Skip to main content
Top
Published in: The European Journal of Health Economics 1/2013

Open Access 01-02-2013 | Original Paper

Key issues in the design of pay for performance programs

Author: Frank Eijkenaar

Published in: The European Journal of Health Economics | Issue 1/2013

Login to get access

Abstract

Pay for performance (P4P) is increasingly being used to stimulate healthcare providers to improve their performance. However, evidence on P4P effectiveness remains inconclusive. Flaws in program design may have contributed to this limited success. Based on a synthesis of relevant theoretical and empirical literature, this paper discusses key issues in P4P-program design. The analysis reveals that designing a fair and effective program is a complex undertaking. The following tentative conclusions are made: (1) performance is ideally defined broadly, provided that the set of measures remains comprehensible, (2) concerns that P4P encourages “selection” and “teaching to the test” should not be dismissed, (3) sophisticated risk adjustment is important, especially in outcome and resource use measures, (4) involving providers in program design is vital, (5) on balance, group incentives are preferred over individual incentives, (6) whether to use rewards or penalties is context-dependent, (7) payouts should be frequent and low-powered, (8) absolute targets are generally preferred over relative targets, (9) multiple targets are preferred over single targets, and (10) P4P should be a permanent component of provider compensation and is ideally “decoupled” form base payments. However, the design of P4P programs should be tailored to the specific setting of implementation, and empirical research is needed to confirm the conclusions.
Literature
1.
go back to reference Arrow, K.J.: Agency and the market. In: Arrow, K.J., Intriligator, M.D. (eds.) Handbook of Mathematical Economics, vol. 3, pp. 1183–1195. Elsevier, Amsterdam (1986) Arrow, K.J.: Agency and the market. In: Arrow, K.J., Intriligator, M.D. (eds.) Handbook of Mathematical Economics, vol. 3, pp. 1183–1195. Elsevier, Amsterdam (1986)
2.
go back to reference Adams, J.L., Mehrotra, A., Thomas, J.W., McGlynn, E.A.: Physician cost profiling—reliability and risk of misclassification. N. Engl. J. Med. 362(11), 1014–1021 (2010)PubMedCrossRef Adams, J.L., Mehrotra, A., Thomas, J.W., McGlynn, E.A.: Physician cost profiling—reliability and risk of misclassification. N. Engl. J. Med. 362(11), 1014–1021 (2010)PubMedCrossRef
3.
go back to reference Alchian, A.A., Demsetz, H.: Production, information costs, and economic organization. Am. Econ. Rev. 62(5), 777–795 (1972) Alchian, A.A., Demsetz, H.: Production, information costs, and economic organization. Am. Econ. Rev. 62(5), 777–795 (1972)
4.
go back to reference Baker, G., Delbanco, S.: Pay for Performance: National Perspective. 2006 Longitudinal Survey Results with 2007 Market Updates. Med-Vantage, San Francisco (2007) Baker, G., Delbanco, S.: Pay for Performance: National Perspective. 2006 Longitudinal Survey Results with 2007 Market Updates. Med-Vantage, San Francisco (2007)
5.
go back to reference Benavent, J., Juan, C., Clos, J., Sequeira, E., Gimferrer, N., Vilaseca, J.: Using pay-for-performance to introduce changes in primary healthcare centers in Spain: first year results. Qual. Prim. Care 17(2), 123–131 (2009)PubMed Benavent, J., Juan, C., Clos, J., Sequeira, E., Gimferrer, N., Vilaseca, J.: Using pay-for-performance to introduce changes in primary healthcare centers in Spain: first year results. Qual. Prim. Care 17(2), 123–131 (2009)PubMed
6.
go back to reference Berwick, D.M.: The toxicity of pay for performance. Qual. Manag. Healthc. 4(1), 27 (1995) Berwick, D.M.: The toxicity of pay for performance. Qual. Manag. Healthc. 4(1), 27 (1995)
7.
go back to reference Buetow, S.: Pay-for-performance in New Zealand primary health care. J. Health Organ. Manag. 22(1), 36–47 (2008)PubMedCrossRef Buetow, S.: Pay-for-performance in New Zealand primary health care. J. Health Organ. Manag. 22(1), 36–47 (2008)PubMedCrossRef
8.
go back to reference Caldis, T.: Composite health plan quality scales. Health Care Financ. Rev. 28(3), 95–107 (2007)PubMed Caldis, T.: Composite health plan quality scales. Health Care Financ. Rev. 28(3), 95–107 (2007)PubMed
9.
go back to reference Campbell, S.M., Reeves, D., Kontopantelis, E., Sibbald, B., Roland, M.: Effects of pay for performance on the quality of primary care in England. N. Engl. J. Med. 361(4), 368–378 (2009)PubMedCrossRef Campbell, S.M., Reeves, D., Kontopantelis, E., Sibbald, B., Roland, M.: Effects of pay for performance on the quality of primary care in England. N. Engl. J. Med. 361(4), 368–378 (2009)PubMedCrossRef
10.
go back to reference Chen, T.T., Chung, K.P., Lin, I.C., Lai, M.S.: The unintended consequence of diabetes mellitus pay-for-performance (P4P) program in Taiwan: are patients with more comorbidities or more severe conditions likely to be excluded from the P4P program? Health Serv. Res. (28 Sept 2010) Chen, T.T., Chung, K.P., Lin, I.C., Lai, M.S.: The unintended consequence of diabetes mellitus pay-for-performance (P4P) program in Taiwan: are patients with more comorbidities or more severe conditions likely to be excluded from the P4P program? Health Serv. Res. (28 Sept 2010)
11.
go back to reference Chien, A.T., Li, Z., Rosenthal, M.B.: Improving timely childhood immunizations through pay for performance in medicaid-managed care. Health Serv. Res. 45(6, part II), 1934–1947 (2010) Chien, A.T., Li, Z., Rosenthal, M.B.: Improving timely childhood immunizations through pay for performance in medicaid-managed care. Health Serv. Res. 45(6, part II), 1934–1947 (2010)
12.
