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Innovations in the Science and Practice of Decision Analysis: The Role of Management Science

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  • James S. Dyer

    (McCombs School of Business, University of Texas at Austin, Austin, Texas 78705)

  • James E. Smith

    (Tuck School of Business, Dartmouth College, Hanover, New Hampshire 03755)

Abstract

In this paper, we reflect on research in decision analysis that has appeared in Management Science and its impact on decision analysis practice and applications. We consider professional applications of decision analysis in business and government settings as well as everyday conversational applications.

Suggested Citation

  • James S. Dyer & James E. Smith, 2021. "Innovations in the Science and Practice of Decision Analysis: The Role of Management Science," Management Science, INFORMS, vol. 67(9), pages 5364-5378, September.
    • Handle: RePEc:inm:ormnsc:v:67:y:2021:i:9:p:5364-5378
    DOI: 10.1287/mnsc.2020.3652
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    1. C. West Churchman, 1994. "Management Science: Science of Managing and Managing of Science," Interfaces, INFORMS, vol. 24(4), pages 99-110, August.
    2. Mohammed Abdellaoui & Frank Vossmann & Martin Weber, 2005. "Choice-Based Elicitation and Decomposition of Decision Weights for Gains and Losses Under Uncertainty," Management Science, INFORMS, vol. 51(9), pages 1384-1399, September.
    3. Joseph S. Pliskin & Clyde H. Beck, Jr., 1976. "A Health Index for Patient Selection: A Value Function Approach with Application to Chronic Renal Failure Patients," Management Science, INFORMS, vol. 22(9), pages 1009-1021, May.
    4. Daniel J. Walters & Philip M. Fernbach & Craig R. Fox & Steven A. Sloman, 2017. "Known Unknowns: A Critical Determinant of Confidence and Calibration," Management Science, INFORMS, vol. 63(12), pages 4298-4307, December.
    5. Guy Black, 1967. "Systems Analysis in Government Operations," Management Science, INFORMS, vol. 14(2), pages 41-58, October.
    6. James S. Dyer & Rakesh K. Sarin, 1979. "Measurable Multiattribute Value Functions," Operations Research, INFORMS, vol. 27(4), pages 810-822, August.
    7. M. Shubik, 1987. "What is an Application and When is Theory a Waste of Time?," Management Science, INFORMS, vol. 33(12), pages 1511-1522, December.
    8. Eric J. Johnson & David A. Schkade, 1989. "Bias in Utility Assessments: Further Evidence and Explanations," Management Science, INFORMS, vol. 35(4), pages 406-424, April.
    9. George W. Torrance, 1976. "Health Status Index Models: A Unified Mathematical View," Management Science, INFORMS, vol. 22(9), pages 990-1001, May.
    10. Daniel Kahneman & Dan Lovallo, 1993. "Timid Choices and Bold Forecasts: A Cognitive Perspective on Risk Taking," Management Science, INFORMS, vol. 39(1), pages 17-31, January.
    11. Allan H. Murphy & Robert L. Winkler, 1977. "Reliability of Subjective Probability Forecasts of Precipitation and Temperature," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 26(1), pages 41-47, March.
    12. James E. Matheson & Robert L. Winkler, 1976. "Scoring Rules for Continuous Probability Distributions," Management Science, INFORMS, vol. 22(10), pages 1087-1096, June.
    13. Ralph L. Keeney, 1972. "Utility Functions for Multiattributed Consequences," Management Science, INFORMS, vol. 18(5-Part-1), pages 276-287, January.
    14. John C. Hershey & Howard C. Kunreuther & Paul J. H. Schoemaker, 1982. "Sources of Bias in Assessment Procedures for Utility Functions," Management Science, INFORMS, vol. 28(8), pages 936-954, August.
    15. Mohammed Abdellaoui & Olivier L'Haridon & Corina Paraschiv, 2011. "Experienced vs. Described Uncertainty: Do We Need Two Prospect Theory Specifications?," Management Science, INFORMS, vol. 57(10), pages 1879-1895, October.
    16. Joseph S. Pliskin & Donald S. Shepard & Milton C. Weinstein, 1980. "Utility Functions for Life Years and Health Status," Operations Research, INFORMS, vol. 28(1), pages 206-224, February.
    17. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    18. George Wu & Richard Gonzalez, 1996. "Curvature of the Probability Weighting Function," Management Science, INFORMS, vol. 42(12), pages 1676-1690, December.
    19. Mohammed Abdellaoui & Han Bleichrodt & Corina Paraschiv, 2007. "Loss Aversion Under Prospect Theory: A Parameter-Free Measurement," Management Science, INFORMS, vol. 53(10), pages 1659-1674, October.
