Abstract
The productivity analysis literature has traditionally focused on the evaluation of past performances. In this paper, we consider the post productivity analysis problem of deciding which production plans to choose in the future given information from a productivity analysis. In particular, we demonstrate that Data Envelopment Analysis (DEA) has an important role to play in the reallocation game following a normal productivity analysis. DEA estimates reduce the information rents an agent can extract by “claiming” high costs for the least reduced or most expanded activity. We also examine how to optimally combine DEA estimates with other information in a planning context, including preference information, ex-ante cost reports and ex-post cost data.
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Agrell, P., P. Bogetoft, and J. Tind. (1999). "Efficiency and Incentives in Regulated Industries: The Case of Electricity Distribution in Scandinavia." W.P., Department of Economics, KVL, Copenhagen.
Ali, A.I., W. D. Cook, and L. M. Seiford. (1991). "Strict vs. Weak Ordinal Relations for Multipliers in Data Envelopment Analysis." Management Science 37, 733-738.
Antle, R., P. Bogetoft, and A. Stark. (1999). "Selection From Many Investments With Managerial Private Information." Contemporary Accounting Research to appear.
Antle, R., and G. D. Eppen. (1985). "Capital Rationing and Organizational Slack in Capital Budgeting." Management Science 31, 163-174.
Baiman, S., and J. H. Evans. (1983). "Pre-decision Information and Participative Management Control Systems." Journal of Accounting Research 21, 371-395.
Banker, R. D. (1980). "A Game Theoretic Approach to Measuring Efficiency." European Journal of Operational Research 5, 262-268.
Banker, R. D. (1984). "Estimating Most Productive Scale Size Using Data Envelopment Analysis." European Journal of Operational Research 17, 35-454.
Banker, R. D., A. Charnes, and W. W. Cooper. (1984). "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis." Management Science 30, 1078-1092.
Banker, R. D., A. Charnes, W. W. Cooper, and R. Clarke. (1989). "Constrained Game Formulations and Interpretations for Data Envelopment Analysis." European Journal of Operational Research 40, 299-308.
Bogetoft, P. (1993). "DEA-Based Yardstick Competition." DASYWorking Paper, Copenhagen Business School, pp. 1-13.
Bogetoft, P. (1994a). Non-Cooperative Planning Theory. Springer-Verlag, pp. 1-314.
Bogetoft, P. (1994b). "Incentive Efficient Production Frontiers: An Agency Perspective on DEA." Management Science 40, 959-968.
Bogetoft, P. (1995a). "Incentives and Productivity Measurements. International Journal of Production Economics 39, 67-81.
Bogetoft, P. (1995b). "Multidimensional Activity Planning under Asymmetric Information." Working Paper, Copenhagen Business School.
Bogetoft, P. (1996). "DEA on Relaxed Convexity Assumptions." Management Science 42, 457-465.
Bogetoft, P. (1997). "DEA-Based Yardstick Competition: The Optimality of Best Practice Regulation." Annals of Operations Research 73, 277-298.
Bogetoft, P. (1998). "An Incentive Rationale for Proportional Downsizing (Lawn Mowing)." W.P., Department of Economics, KVL, Copenhagen.
Charnes, A., W. W. Cooper, and E. Rhodes. (1978). "Measuring the Efficiency of Decision Making Units." European Journal of Operational Research 2, 429-444.
Charnes, A.,W.W. Cooper, and E. Rhodes. (1979). "Short Communication: Measuring the Efficiency of Decision Making Units." European Journal of Operational Research 3, 339.
Christensen, J. (1981). "Communication in Agencies." The Bell Journal of Economics 12, 661-674.
Christensen, J. (1982). "The Determination of Performance Standards and Participation." Journal of Accounting Research Autumn, 589-603.
Crew, M. A., and M. R. Frierman. (1991). "Information Economics and NewForms of Regulation." In M.A. Crew (ed.), Competition and Regulation of Utilities. Kluwer Academic Publishers, pp. 157-172.
Dalen, D. M. (1993). "Strategic Responses to Relative Evaluations of Bureaus: Implications for Bureaucratic Slack." Working Paper. Available by writing to D. M. Dalen, Department of Economics, University of Oslo, Box 1095, 0317 Oslo, Norway.