go back to reference Christianson, J., Leatherman, S., Sutherland, K.: Financial Incentives, Healthcare Providers and Quality Improvements: A Review of the Evidence. The Health Foundation, London (2007) Christianson, J., Leatherman, S., Sutherland, K.: Financial Incentives, Healthcare Providers and Quality Improvements: A Review of the Evidence. The Health Foundation, London (2007)
13.
go back to reference Christianson, J.B., Leatherman, S., Sutherland, K.: Lessons from evaluations of purchaser pay-for-performance programs: a review of the evidence. Med. Care Res. Rev. 65(6 Suppl), 5S–35S (2008) Christianson, J.B., Leatherman, S., Sutherland, K.: Lessons from evaluations of purchaser pay-for-performance programs: a review of the evidence. Med. Care Res. Rev. 65(6 Suppl), 5S–35S (2008)
14.
go back to reference Chung, S., Palaniappan, L., Wong, E., Rubin, H., Luft, H.: Does the frequency of pay-for-performance payment matter? Experience from a randomized trial. Health Serv. Res. 45(2), 553–564 (2009) Chung, S., Palaniappan, L., Wong, E., Rubin, H., Luft, H.: Does the frequency of pay-for-performance payment matter? Experience from a randomized trial. Health Serv. Res. 45(2), 553–564 (2009)
15.
go back to reference Conrad, D.A., Christianson, J.B.: Penetrating the” black box”: financial incentives for enhancing the quality of physician services. Med. Care Res. Rev. 61(3), 37–68 (2004)CrossRef Conrad, D.A., Christianson, J.B.: Penetrating the” black box”: financial incentives for enhancing the quality of physician services. Med. Care Res. Rev. 61(3), 37–68 (2004)CrossRef
16.
go back to reference Conrad, D.A., Perry, L.: Quality-based financial incentives in health care: can we improve quality by paying for it? Annu. Rev. Public Health 30, 357–371 (2009)PubMedCrossRef Conrad, D.A., Perry, L.: Quality-based financial incentives in health care: can we improve quality by paying for it? Annu. Rev. Public Health 30, 357–371 (2009)PubMedCrossRef
17.
go back to reference Damberg, C.L., Sorbero, M.E., Mehrotra, A., Teleki, S.S., Lovejoy, S., Bradley, L.: An environmental scan of pay for performance in the hospital setting: final report. Rand Health working paper WR-474-ASPE/CMS, Rand Health, Santa Monica, CA (2007) Damberg, C.L., Sorbero, M.E., Mehrotra, A., Teleki, S.S., Lovejoy, S., Bradley, L.: An environmental scan of pay for performance in the hospital setting: final report. Rand Health working paper WR-474-ASPE/CMS, Rand Health, Santa Monica, CA (2007)
18.
go back to reference Deci, E.L., Koestner, R., Ryan, R.M.: A meta-analytic review of experiments examining the effects of extrinsic rewards on intrinsic motivation. Psychol. Bull. 125, 627–668 (1999)PubMedCrossRef Deci, E.L., Koestner, R., Ryan, R.M.: A meta-analytic review of experiments examining the effects of extrinsic rewards on intrinsic motivation. Psychol. Bull. 125, 627–668 (1999)PubMedCrossRef
19.
go back to reference Donabedian, A.: The quality of care: how can it be assessed? J. Am. Med. Assoc. 260(12), 1743–1748 (1988)CrossRef Donabedian, A.: The quality of care: how can it be assessed? J. Am. Med. Assoc. 260(12), 1743–1748 (1988)CrossRef
20.
go back to reference Doran, T., Fullwood, C., Reeves, D., Gravelle, H., Roland, M.: Exclusion of patients from pay-for-performance targets by English Physicians. N. Engl. J. Med. 359(3), 274–284 (2008)PubMedCrossRef Doran, T., Fullwood, C., Reeves, D., Gravelle, H., Roland, M.: Exclusion of patients from pay-for-performance targets by English Physicians. N. Engl. J. Med. 359(3), 274–284 (2008)PubMedCrossRef
21.
go back to reference Doran, T., Fullwood, C., Kontopantelis, E., Reeves, D.: Effect of financial incentives on inequalities in the delivery of primary clinical care in England: analysis of clinical activity indicators for the quality and outcomes framework. Lancet 372(9640), 728–736 (2008)PubMedCrossRef Doran, T., Fullwood, C., Kontopantelis, E., Reeves, D.: Effect of financial incentives on inequalities in the delivery of primary clinical care in England: analysis of clinical activity indicators for the quality and outcomes framework. Lancet 372(9640), 728–736 (2008)PubMedCrossRef
22.
go back to reference Doran, T., Roland, M.: Lessons from major initiatives to improve primary care in the United Kingdom. Health Aff. 29(5), 1023–1029 (2010)CrossRef Doran, T., Roland, M.: Lessons from major initiatives to improve primary care in the United Kingdom. Health Aff. 29(5), 1023–1029 (2010)CrossRef
23.
go back to reference Dranove, D., Kessler, D., McClellan, M., Satterthwaite, M.: Is more information better? The effects of “Report Cards” on health care providers. J. Political Econ. 111(3), 555–588 (2003)CrossRef Dranove, D., Kessler, D., McClellan, M., Satterthwaite, M.: Is more information better? The effects of “Report Cards” on health care providers. J. Political Econ. 111(3), 555–588 (2003)CrossRef
24.
go back to reference Duckett, S., Daniels, S., Kamp, M., Stockwell, A., Walker, G., Ward, M.: Pay for performance in Australia: Queensland’s new clinical practice improvement payment. J. Health Serv. Res. Policy 13(3), 174–177 (2008)PubMedCrossRef Duckett, S., Daniels, S., Kamp, M., Stockwell, A., Walker, G., Ward, M.: Pay for performance in Australia: Queensland’s new clinical practice improvement payment. J. Health Serv. Res. Policy 13(3), 174–177 (2008)PubMedCrossRef
25.