    20. Katrin Borcherding & Thomas Eppel & Detlof von Winterfeldt, 1991. "Comparison of Weighting Judgments in Multiattribute Utility Measurement," Management Science, INFORMS, vol. 37(12), pages 1603-1619, December.
    21. John M. Miyamoto & Peter P. Wakker & Han Bleichrodt & Hans J. M. Peters, 1998. "The Zero-Condition: A Simplifying Assumption in QALY Measurement and Multiattribute Utility," Management Science, INFORMS, vol. 44(6), pages 839-849, June.
    22. Merrill M. Flood, 1956. "The Objectives of TIMS," Management Science, INFORMS, vol. 2(2), pages 178-184, January.
    23. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    24. Gordon Hazen, 2000. "Preference Factoring for Stochastic Trees," Management Science, INFORMS, vol. 46(3), pages 389-403, March.
    25. Peter C. Fishburn, 1967. "Methods of Estimating Additive Utilities," Management Science, INFORMS, vol. 13(7), pages 435-453, March.
    26. C. West Churchman & Russell L. Ackoff, 1954. "An Approximate Measure of Value," Operations Research, INFORMS, vol. 2(2), pages 172-187, May.
    27. Manel Baucells & Martin Weber & Frank Welfens, 2011. "Reference-Point Formation and Updating," Management Science, INFORMS, vol. 57(3), pages 506-519, March.
    28. Thomas S. Wallsten & David V. Budescu, 1983. "State of the Art---Encoding Subjective Probabilities: A Psychological and Psychometric Review," Management Science, INFORMS, vol. 29(2), pages 151-173, February.
    29. Coleen K. Ford & Ralph L. Keeney & Craig W. Kirkwood, 1979. "Evaluating Methodologies: A Procedure and Application to Nuclear Power Plant Siting Methodologies," Management Science, INFORMS, vol. 25(1), pages 1-10, January.
    30. Martin Weber & Franz Eisenführ & Detlof von Winterfeldt, 1988. "The Effects of Splitting Attributes on Weights in Multiattribute Utility Measurement," Management Science, INFORMS, vol. 34(4), pages 431-445, April.
    31. James E. Smith & Robert F. Nau, 1995. "Valuing Risky Projects: Option Pricing Theory and Decision Analysis," Management Science, INFORMS, vol. 41(5), pages 795-816, May.
    32. George Wu & Richard Gonzalez, 1999. "Nonlinear Decision Weights in Choice Under Uncertainty," Management Science, INFORMS, vol. 45(1), pages 74-85, January.
    33. Gregory S. Parnell & Harry W. Conley & Jack A. Jackson & Lee J. Lehmkuhl & John M. Andrew, 1998. "Foundations 2025: A Value Model for Evaluating Future Air and Space Forces," Management Science, INFORMS, vol. 44(10), pages 1336-1350, October.
    34. Gregory W. Fischer & Nirmala Damodaran & Kathryn B. Laskey & David Lincoln, 1987. "Preferences for Proxy Attributes," Management Science, INFORMS, vol. 33(2), pages 198-214, February.
    35. Peter C. Fishburn, 1967. "Letter to the Editor—Additive Utilities with Incomplete Product Sets: Application to Priorities and Assignments," Operations Research, INFORMS, vol. 15(3), pages 537-542, June.
    36. Han Bleichrodt & Jose Luis Pinto & Peter P. Wakker, 2001. "Making Descriptive Use of Prospect Theory to Improve the Prescriptive Use of Expected Utility," Management Science, INFORMS, vol. 47(11), pages 1498-1514, November.
    37. Ralph L. Keeney & Detlof von Winterfeldt & Thomas Eppel, 1990. "Eliciting Public Values for Complex Policy Decisions," Management Science, INFORMS, vol. 36(9), pages 1011-1030, September.
    38. Peter Wakker & Daniel Deneffe, 1996. "Eliciting von Neumann-Morgenstern Utilities When Probabilities Are Distorted or Unknown," Management Science, INFORMS, vol. 42(8), pages 1131-1150, August.
    39. Robert L. Winkler, 1994. "Evaluating Probabilities: Asymmetric Scoring Rules," Management Science, INFORMS, vol. 40(11), pages 1395-1405, November.
    40. Kenneth C. Lichtendahl & Yael Grushka-Cockayne & Robert L. Winkler, 2013. "Is It Better to Average Probabilities or Quantiles?," Management Science, INFORMS, vol. 59(7), pages 1594-1611, July.
    41. Paul J. H. Schoemaker & C. Carter Waid, 1982. "An Experimental Comparison of Different Approaches to Determining Weights in Additive Utility Models," Management Science, INFORMS, vol. 28(2), pages 182-196, February.
    42. Yael Grushka-Cockayne & Bert De Reyck & Zeger Degraeve, 2008. "An Integrated Decision-Making Approach for Improving European Air Traffic Management," Management Science, INFORMS, vol. 54(8), pages 1395-1409, August.
    43. Samuel E. Bodily, 1978. "Police Sector Design Incorporating Preferences of Interest Groups for Equality and Efficiency," Management Science, INFORMS, vol. 24(12), pages 1301-1313, August.
