‐for‐performance: Quality, mortality, and readmissions," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 29(2), pages 289-314, April.
    13. Dusheiko, Mark & Gravelle, Hugh & Martin, Stephen & Rice, Nigel & Smith, Peter C., 2011. "Does better disease management in primary care reduce hospital costs? Evidence from English primary care," Journal of Health Economics, Elsevier, vol. 30(5), pages 919-932.
    14. Nannerup, Niels & Olsen, Kasper Krogh, 2014. "Multitasking and performance measurement," Discussion Papers on Economics 20/2014, University of Southern Denmark, Department of Economics.
    15. Simon Burgess & Carol Propper & Marisa Ratto & Emma Tominey, 2017. "Incentives in the Public Sector: Evidence from a Government Agency," Economic Journal, Royal Economic Society, vol. 127(605), pages 117-141, October.
    16. Olivella, Pau & Siciliani, Luigi, 2017. "Reputational concerns with altruistic providers," Journal of Health Economics, Elsevier, vol. 55(C), pages 1-13.
    17. Kristensen, Søren Rud & Siciliani, Luigi & Sutton, Matt, 2016. "Optimal price-setting in pay for performance schemes in health care," Journal of Economic Behavior & Organization, Elsevier, vol. 123(C), pages 57-77.
    18. Neckermann, Susanne & Yang, Xiaolan, 2017. "Understanding the (unexpected) consequences of unexpected recognition," Journal of Economic Behavior & Organization, Elsevier, vol. 135(C), pages 131-142.
    19. Timothy Simcoe & Maryaline Catillon & Paul Gertler, 2019. "Who benefits most in disease management programs: Improving target efficiency," Health Economics, John Wiley & Sons, Ltd., vol. 28(2), pages 189-203, February.
    20. Islam, M. Kamrul & Kjerstad, Egil, 2017. "Is incentivizing by subsidizing a better way of managing chronic health conditions?," Working Papers in Economics 12/17, University of Bergen, Department of Economics.
    21. Gianluca Fiorentini & Elisa Iezzi & Matteo Lippi Bruni & Cristina Ugolini, 2011. "Incentives in primary care and their impact on potentially avoidable hospital admissions," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 12(4), pages 297-309, August.

    More about this item

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models

    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:bol:bodewp:wp766. 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: Dipartimento Scienze Economiche, Universita' di Bologna (email available below). General contact details of provider: https://edirc.repec.org/data/sebolit.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.