go back to reference Dudley, R.A., Frolich, A., Robinowitz, D.L., Talavera, J.A., Broadhead, P., Luft, H.S., McDonald, K.: Strategies to support quality-based purchasing: a review of the evidence. Technical review 10. 04–0057. Agency for Healthcare Research and Quality, Rockville (2004) Dudley, R.A., Frolich, A., Robinowitz, D.L., Talavera, J.A., Broadhead, P., Luft, H.S., McDonald, K.: Strategies to support quality-based purchasing: a review of the evidence. Technical review 10. 04–0057. Agency for Healthcare Research and Quality, Rockville (2004)
26.
go back to reference Dudley, R.A., Miller, R.H., Korenbrot, T.Y., Luft, H.S.: The impact of financial incentives on quality of health care. Milbank Q. 76(4), 649–686 (1998)PubMedCrossRef Dudley, R.A., Miller, R.H., Korenbrot, T.Y., Luft, H.S.: The impact of financial incentives on quality of health care. Milbank Q. 76(4), 649–686 (1998)PubMedCrossRef
27.
go back to reference Eggleston, K.: Multitasking and mixed systems for provider payment. J. Health Econ. 24(1), 211–223 (2005)PubMedCrossRef Eggleston, K.: Multitasking and mixed systems for provider payment. J. Health Econ. 24(1), 211–223 (2005)PubMedCrossRef
28.
go back to reference Emmert, M., Eijkenaar, F., Kempter, H., Esslinger, S., Schöffski, O.: Economic evaluation of pay for performance in health care: a systematic review. Forthcoming in the Eur. J. Health Econ. (2011) Emmert, M., Eijkenaar, F., Kempter, H., Esslinger, S., Schöffski, O.: Economic evaluation of pay for performance in health care: a systematic review. Forthcoming in the Eur. J. Health Econ. (2011)
29.
go back to reference Enthoven, A.C., Tollen, L.A.: Competition in health care: It takes systems to pursue quality and efficiency. Health Aff. Web Exclusives W5, 420–433 (2005) Enthoven, A.C., Tollen, L.A.: Competition in health care: It takes systems to pursue quality and efficiency. Health Aff. Web Exclusives W5, 420–433 (2005)
30.
go back to reference Frederick, S., Loewenstein, G., O’Donoghue, T.: Time discounting and time preference: a critical review. J. Econ. Lit. 40(2), 351–401 (2002)CrossRef Frederick, S., Loewenstein, G., O’Donoghue, T.: Time discounting and time preference: a critical review. J. Econ. Lit. 40(2), 351–401 (2002)CrossRef
31.
go back to reference Freedman, J.L., Cunningham, J.A., Krismer, K.: Inferred values and the reverse-incentive effect in induced compliance. J. Pers. Soc. Psychol. 62(3), 357–368 (1992)CrossRef Freedman, J.L., Cunningham, J.A., Krismer, K.: Inferred values and the reverse-incentive effect in induced compliance. J. Pers. Soc. Psychol. 62(3), 357–368 (1992)CrossRef
32.
go back to reference Freidson, E.: Professionalism: the third logic. Polity Press, London (2001) Freidson, E.: Professionalism: the third logic. Polity Press, London (2001)
33.
go back to reference Frey, B.S.: On the relationship between intrinsic and extrinsic work motivation. Int. J. Ind. Organ. 15(4), 427–439 (1997)CrossRef Frey, B.S.: On the relationship between intrinsic and extrinsic work motivation. Int. J. Ind. Organ. 15(4), 427–439 (1997)CrossRef
34.
go back to reference Friedberg, M.W., Safran, D.G., Coltin, K., Dresser, M., Schneider, E.C.: Paying for performance in primary care: potential impact on practices and disparities. Health Aff. 29(5), 926–932 (2010)CrossRef Friedberg, M.W., Safran, D.G., Coltin, K., Dresser, M., Schneider, E.C.: Paying for performance in primary care: potential impact on practices and disparities. Health Aff. 29(5), 926–932 (2010)CrossRef
35.
go back to reference Frølich, A., Talavera, J.A., Broadhead, P., Dudley, R.A.: A behavioral model of clinician responses to incentives to improve quality. Health Policy 80(1), 179–193 (2007)PubMedCrossRef Frølich, A., Talavera, J.A., Broadhead, P., Dudley, R.A.: A behavioral model of clinician responses to incentives to improve quality. Health Policy 80(1), 179–193 (2007)PubMedCrossRef
36.
go back to reference Gaynor, M., Gertler, P.: Moral hazard and risk spreading in partnerships. Rand J. Econ. 26(4), 591–613 (1995)CrossRef Gaynor, M., Gertler, P.: Moral hazard and risk spreading in partnerships. Rand J. Econ. 26(4), 591–613 (1995)CrossRef
37.
go back to reference Gaynor, M., Rebitzer, J.B., Taylor, L.J.: Physician incentives in health maintenance organizations. J. Political Econ. 112(4), 915–931 (2004)CrossRef Gaynor, M., Rebitzer, J.B., Taylor, L.J.: Physician incentives in health maintenance organizations. J. Political Econ. 112(4), 915–931 (2004)CrossRef
38.
go back to reference Gibbons, R.: Incentives in organizations. J. Econ. Perspect. 12, 115–132 (1998)CrossRef Gibbons, R.: Incentives in organizations. J. Econ. Perspect. 12, 115–132 (1998)CrossRef
39.
