Skip to main content
Erschienen in: The European Journal of Health Economics 6/2018

31.08.2017 | Original Paper

Predicting medical practices using various risk attitude measures

verfasst von: Sophie Massin, Antoine Nebout, Bruno Ventelou

Erschienen in: The European Journal of Health Economics | Ausgabe 6/2018

Einloggen, um Zugang zu erhalten

Abstract

This paper investigates the predictive power of several risk attitude measures on a series of medical practices. We elicit risk preferences on a sample of 1500 French general practitioners (GPs) using two different classes of tools: scales, which measure GPs’ own perception of their willingness to take risks between 0 and 10; and lotteries, which require GPs to choose between a safe and a risky option in a series of hypothetical situations. In addition to a daily life risk scale that measures a general risk attitude, risk taking is measured in different domains for each tool: financial matters, GPs’ own health, and patients’ health. We take advantage of the rare opportunity to combine these multiple risk attitude measures with a series of self-reported or administratively recorded medical practices. We successively test the predictive power of our seven risk attitude measures on eleven medical practices affecting the GPs’ own health or their patients’ health. We find that domain-specific measures are far better predictors than the general risk attitude measure. Neither of the two classes of tools (scales or lotteries) seems to perform indisputably better than the other, except when we concentrate on the only non-declarative practice (prescription of biological tests), for which the classic money-lottery test works well. From a public health perspective, appropriate measures of willingness to take risks may be used to make a quick, but efficient, profiling of GPs and target them with personalized communications, or interventions, aimed at improving practices.
Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
The use of the term “predictive power” matches with a common practice in the empirical literature to qualify the existence of a correlation [19, 21, 25]. However, we should notify the reader that “causality” (causal effect of risk attitude on medical practices) is beyond the scope of this paper.
 
2
In economic terms, French GPs are not concerned by the financial implications for the Social Security of their medical decisions. Their role of “gatekeeper” has not been associated with significant incentives on their side [48]. One limitation is that the physician has to agree to a national convention which makes it possible for their patients to be reimbursed by the public insurer for their consultations. But the convention is not really constraining in terms of medical practices. Recently, in 2012, a Pay for Performance system was deployed, but with limited impact on practices [49].
 
3
These 1568 GPs are part of the national sample (1052 respondents) and two regional oversamples: Burgundy (201 respondents) and Provence-Alpes Cote d’Azur (315 respondents). GPs of the Pays de la Loire oversample were not asked to answer the risk attitude questions because they were asked specific questions on local matters.
 
4
The proposed lotteries (therapies) are stylized objects that are not implementable in real life, for obvious practical and ethical reasons.
 
5
For space reasons, it was not possible to report the estimates for the control variables. In "Appendix F", we provide, by way of examples, comprehensive estimates for two regressions.
 
