Skip to main content
Log in

Pareto rate setting strategies: an application to medicaid drug reimbursement

  • Published:
Policy Sciences Aims and scope Submit manuscript

Abstract

The major problem in reimbursement rate setting has been to develop approaches capable of identifying the inefficient deliverers of service, while recognizing legitimate differences in environmental factors and service orientation. This article suggests several new analytical approaches, based on various types of Pareto comparisons. Pareto efficiency is a relative approach which as a by-product constructs a peer group of other operating units which are matched on environmental factors, level of outputs provided, and level of resources consumed. The analysis utilizes straightforward linear programming formulations or mixed integer LP's. The various approaches are demonstrated using actual data from 68 pharmacies. Medicaid prescription drug dispensing fees are used to illustrate a scheme for encouraging increased efficiency on the part of the pharmacies.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Banker, Rajiv, A. Charnes, and W. W. Cooper (1985). “Models for estimating technical and scale efficiencies in data envelopment analysis,” Management Science (forthcoming).

  • Banker, Rajiv, A. Charnes, W. C. Cooper, and A. Schinnar (1981). “A biextremal principle for frontier estimation and efficient evaluations,” Management Science 27(12): 1370–1382.

    Google Scholar 

  • Banker, Rajiv and R. C. Morey (1983). “Efficience analysis for exogenously fixed inputs and outputs,” A Duke University Research Report, October, 1983 (submitted to Operations Research).

  • Banker, Rajiv and R. C. Morey (1983). “Use of categorical variables in data envelopment analysis,” A Duke University Research Report, November, 1983 (submitted to Management Science).

  • Capettini, R. and G. M. Meyers (1981). “Estimating pharmacy dispensing costs and variable medicaid prescription drug fees using a cost based regression model,” Working Paper, Duke University, December, 1981.

  • Charnes, A., W. W. Cooper, B. Golany, L. Seiford, and J. Stutz, (1983). “Pareto-optimality, efficiency analysis, and empirical production function,” Research Report CC5459, September.

  • Charnes, A., W. W. Cooper, A. Y. Lewin, R. C. Morey, and J. Rousseau (1984). “Positivity and stability in data envelopment analysis,” Normative Analysis in Business and Economics, Monograph in annuals of Operations Research Series.

  • Charnes, A., W. W. Cooper, and E. Rhodes (1978). “Measuring efficiency of decision making units,” European Journal of Operations Research 2: 429–449.

    Google Scholar 

  • Charnes, A., W. W. Cooper, and E. Rhodes (1979). “Corrections,” European Journal of Operations Research 3(4): 339.

    Google Scholar 

  • Charnes, A., W. W. Cooper, and E. Rhodes (1981). “Evaluating program and managerial efficiency: an application of data envelopment analysis to program follow through,” Management Science 27(6): 668–697.

    Google Scholar 

  • Commerce Clearing House (1981). Medicare and Medicaid Guide. Chicago.

  • Dittman, David A., and R. C. Morey (1983). “Hypothesis testing in performance analysis: an application to hospital efficiency and cost reimbursement,” Duke University Working Paper.

  • Fare, R., and C. A. K. Lovell (1978). “Measuring the technical efficiency of production,” Journal of Economic Theory 19: 150–162.

    Google Scholar 

  • Farrell, M. J. (1957). “The measurement of productive efficiency,” Journal of the Royal Statistical Society, 120 (Part III, Series A., General).

  • Forsurd, F., C. A. K. Lovell, and P. Schmidt (1980). “A survey of frontier production functions and their relationship to efficiency measurement,” Journal of Econmetrics 13: 1.

    Google Scholar 

  • Fulda, T. R. (1977). “Drug-cost control: the road to maximum allowable-cost regulation,” in K. Friedman and S. Rakoff (eds.), Towards a National Health Policy. Public Policy in the Control of Health Care Costs. Lexington, Lexington Books, pp. 55–67.

    Google Scholar 

  • Gagnon, J. P. and C. A. Rodowskas (1974). “The influence of wholesale discounts and other factors on prescription ingredient costs,” American Journal of Public Health, October: 969–976.

  • Hefner Associates (1977). “American pharmacy's average dispensing cost computed using the dispensing cost survey instrument developed by Hefner Associates, Inc.,” Presented at the American Pharmaceutical Association Meetings, May.

  • Herman, C. M. and E. J. Zabloski (1978). An assessment of prescription dispensing cost and related factors,” Medical Care Review, August: 835–880.

  • Knapp, D. A. (1971). “Paying for outpatient prescription drugs and services in third-party programs,” Medical Care Review, August: 826–859.

  • Kopp, R. (1981). “The measurement of productive efficiency: a reconsideration,” Quarterly Journal of Economics 96: 477–503.

    Google Scholar 

  • Lewin, A. and R. C. Morey (1981). “Measuring the relative efficiency and output potential of public sector organizations: an application of data envelopment analysis,” Policy Analysis and Information Systems.

  • Lewin, A. Y., R. C. Morey, and T. J. Cook (1982). “Evaluating the administrative efficiency of courts,” Omega 10(4): 401–411.

    Google Scholar 

  • Morey, Richard C. (1980). “A performance measure for the Medicaid program,” Inquiry 17 18–24.

    Google Scholar 

  • Morey, Richard C. (1982). “Evaluation of Medicare intermediaries and carriers' performance: results of a demonstration study utilizing a new management tool,” Report submitted to the Health Care Financing Administration, September.

  • Norwood, G. J., R. Capettini, and D. P. Lipson (1976). “Cost and fees for prescriptions filled among pharmacies of various types, services and prescription volumes.” Report submitted to the Iowa State Department of Social Services, December.

  • Norwood, C. J., D. P. Lipson, and R. A. Freeman (1977). “Policy implications of MAC: AWP-AAC differentials among pharmacies,” Journal of the American Pharmaceutical Association, August: 496–499.

  • Sengupta, J. K. (1982). “Efficiency measurement in stochastic input-output systems, International Journal of System Services 13(3): 273–287.

    Google Scholar 

  • Smith, M. I., and A. I., Wetheimer (1979). “Maximum allowable cost: can the government control drug costs?” Journal of Health Politics, Policy and Law, Summer: 155–175.

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Morey, R.C., Capettini, R. & Dittman, D.A. Pareto rate setting strategies: an application to medicaid drug reimbursement. Policy Sci 18, 169–200 (1985). https://doi.org/10.1007/BF00136720

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF00136720

Keywords

Navigation