go back to reference Glickman, S.W., Ou, F., DeLong, E.R., Roe, M.T., Lytle, B.L., Mulgund, J., Rumsfeld, J.S., Gibler, W.B., Ohman, E.M., Schulman, K.A., Peterson, E.D.: Pay for performance, quality of care, and outcomes in acute myocardial infarction. J. Am. Med. Assoc. 297(21), 2373–2380 (2007)CrossRef Glickman, S.W., Ou, F., DeLong, E.R., Roe, M.T., Lytle, B.L., Mulgund, J., Rumsfeld, J.S., Gibler, W.B., Ohman, E.M., Schulman, K.A., Peterson, E.D.: Pay for performance, quality of care, and outcomes in acute myocardial infarction. J. Am. Med. Assoc. 297(21), 2373–2380 (2007)CrossRef
40.
go back to reference Gneezy, U., Rustichini, A.: Pay enough or don’t pay at all. Quart. J. Econ. 115(3), 791–810 (2000)CrossRef Gneezy, U., Rustichini, A.: Pay enough or don’t pay at all. Quart. J. Econ. 115(3), 791–810 (2000)CrossRef
41.
go back to reference Gosden, T., Forland, F., Kristiansen, I. S., Sutton, M., Leese, B., Giuffrida, A., Sergison, M., Pedersen, L. :Capitation, salary, fee-for-service and mixed systems of payment: effects on the behaviour of primary care physicians. Cochrane Database Syst. Rev. 3(3) (2000) Gosden, T., Forland, F., Kristiansen, I. S., Sutton, M., Leese, B., Giuffrida, A., Sergison, M., Pedersen, L. :Capitation, salary, fee-for-service and mixed systems of payment: effects on the behaviour of primary care physicians. Cochrane Database Syst. Rev. 3(3) (2000)
42.
go back to reference Gosden, T., Forland, F., Kristiansen, I. S., Sutton, M., Leese, B., Giuffrida, A., Sergison, M., Pedersen, L.: Impact of payment method on behaviour of primary care physicians: a systematic review. J. Health Serv. Res. Policy 6(1), 44–55 (2001) Gosden, T., Forland, F., Kristiansen, I. S., Sutton, M., Leese, B., Giuffrida, A., Sergison, M., Pedersen, L.: Impact of payment method on behaviour of primary care physicians: a systematic review. J. Health Serv. Res. Policy 6(1), 44–55 (2001)
43.
go back to reference Gravelle, H., Sutton, M., Ma, A.: Doctor behaviour under a pay for performance contract: further evidence from the quality and outcomes framework. CHE research paper 34. Center for Health Economics, York (2008) Gravelle, H., Sutton, M., Ma, A.: Doctor behaviour under a pay for performance contract: further evidence from the quality and outcomes framework. CHE research paper 34. Center for Health Economics, York (2008)
44.
go back to reference Greenfield, S., Kaplan, S.H., Kahn, R., Ninomiya, J., Griffith, J.L.: Profiling care provided by different groups of physicians: effects of patient case-mix (bias) and physician-level clustering on quality assessment results. Ann. Intern. Med. 136(2), 111–121 (2002)PubMed Greenfield, S., Kaplan, S.H., Kahn, R., Ninomiya, J., Griffith, J.L.: Profiling care provided by different groups of physicians: effects of patient case-mix (bias) and physician-level clustering on quality assessment results. Ann. Intern. Med. 136(2), 111–121 (2002)PubMed
45.
go back to reference Grol, R.: Successes and failures in the implementation of evidence-based guidelines for clinical practice. Med. Care 39(8 Suppl 2), II46–II54 (2001) Grol, R.: Successes and failures in the implementation of evidence-based guidelines for clinical practice. Med. Care 39(8 Suppl 2), II46–II54 (2001)
46.
go back to reference Gross, R., Elhaynay, A., Friedman, N., Buetow, S.: Pay-for-performance programs in Israeli sick funds. J. Health Organ. Manag. 22(1), 23–35 (2008)PubMedCrossRef Gross, R., Elhaynay, A., Friedman, N., Buetow, S.: Pay-for-performance programs in Israeli sick funds. J. Health Organ. Manag. 22(1), 23–35 (2008)PubMedCrossRef
47.
go back to reference Grossman, S.J., Hart, O.D.: An analysis of the principal-agent problem. Econometrica 51, 7–45 (1983)CrossRef Grossman, S.J., Hart, O.D.: An analysis of the principal-agent problem. Econometrica 51, 7–45 (1983)CrossRef
48.
go back to reference Grumbach, K., Osmond, D., Vranizan, K., Jaffe, D., Bindman, A.B.: Primary care physicians’ experience of financial incentives in managed-care systems. N. Engl. J. Med. 339(21), 1516–1521 (1998)PubMedCrossRef Grumbach, K., Osmond, D., Vranizan, K., Jaffe, D., Bindman, A.B.: Primary care physicians’ experience of financial incentives in managed-care systems. N. Engl. J. Med. 339(21), 1516–1521 (1998)PubMedCrossRef
49.
50.
go back to reference Higgins, A., Zeddies, T., Pearson, S.D.: Measuring the performance of individual physicians by collecting data from multiple health plans: the results of a two-state test. Health Aff. 30(4), 673–681 (2011)CrossRef Higgins, A., Zeddies, T., Pearson, S.D.: Measuring the performance of individual physicians by collecting data from multiple health plans: the results of a two-state test. Health Aff. 30(4), 673–681 (2011)CrossRef
51.
go back to reference Hillman, A. L., Pauly, M. V., Kerstein, J. J.: How do financial incentives affect physicians' clinical decisions and the financial performance of health maintenance organizations? N. Engl. J. Med. 321(2), 86–92 (1989) Hillman, A. L., Pauly, M. V., Kerstein, J. J.: How do financial incentives affect physicians' clinical decisions and the financial performance of health maintenance organizations? N. Engl. J. Med. 321(2), 86–92 (1989)
52.