Literatur
1.
Zurück zum Zitat Wennberg, J., Gittelsohn, A.: Small area variations in health care delivery. Science 182, 1102–1108 (1973)CrossRefPubMed Wennberg, J., Gittelsohn, A.: Small area variations in health care delivery. Science 182, 1102–1108 (1973)CrossRefPubMed
4.
Zurück zum Zitat Jaye, C., Tilyard, M.: A qualitative comparative investigation of variation in general practitioners’ prescribing patterns. Br. J. Gen. Pract. 52, 381–386 (2002)PubMedPubMedCentral Jaye, C., Tilyard, M.: A qualitative comparative investigation of variation in general practitioners’ prescribing patterns. Br. J. Gen. Pract. 52, 381–386 (2002)PubMedPubMedCentral
5.
Zurück zum Zitat Wennberg, J.E.: Dealing with medical practice variations: a proposal for action. Health Aff. 3, 6–32 (1984)CrossRef Wennberg, J.E.: Dealing with medical practice variations: a proposal for action. Health Aff. 3, 6–32 (1984)CrossRef
6.
Zurück zum Zitat Eeckhoudt, L., Lebrun, T., Sailly, J.: Risk-aversion and physicians’ medical decision-making. J. Health Econ. 4, 273–281 (1985)CrossRefPubMed Eeckhoudt, L., Lebrun, T., Sailly, J.: Risk-aversion and physicians’ medical decision-making. J. Health Econ. 4, 273–281 (1985)CrossRefPubMed
8.
Zurück zum Zitat Gerrity, M.S., DeVellis, R.F., Earp, J.A.: Physicians’ reactions to uncertainty in patient care. A new measure and new insights. Med. Care 28, 724–736 (1990)CrossRefPubMed Gerrity, M.S., DeVellis, R.F., Earp, J.A.: Physicians’ reactions to uncertainty in patient care. A new measure and new insights. Med. Care 28, 724–736 (1990)CrossRefPubMed
9.
Zurück zum Zitat DeForge, B.R., Sobal, J.: Intolerance of ambiguity among family practice residents. Fam. Med. 23, 466–468 (1991)PubMed DeForge, B.R., Sobal, J.: Intolerance of ambiguity among family practice residents. Fam. Med. 23, 466–468 (1991)PubMed
10.
Zurück zum Zitat Geller, G., Tambor, E.S., Chase, G.A., Holtzman, N.A.: Measuring physicians’ tolerance for ambiguity and its relationship to their reported practices regarding genetic testing. Med. Care 31, 989–1001 (1993)CrossRefPubMed Geller, G., Tambor, E.S., Chase, G.A., Holtzman, N.A.: Measuring physicians’ tolerance for ambiguity and its relationship to their reported practices regarding genetic testing. Med. Care 31, 989–1001 (1993)CrossRefPubMed
11.
Zurück zum Zitat Hancock, J., Roberts, M., Monrouxe, L., Mattick, K.: Medical student and junior doctors’ tolerance of ambiguity: development of a new scale. Adv. Health Sci. Educ. 20, 113–130 (2015). doi:10.1007/s10459-014-9510-z CrossRef Hancock, J., Roberts, M., Monrouxe, L., Mattick, K.: Medical student and junior doctors’ tolerance of ambiguity: development of a new scale. Adv. Health Sci. Educ. 20, 113–130 (2015). doi:10.​1007/​s10459-014-9510-z CrossRef
12.
Zurück zum Zitat Pearson, S.D., Goldman, L., Orav, E.J., Guadagnoli, E., Garcia, T.B., Johnson, P.A., Lee, T.H.: Triage decisions for emergency department patients with chest pain: do physicians’ risk attitudes make the difference? J. Gen. Intern. Med. 10, 557–564 (1995)CrossRefPubMed Pearson, S.D., Goldman, L., Orav, E.J., Guadagnoli, E., Garcia, T.B., Johnson, P.A., Lee, T.H.: Triage decisions for emergency department patients with chest pain: do physicians’ risk attitudes make the difference? J. Gen. Intern. Med. 10, 557–564 (1995)CrossRefPubMed
13.
Zurück zum Zitat Hey, J.D., Orme, C.D.: Investigating generalizations of expected utility theory using experimental data. Econometrica 62, 1291–1326 (1994)CrossRef Hey, J.D., Orme, C.D.: Investigating generalizations of expected utility theory using experimental data. Econometrica 62, 1291–1326 (1994)CrossRef
14.
16.
Zurück zum Zitat Holt, C., Laury, S.: Risk aversion and incentive effects. Am. Econ. Rev. 92, 1644–1655 (2002)CrossRef Holt, C., Laury, S.: Risk aversion and incentive effects. Am. Econ. Rev. 92, 1644–1655 (2002)CrossRef
17.
18.
Zurück zum Zitat Barsky, R.B., Juster, F.T., Kimball, M.S., Shapiro, M.D.: Preference parameters and behavioral heterogeneity: an experimental approach in the health and retirement study. Quarterly J. Econ. 112, 537–579 (1997). doi:10.1162/003355397555280 CrossRef Barsky, R.B., Juster, F.T., Kimball, M.S., Shapiro, M.D.: Preference parameters and behavioral heterogeneity: an experimental approach in the health and retirement study. Quarterly J. Econ. 112, 537–579 (1997). doi:10.​1162/​003355397555280 CrossRef
21.
Zurück zum Zitat Hellerstein, D., Higgins, N., Horowitz, J.: The predictive power of risk preference measures for farming decisions. Eur. Rev. Agric. Econ. 40, 807–833 (2013). doi:10.1093/erae/jbs043 CrossRef Hellerstein, D., Higgins, N., Horowitz, J.: The predictive power of risk preference measures for farming decisions. Eur. Rev. Agric. Econ. 40, 807–833 (2013). doi:10.​1093/​erae/​jbs043 CrossRef