Debreu, G. (1951). "The Coefficient of Resource Utilization." Econometrica 19, 273-292.
Deprins, D., D. Simar, and H. Tulkens. (1984). "Measuring Labor Efficiency in Post Offices." In M. Marchand, P. Pestieau, and H. Tulkens (eds.), The Performance of Public Enterprises: Concepts and Measurements. North Holland, pp. 243-267.
Einhorn, M. A. (1991). Price Caps and Incentive Regulation in Telecommunications. Kluwer Academic Publishers.
Farrell, M. J. (1957). "The Measurement of Productive Efficiency." Journal of the Royal Statistical Society Series A, III, 253-290.
Grasto, K. (1997). "Incentive-based regulation of Electricity Monopolies in Norway-Background, Principles and Di-rectives, Implementation and Control System." Publication 23/1997, Norweigian Water Resources and Energy Administration, POB 5091, 0301 Oslo, Norway. Also from www.nve.no.
Golany, B. (1988a). "A Note on Including Ordinal Relations Among Multipliers in Data Envelopment Analysis." Management Science 34, 1029-1033.
Harris, M., and R. M. Townsend. (1981). "Resource Allocation under Asymmetric Information." Econometrica 49, 231-259.
Hart, O. D., and B. Holmstrom. (1987). "The Theory of Contracts." In T. F. Bewley (ed.), Economic Theory-Fifth World Congress. Cambridge University Press, pp. 71-155.
Holmstrom, B. (1979). "Moral Hazard and Observability." The Bell Journal of Economics 10, 74-91.
Holmstrom, B., and P. Milgrom. (1991). "Multitask Principal-Agent Analyses: Incentives, Contracts, Asset Ownership and Job Design." Journal of Law, Economics and Organization 7.
Halme, M., T. Joro, P. Korhonen, S. Salo and J. Wallenius. (1999). "A Value Efficiency Approach to Incorporating Preference Information in Data Envelopment Analysis." Management Science 45(1), 103-115.
Kirby, A., S. Reichelstein, P. Sen, and T. Y. Paik. (1991). "Participation, Slack, and Budget-Based Performance Evaluation." Journal of Accounting Research 109-127.
Koopmans, T. C. (1951). "Analysis of Production as an Efficient Combination of Activities." In T. C. Koopmans (ed.), Activity Analysis of Production and Allocation. New York: Wiley.
Laffont, J. J. (1994). "The New Economics of Regulation Ten Years After." Econometrica 62, 507-537.
Laffont, J-J., and J. Tirole. (1993). A Theory of Incentives in Procurement and Regulation. MIT Press.
McAfee, R. P., and J. McMillan. (1988). "Multidimensional Incentive Compatibility and Mechanism Design." Journal of Economic Theory 46, 335-354.
Melumad, N. D., and S. Reichelstein. (1989). "Value of Communication in Agencies." Journal of Economic Theory 47, 334-368.
Mitchell, B. M., and I. Vogelsang. (1991). Telecommunication Pricing: Theory and Practice. Cambridge University Press.
Myerson, R. B. (1979). "Incentive Compatibility and The Bargaining Problem." Econometrica 47, 61-73.
Sappington, D. (1983). "Limited Liability Contracts between Principal and Agent." Journal of Economic Theory 29, 1-21.
Tulkens, H. (1993). "On FDH Efficiency Analysis: Some Methodological Issues and Applications to Retail Banking, Courts and Urban Transit." Journal of Productivity Analysis 4, 183-210.
Wunsch, P. (1994). "Peer Comparison, Regulation and Replicability." Working Paper. Available by writing to P. Wunsch, CORE, Universit´e Catholique de Louvain, Louvain-La-Neuve, B-1348 Belgium, pp. 172-189.
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Bogetoft, P. DEA and Activity Planning under Asymmetric Information. Journal of Productivity Analysis 13, 7–48 (2000). https://doi.org/10.1023/A:1007812822633
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DOI: https://doi.org/10.1023/A:1007812822633