go back to reference Hillman, A.L., Ripley, K., Goldfarb, N., Nuamah, I., Weiner, J., Lusk, E.: Physician financial incentives and feedback: failure to increase cancer screening in medicaid managed care. Am. J. Public Health 88(11), 1699 (1998)PubMedCrossRef Hillman, A.L., Ripley, K., Goldfarb, N., Nuamah, I., Weiner, J., Lusk, E.: Physician financial incentives and feedback: failure to increase cancer screening in medicaid managed care. Am. J. Public Health 88(11), 1699 (1998)PubMedCrossRef
53.
go back to reference Hillman, A.L., Ripley, K., Goldfarb, N., Weiner, J., Nuamah, I., Lusk, E.: The use of physician financial incentives and feedback to improve pediatric preventive care in medicaid managed care. Pediatrics 104(4), 931–935 (1999)PubMedCrossRef Hillman, A.L., Ripley, K., Goldfarb, N., Weiner, J., Nuamah, I., Lusk, E.: The use of physician financial incentives and feedback to improve pediatric preventive care in medicaid managed care. Pediatrics 104(4), 931–935 (1999)PubMedCrossRef
54.
go back to reference Hofer, T.P., Hayward, R.A., Greenfield, S., Wagner, E.H., Kaplan, S.H., Manning, W.G.: The unreliability of individual physician “report cards” for assessing the costs and quality of care of a chronic disease. J. Am. Med. Assoc. 281(22), 2098–2105 (1999)CrossRef Hofer, T.P., Hayward, R.A., Greenfield, S., Wagner, E.H., Kaplan, S.H., Manning, W.G.: The unreliability of individual physician “report cards” for assessing the costs and quality of care of a chronic disease. J. Am. Med. Assoc. 281(22), 2098–2105 (1999)CrossRef
55.
go back to reference Holmstrom, B., Milgrom, P.: Multitask principal-agent analyses: incentive contracts, asset ownership, and job design. J. Law Econ. Organ. 7(1), 24–52 (1991)CrossRef Holmstrom, B., Milgrom, P.: Multitask principal-agent analyses: incentive contracts, asset ownership, and job design. J. Law Econ. Organ. 7(1), 24–52 (1991)CrossRef
56.
go back to reference Huang, I.C., Diette, G.B., Dominici, F., Frangakis, C., Wu, A.W.: Variations of physician group profiling indicators for asthma care. Am. J. Manag. Care 11(1), 38–44 (2005)PubMed Huang, I.C., Diette, G.B., Dominici, F., Frangakis, C., Wu, A.W.: Variations of physician group profiling indicators for asthma care. Am. J. Manag. Care 11(1), 38–44 (2005)PubMed
57.
go back to reference Institute of Medicine: Rewarding Provider Performance: Aligning Incentives in Medicare. The National Academies Press, Washington, DC (2007) Institute of Medicine: Rewarding Provider Performance: Aligning Incentives in Medicare. The National Academies Press, Washington, DC (2007)
58.
go back to reference Institute of Medicine: Crossing the Quality Chasm: A New Health System for the 21st Century. National University Press, Washington, DC (2001) Institute of Medicine: Crossing the Quality Chasm: A New Health System for the 21st Century. National University Press, Washington, DC (2001)
59.
go back to reference Ittner, C.D., Larcker, D.F.: Determinants of performance measure choices in worker incentive plans. J. Labor Econ. 20(2, Pt. 2), S58–S90 (2002) Ittner, C.D., Larcker, D.F.: Determinants of performance measure choices in worker incentive plans. J. Labor Econ. 20(2, Pt. 2), S58–S90 (2002)
60.
go back to reference Kahneman, D., Knetsch, J.L., Thaler, R.: Fairness as a constraint on profit seeking: entitlements in the market. Am. Econ. Rev. 76(4), 728–741 (1986) Kahneman, D., Knetsch, J.L., Thaler, R.: Fairness as a constraint on profit seeking: entitlements in the market. Am. Econ. Rev. 76(4), 728–741 (1986)
61.
go back to reference Kahneman, D., Tversky, A.: Prospect theory: an analysis of decision under risk. Econometrica 47(2), 263–291 (1979)CrossRef Kahneman, D., Tversky, A.: Prospect theory: an analysis of decision under risk. Econometrica 47(2), 263–291 (1979)CrossRef
62.
go back to reference Karve, A.M., Ou, F.S., Lytle, B.L., Peterson, E.D.: Potential unintended financial consequences of pay-for-performance on the quality of care for minority patients. Am. Heart J. 155(3), 571–576 (2008)PubMedCrossRef Karve, A.M., Ou, F.S., Lytle, B.L., Peterson, E.D.: Potential unintended financial consequences of pay-for-performance on the quality of care for minority patients. Am. Heart J. 155(3), 571–576 (2008)PubMedCrossRef
63.
go back to reference Krein, S.L., Hofer, T.P., Kerr, E.A., Hayward, R.A.: Whom should we profile? Examining diabetes care practice variation among primary care providers, provider groups, and health care facilities. Health Serv. Res. 37(5), 1159–1180 (2002)PubMedCrossRef Krein, S.L., Hofer, T.P., Kerr, E.A., Hayward, R.A.: Whom should we profile? Examining diabetes care practice variation among primary care providers, provider groups, and health care facilities. Health Serv. Res. 37(5), 1159–1180 (2002)PubMedCrossRef
64.
go back to reference Landon, B.E., Normand, S.L., Blumenthal, D., Daley, J.: Physician clinical performance assessment: prospects and barriers. J. Am. Med. Assoc. 290(9), 1183–1189 (2003)CrossRef Landon, B.E., Normand, S.L., Blumenthal, D., Daley, J.: Physician clinical performance assessment: prospects and barriers. J. Am. Med. Assoc. 290(9), 1183–1189 (2003)CrossRef
65.
go back to reference Landon, B.E., Normand, S.T.: Performance Measurement in the small office practice: challenges and potential solutions. Ann. Intern. Med. 148, 353–357 (2008)PubMed Landon, B.E., Normand, S.T.: Performance Measurement in the small office practice: challenges and potential solutions. Ann. Intern. Med. 148, 353–357 (2008)PubMed
66.