26.
Zurück zum Zitat Weber, E.U., Blais, A.-R., Betz, N.E.: A domain-specific risk-attitude scale: measuring risk perceptions and risk behaviors. J. Behav. Decis. Mak. 15, 263–290 (2002). doi:10.1002/bdm.414 CrossRef Weber, E.U., Blais, A.-R., Betz, N.E.: A domain-specific risk-attitude scale: measuring risk perceptions and risk behaviors. J. Behav. Decis. Mak. 15, 263–290 (2002). doi:10.​1002/​bdm.​414 CrossRef
27.
Zurück zum Zitat Hanoch, Y., Johnson, J.G., Wilke, A.: Domain specificity in experimental measures and participant recruitment. Psychol. Sci. 17, 300–304 (2006)CrossRefPubMed Hanoch, Y., Johnson, J.G., Wilke, A.: Domain specificity in experimental measures and participant recruitment. Psychol. Sci. 17, 300–304 (2006)CrossRefPubMed
28.
Zurück zum Zitat Prosser, L.A., Wittenberg, E.: Do risk attitudes differ across domains and respondent types? Med. Decis. Mak. 27, 281–287 (2007)CrossRef Prosser, L.A., Wittenberg, E.: Do risk attitudes differ across domains and respondent types? Med. Decis. Mak. 27, 281–287 (2007)CrossRef
31.
Zurück zum Zitat Masseria, C., Irwin, R., Thomson, S., Gemmill, M., Mossialos, E.: Primary care in Europe. London Sch. Econ, London (2009). (Policy brief) Masseria, C., Irwin, R., Thomson, S., Gemmill, M., Mossialos, E.: Primary care in Europe. London Sch. Econ, London (2009). (Policy brief)
32.
Zurück zum Zitat Peabody, J.W., Luck, J., Glassman, P., Dresselhaus, T.R., Lee, M.: Comparison of vignettes, standardized patients, and chart abstraction: a prospective validation study of 3 methods for measuring quality. JAMA 283, 1715–1722 (2000)CrossRefPubMed Peabody, J.W., Luck, J., Glassman, P., Dresselhaus, T.R., Lee, M.: Comparison of vignettes, standardized patients, and chart abstraction: a prospective validation study of 3 methods for measuring quality. JAMA 283, 1715–1722 (2000)CrossRefPubMed
35.
Zurück zum Zitat Long, J.S.: Regression models for categorical and limited dependent variables. Sage Publications, Thousand Oaks (1997) Long, J.S.: Regression models for categorical and limited dependent variables. Sage Publications, Thousand Oaks (1997)
36.
38.
Zurück zum Zitat Bardsley, N., Cubitt, R., Loomes, G., Moffatt, P., Starmer, C., Sugden, R.: Incentives in experiments. Experimental economics: rethinking the rules, pp. 244–285. Princeton University Press, Princeton (2009) Bardsley, N., Cubitt, R., Loomes, G., Moffatt, P., Starmer, C., Sugden, R.: Incentives in experiments. Experimental economics: rethinking the rules, pp. 244–285. Princeton University Press, Princeton (2009)
40.
Zurück zum Zitat Nebout, A., Cavillon, M., Ventelou, B.: Comparing GPs’ risk attitudes for their own health and for their patients’: a troubling discrepancy? BMC Health Serv. Res. (forthcoming) Nebout, A., Cavillon, M., Ventelou, B.: Comparing GPs’ risk attitudes for their own health and for their patients’: a troubling discrepancy? BMC Health Serv. Res. (forthcoming)
41.
Zurück zum Zitat Epstein, A.M., Begg, C.B., McNeil, B.J.: The effects of physicians’ training and personality on test ordering for ambulatory patients. Am. J. Public Health 74, 1271–1273 (1984)CrossRefPubMedPubMedCentral Epstein, A.M., Begg, C.B., McNeil, B.J.: The effects of physicians’ training and personality on test ordering for ambulatory patients. Am. J. Public Health 74, 1271–1273 (1984)CrossRefPubMedPubMedCentral
42.
Zurück zum Zitat Holtgrave, D.R., Lawler, F., Spann, S.J.: Physicians’ risk attitudes, laboratory usage, and referral decisions: the case of an academic family practice center. Med. Decis. Mak. 11, 125–130 (1991)CrossRef Holtgrave, D.R., Lawler, F., Spann, S.J.: Physicians’ risk attitudes, laboratory usage, and referral decisions: the case of an academic family practice center. Med. Decis. Mak. 11, 125–130 (1991)CrossRef
43.
Zurück zum Zitat Allison, J.J., Kiefe, C.I., Cook, E.F., Gerrity, M.S., Orav, E.J., Centor, R.: The association of physician attitudes about uncertainty and risk taking with resource use in a Medicare HMO. Med. Decis. Mak. 18, 320–329 (1998)CrossRef Allison, J.J., Kiefe, C.I., Cook, E.F., Gerrity, M.S., Orav, E.J., Centor, R.: The association of physician attitudes about uncertainty and risk taking with resource use in a Medicare HMO. Med. Decis. Mak. 18, 320–329 (1998)CrossRef
49.
Metadaten
Titel
Predicting medical practices using various risk attitude measures
verfasst von
Sophie Massin
Antoine Nebout
Bruno Ventelou
Publikationsdatum
31.08.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
The European Journal of Health Economics / Ausgabe 6/2018
Print ISSN: 1618-7598
Elektronische ISSN: 1618-7601
DOI
https://doi.org/10.1007/s10198-017-0925-3

Weitere Artikel der Ausgabe 6/2018

The European Journal of Health Economics 6/2018 Zur Ausgabe