go back to reference Lee, T.T., Cheng, S.H., Chen, C.C., Lai, M.S.: A pay-for-performance program for diabetes care in Taiwan: a preliminary assessment. Am. J. Manag. Care 16(1), 65–69 (2010)PubMed Lee, T.T., Cheng, S.H., Chen, C.C., Lai, M.S.: A pay-for-performance program for diabetes care in Taiwan: a preliminary assessment. Am. J. Manag. Care 16(1), 65–69 (2010)PubMed
67.
go back to reference Marshall, M., Harrison, S.: It’s about more than money: financial incentives and internal motivation. Qual. Saf. Health Care 14(1), 4–5 (2005)PubMedCrossRef Marshall, M., Harrison, S.: It’s about more than money: financial incentives and internal motivation. Qual. Saf. Health Care 14(1), 4–5 (2005)PubMedCrossRef
68.
go back to reference McDonald, R., Roland, M.: Pay for performance in primary care in England and California: comparison of unintended consequences. Ann. Fam. Med. 7(2), 121–127 (2009)PubMedCrossRef McDonald, R., Roland, M.: Pay for performance in primary care in England and California: comparison of unintended consequences. Ann. Fam. Med. 7(2), 121–127 (2009)PubMedCrossRef
69.
go back to reference McDonald, R., White, J., Marmor, T.R.: Paying for performance in primary medical care: learning about and learning from “success” and “failure” in England and California. J. Health Politics Policy Law 34(5), 747–776 (2009)CrossRef McDonald, R., White, J., Marmor, T.R.: Paying for performance in primary medical care: learning about and learning from “success” and “failure” in England and California. J. Health Politics Policy Law 34(5), 747–776 (2009)CrossRef
70.
go back to reference McGlynn, E.A., Asch, S.M., Adams, J., Keesey, J., Hicks, J., DeCristofaro, A., Kerr, E.A.: The quality of health care delivered to adults in the United States. N. Engl. J. Med. 348(26), 2635–2645 (2003)PubMedCrossRef McGlynn, E.A., Asch, S.M., Adams, J., Keesey, J., Hicks, J., DeCristofaro, A., Kerr, E.A.: The quality of health care delivered to adults in the United States. N. Engl. J. Med. 348(26), 2635–2645 (2003)PubMedCrossRef
71.
go back to reference Mehrotra, A., Adams, J.L., Thomas, J.W., McGlynn, E.A.: Cost profiles: should the focus be on individual physicians or physician groups? Health Aff. 29(8), 1532–1538 (2010)CrossRef Mehrotra, A., Adams, J.L., Thomas, J.W., McGlynn, E.A.: Cost profiles: should the focus be on individual physicians or physician groups? Health Aff. 29(8), 1532–1538 (2010)CrossRef
72.
go back to reference Mehrotra, A., Damberg, C.L., Sorbero, M.E., Teleki, S.S.: Pay for performance in the hospital setting: What is the state of the evidence? Am. J. Med. Qual. 24(1), 19–28 (2009)PubMedCrossRef Mehrotra, A., Damberg, C.L., Sorbero, M.E., Teleki, S.S.: Pay for performance in the hospital setting: What is the state of the evidence? Am. J. Med. Qual. 24(1), 19–28 (2009)PubMedCrossRef
73.
go back to reference Mehrotra, A., Sorbero, M.E., Damberg, C.L.: Using the lessons of behavioral economics to design more effective pay-for-performance programs. Am. J. Manag. Care 16(7), 497–503 (2010)PubMed Mehrotra, A., Sorbero, M.E., Damberg, C.L.: Using the lessons of behavioral economics to design more effective pay-for-performance programs. Am. J. Manag. Care 16(7), 497–503 (2010)PubMed
74.
go back to reference Moore, S.H., Martin, D.P., Richardson, W.C., Riedel, D.C.: Cost containment through risk-sharing by primary care physicians: A history of the development of united healthcare. Health Care Financ. Rev. 1(4), 1–13 (1980)PubMed Moore, S.H., Martin, D.P., Richardson, W.C., Riedel, D.C.: Cost containment through risk-sharing by primary care physicians: A history of the development of united healthcare. Health Care Financ. Rev. 1(4), 1–13 (1980)PubMed
75.
go back to reference Mullen, K.J., Frank, R.G., Rosenthal, M.B.: Can you get what you pay for? Pay-for-performance and the quality of healthcare providers. RAND J. Econ. 41(1), 64–91 (2010)PubMedCrossRef Mullen, K.J., Frank, R.G., Rosenthal, M.B.: Can you get what you pay for? Pay-for-performance and the quality of healthcare providers. RAND J. Econ. 41(1), 64–91 (2010)PubMedCrossRef
76.
go back to reference Nyweide, D.J., Weeks, W.B., Gottlieb, D.J., Casalino, L.P., Fisher, E.S.: Relationship of primary care physicians’ patient caseload with measurement of quality and cost performance. J. Am. Med. Assoc. 302(22), 2444–2450 (2009)CrossRef Nyweide, D.J., Weeks, W.B., Gottlieb, D.J., Casalino, L.P., Fisher, E.S.: Relationship of primary care physicians’ patient caseload with measurement of quality and cost performance. J. Am. Med. Assoc. 302(22), 2444–2450 (2009)CrossRef
77.
go back to reference Oliver, P.: Rewards and punishments as selective incentives for collective action: theoretical investigations. Am. J. Sociol. 85(6), 1356–1375 (1980)CrossRef Oliver, P.: Rewards and punishments as selective incentives for collective action: theoretical investigations. Am. J. Sociol. 85(6), 1356–1375 (1980)CrossRef
78.
go back to reference Petersen, L.A., Woodard, L.D., Urech, T., Daw, C., Sookanan, S.: Does pay-for-performance improve the quality of health care? Ann. Intern. Med. 145(4), 265–272 (2006)PubMed Petersen, L.A., Woodard, L.D., Urech, T., Daw, C., Sookanan, S.: Does pay-for-performance improve the quality of health care? Ann. Intern. Med. 145(4), 265–272 (2006)PubMed
79.
go back to reference Prendergast, C.: The provision of incentives in firms. J. Econ. Lit. 37(1), 7–63 (1999)CrossRef Prendergast, C.: The provision of incentives in firms. J. Econ. Lit. 37(1), 7–63 (1999)CrossRef
80.
go back to reference Reeves, D., Campbell, S.M., Adams, J., Shekelle, P.G., Kontopantelis, E., Roland, M.O.: Combining multiple indicators of clinical quality: an evaluation of different analytic approaches. Med. Care 45(6), 489–496 (2007)PubMedCrossRef Reeves, D., Campbell, S.M., Adams, J., Shekelle, P.G., Kontopantelis, E., Roland, M.O.: Combining multiple indicators of clinical quality: an evaluation of different analytic approaches. Med. Care 45(6), 489–496 (2007)PubMedCrossRef
81.
go back to reference Rizzo, J.A., Blumenthal, J.A.: Is the target income hypothesis an economic heresy? Med. Care Res. Rev. 53(3), 243–266 (1996)PubMedCrossRef Rizzo, J.A., Blumenthal, J.A.: Is the target income hypothesis an economic heresy? Med. Care Res. Rev. 53(3), 243–266 (1996)PubMedCrossRef
82.
go back to reference Rizzo, J.A., Zeckhauser, R.J.: Reference incomes, loss aversion, and physician behavior. Rev. Econ. Stat. 85(4), 909–922 (2003)CrossRef Rizzo, J.A., Zeckhauser, R.J.: Reference incomes, loss aversion, and physician behavior. Rev. Econ. Stat. 85(4), 909–922 (2003)CrossRef
83.
go back to reference Robinson, J.C., Williams, T., Yanagihara, D.: Measurement of and reward for efficiency in California’s pay-for-performance program. Health Aff. 28(5), 1438–1447 (2009)CrossRef Robinson, J.C., Williams, T., Yanagihara, D.: Measurement of and reward for efficiency in California’s pay-for-performance program. Health Aff. 28(5), 1438–1447 (2009)CrossRef
84.
go back to reference Rochon, M., Pink, G.H., Brown, A.D., Studer, M.L., Reiter, K.L., Leatt, P., Landon, B.E., Culyer, T., Golden, B.R., Feasby, T.E., Gerdes, C., Halparin, E., Davis, D., Greengarten, M., Hundert, M., Vertesi, L., Hudson, A.R.: HealthcarePapers 6(4) (2006) Rochon, M., Pink, G.H., Brown, A.D., Studer, M.L., Reiter, K.L., Leatt, P., Landon, B.E., Culyer, T., Golden, B.R., Feasby, T.E., Gerdes, C., Halparin, E., Davis, D., Greengarten, M., Hundert, M., Vertesi, L., Hudson, A.R.: HealthcarePapers 6(4) (2006)
85.
go back to reference Roland, M.: Linking physicians’ pay to the quality of care–a major experiment in the United Kingdom. N. Engl. J. Med. 351(14), 1448–1454 (2004)PubMedCrossRef Roland, M.: Linking physicians’ pay to the quality of care–a major experiment in the United Kingdom. N. Engl. J. Med. 351(14), 1448–1454 (2004)PubMedCrossRef
86.
go back to reference Rosenthal, M.B., Dudley, R.A.: Pay-for-performance: will the latest payment trend improve care? J. Am. Med. Assoc. 297(7), 740–744 (2007)CrossRef Rosenthal, M.B., Dudley, R.A.: Pay-for-performance: will the latest payment trend improve care? J. Am. Med. Assoc. 297(7), 740–744 (2007)CrossRef
87.
go back to reference Rosenthal, M.B., Frank, R.G.: What is the empirical basis for paying for quality in health care? Med. Care Res. Rev. 63(2), 135–157 (2006)PubMedCrossRef Rosenthal, M.B., Frank, R.G.: What is the empirical basis for paying for quality in health care? Med. Care Res. Rev. 63(2), 135–157 (2006)PubMedCrossRef
88.
go back to reference Rosenthal, M.B., Landon, B.E., Howitt, K., Song, H.R., Epstein, A.M.: Climbing up the pay-for-performance learning curve: where are the early adopters now? Health Aff. 26(6), 1674–1682 (2007)CrossRef Rosenthal, M.B., Landon, B.E., Howitt, K., Song, H.R., Epstein, A.M.: Climbing up the pay-for-performance learning curve: where are the early adopters now? Health Aff. 26(6), 1674–1682 (2007)CrossRef
89.
go back to reference Rosenthal, M.B., Landon, B.E., Normand, S.L., Frank, R.G., Epstein, A.M.: Pay for performance in commercial HMOs. N. Engl. J. Med. 355(18), 1895–1902 (2006)PubMedCrossRef Rosenthal, M.B., Landon, B.E., Normand, S.L., Frank, R.G., Epstein, A.M.: Pay for performance in commercial HMOs. N. Engl. J. Med. 355(18), 1895–1902 (2006)PubMedCrossRef
90.
go back to reference Scholle, S.H., Roski, J., Adams, J.L., Dunn, D.L., Kerr, E.A., Dugan, D.P., Jensen, R.E.: Benchmarking physician performance: Reliability of individual and composite measures. Am. J. Manag. Care 14(12), 833–838 (2008)PubMed Scholle, S.H., Roski, J., Adams, J.L., Dunn, D.L., Kerr, E.A., Dugan, D.P., Jensen, R.E.: Benchmarking physician performance: Reliability of individual and composite measures. Am. J. Manag. Care 14(12), 833–838 (2008)PubMed
91.
go back to reference Seddon, M.E., Marshall, M.N., Campbell, S.M., Roland, M.O.: Systematic review of studies of quality of clinical care in general practice in the UK, Australia and New Zealand. Qual. Health Care 10(3), 152–158 (2001)PubMedCrossRef Seddon, M.E., Marshall, M.N., Campbell, S.M., Roland, M.O.: Systematic review of studies of quality of clinical care in general practice in the UK, Australia and New Zealand. Qual. Health Care 10(3), 152–158 (2001)PubMedCrossRef
92.
go back to reference Shen, Y.: Selection incentives in a performance-based contracting system. Health Serv. Res. 38(2), 535–552 (2003)PubMedCrossRef Shen, Y.: Selection incentives in a performance-based contracting system. Health Serv. Res. 38(2), 535–552 (2003)PubMedCrossRef
93.
go back to reference Sorbero, M.E., Damberg, C.L., Shaw, R., Teleki, S., Lovejoy, S., Decristofaro, A., Dembosky, J., Schuster, C.: Assessment of pay-for-performance options for medicare physician services: final report. RAND health, RAND working paper WR-391-ASPE, Santa Monica, CA (2006) Sorbero, M.E., Damberg, C.L., Shaw, R., Teleki, S., Lovejoy, S., Decristofaro, A., Dembosky, J., Schuster, C.: Assessment of pay-for-performance options for medicare physician services: final report. RAND health, RAND working paper WR-391-ASPE, Santa Monica, CA (2006)
94.
go back to reference Steel, N., Maisey, S., Clark, A., Fleetcroft, R., Howe, A.: Quality of clinical primary care and targeted incentive payments: an observational study. Br. J. Gen. Pract. 57, 449–454 (2007)PubMed Steel, N., Maisey, S., Clark, A., Fleetcroft, R., Howe, A.: Quality of clinical primary care and targeted incentive payments: an observational study. Br. J. Gen. Pract. 57, 449–454 (2007)PubMed
95.
go back to reference Thaler, R.H.: Mental accounting and consumer choice. Market. Sci. 4(3), 199–214 (1985)CrossRef Thaler, R.H.: Mental accounting and consumer choice. Market. Sci. 4(3), 199–214 (1985)CrossRef
96.
go back to reference Thaler, R.H.: Some empirical evidence on dynamic inconsistency. Econ. Lett. 8(3), 201–207 (1981)CrossRef Thaler, R.H.: Some empirical evidence on dynamic inconsistency. Econ. Lett. 8(3), 201–207 (1981)CrossRef
97.
go back to reference Town, R., Wholey, D.R., Kralewski, J., Dowd, B.: Assessing the influence of incentives on physicians and medical groups. Med. Care Res. Rev. 61(3 Suppl), 80S–118S (2004) Town, R., Wholey, D.R., Kralewski, J., Dowd, B.: Assessing the influence of incentives on physicians and medical groups. Med. Care Res. Rev. 61(3 Suppl), 80S–118S (2004)
98.
go back to reference Van Herck, P., De Smedt, D., Annemans, L., Remmen, R., Rosenthal, M.B., Sermeus, W.: Systematic review: effects, design choices, and context of pay-for-performance in health care. BMC Health Serv. Res. 10(1), 247 (2010)PubMedCrossRef Van Herck, P., De Smedt, D., Annemans, L., Remmen, R., Rosenthal, M.B., Sermeus, W.: Systematic review: effects, design choices, and context of pay-for-performance in health care. BMC Health Serv. Res. 10(1), 247 (2010)PubMedCrossRef
99.
go back to reference Werner, R.M., Goldman, L.E., Dudley, R.A.: Comparison of change in quality of care between safety-net and non-safety-net hospitals. J. Am. Med. Assoc. 299(18), 2180–2187 (2008)CrossRef Werner, R.M., Goldman, L.E., Dudley, R.A.: Comparison of change in quality of care between safety-net and non-safety-net hospitals. J. Am. Med. Assoc. 299(18), 2180–2187 (2008)CrossRef
100.
go back to reference Weyer, S.M., Bobiak, S., Stange, K.C.: Possible unintended consequences of a focus on performance: insights over time from the research association of practices network. Qual. Manag. Health Care 17(1), 47–52 (2008)PubMedCrossRef Weyer, S.M., Bobiak, S., Stange, K.C.: Possible unintended consequences of a focus on performance: insights over time from the research association of practices network. Qual. Manag. Health Care 17(1), 47–52 (2008)PubMedCrossRef
101.
go back to reference Young, G.J., Conrad, D.A.: Practical issues in the design and implementation of pay-for-quality programs. J. Healthc. Manag. 52(1), 10–18 (2007)PubMed Young, G.J., Conrad, D.A.: Practical issues in the design and implementation of pay-for-quality programs. J. Healthc. Manag. 52(1), 10–18 (2007)PubMed
102.
go back to reference Young, G.J., White, B., Burgess Jr, J.F., Berlowitz, D., Meterko, M., Guldin, M.R., Bokhour, B.G.: Conceptual issues in the design and implementation of pay-for-quality programs. Am. J. Med. Qual. 20(3), 144–150 (2005)PubMedCrossRef Young, G.J., White, B., Burgess Jr, J.F., Berlowitz, D., Meterko, M., Guldin, M.R., Bokhour, B.G.: Conceptual issues in the design and implementation of pay-for-quality programs. Am. J. Med. Qual. 20(3), 144–150 (2005)PubMedCrossRef
Metadata
Title
Key issues in the design of pay for performance programs
Author
Frank Eijkenaar
Publication date
01-02-2013
Publisher
Springer-Verlag
Published in
The European Journal of Health Economics / Issue 1/2013
Print ISSN: 1618-7598
Electronic ISSN: 1618-7601
DOI
https://doi.org/10.1007/s10198-011-0347-6

Other articles of this Issue 1/2013

The European Journal of Health Economics 1/2013 Go to the issue