    44. Rüdiger von Nitzsch & Martin Weber, 1993. "The Effect of Attribute Ranges on Weights in Multiattribute Utility Measurements," Management Science, INFORMS, vol. 39(8), pages 937-943, August.
    45. Yael Grushka-Cockayne & Victor Richmond R. Jose & Kenneth C. Lichtendahl Jr., 2017. "Ensembles of Overfit and Overconfident Forecasts," Management Science, INFORMS, vol. 63(4), pages 1110-1130, April.
    46. Peter H. Farquhar, 1984. "State of the Art---Utility Assessment Methods," Management Science, INFORMS, vol. 30(11), pages 1283-1300, November.
    47. Peter C. Fishburn, 1965. "Independence in Utility Theory with Whole Product Sets," Operations Research, INFORMS, vol. 13(1), pages 28-45, February.
    48. Shlomo Benartzi & Richard H. Thaler, 1999. "Risk Aversion or Myopia? Choices in Repeated Gambles and Retirement Investments," Management Science, INFORMS, vol. 45(3), pages 364-381, March.
    49. James E. Smith & Ralph L. Keeney, 2005. "Your Money or Your Life: A Prescriptive Model for Health, Safety, and Consumption Decisions," Management Science, INFORMS, vol. 51(9), pages 1309-1325, September.
    50. Michael Kilka & Martin Weber, 2001. "What Determines the Shape of the Probability Weighting Function Under Uncertainty?," Management Science, INFORMS, vol. 47(12), pages 1712-1726, December.
    51. Robin Gregory & Ralph L. Keeney, 1994. "Creating Policy Alternatives Using Stakeholder Values," Management Science, INFORMS, vol. 40(8), pages 1035-1048, August.
    52. Butler, John C. & Dyer, James S. & Jia, Jianmin & Tomak, Kerem, 2008. "Enabling e-transactions with multi-attribute preference models," European Journal of Operational Research, Elsevier, vol. 186(2), pages 748-765, April.
    53. Eva Regnier, 2018. "Probability Forecasts Made at Multiple Lead Times," Management Science, INFORMS, vol. 64(5), pages 2407-2426, May.
    54. Xuanming Su & Stefanos A. Zenios, 2006. "Recipient Choice Can Address the Efficiency-Equity Trade-off in Kidney Transplantation: A Mechanism Design Model," Management Science, INFORMS, vol. 52(11), pages 1647-1660, November.
    55. James E. Smith & Kevin F. McCardle, 1998. "Valuing Oil Properties: Integrating Option Pricing and Decision Analysis Approaches," Operations Research, INFORMS, vol. 46(2), pages 198-217, April.
    56. Timothy C. Y. Chan & Derya Demirtas & Roy H. Kwon, 2016. "Optimizing the Deployment of Public Access Defibrillators," Management Science, INFORMS, vol. 62(12), pages 3617-3635, December.
    57. James E. Smith & Kevin F. McCardle, 1999. "Options in the Real World: Lessons Learned in Evaluating Oil and Gas Investments," Operations Research, INFORMS, vol. 47(1), pages 1-15, February.
    58. Robert L. Winkler & Yael Grushka-Cockayne & Kenneth C. Lichtendahl Jr. & Victor Richmond R. Jose, 2019. "Probability Forecasts and Their Combination: A Research Perspective," Decision Analysis, INFORMS, vol. 16(4), pages 239-260, December.
    59. Ryan O. Murphy & Robert H. W. ten Brincke, 2018. "Hierarchical Maximum Likelihood Parameter Estimation for Cumulative Prospect Theory: Improving the Reliability of Individual Risk Parameter Estimates," Management Science, INFORMS, vol. 64(1), pages 308-328, January.
    60. Stefanos A. Zenios, 2002. "Optimal Control of a Paired-Kidney Exchange Program," Management Science, INFORMS, vol. 48(3), pages 328-342, March.
    61. Dale M. Crawford & Bruce C. Huntzinger & Craig W. Kirkwood, 1978. "Multiobjective Decision Analysis for Transmission Conductor Selection," Management Science, INFORMS, vol. 24(16), pages 1700-1709, December.
    62. Mohammed Abdellaoui & Emmanuel Kemel, 2014. "Eliciting Prospect Theory When Consequences Are Measured in Time Units: “Time Is Not Money”," Management Science, INFORMS, vol. 60(7), pages 1844-1859, July.
    63. James E. Smith & Detlof von Winterfeldt, 2004. "Anniversary Article: Decision Analysis in Management Science," Management Science, INFORMS, vol. 50(5), pages 561-574, May.
    64. Gregory S. Zaric & Margaret L. Brandeau & Paul G. Barnett, 2000. "Methadone Maintenance and HIV Prevention: A Cost-Effectiveness Analysis," Management Science, INFORMS, vol. 46(8), pages 1013-1031, August.
    65. Jyrki Wallenius & James S. Dyer & Peter C. Fishburn & Ralph E. Steuer & Stanley Zionts & Kalyanmoy Deb, 2008. "Multiple Criteria Decision Making, Multiattribute Utility Theory: Recent Accomplishments and What Lies Ahead," Management Science, INFORMS, vol. 54(7), pages 1336-1349, July.
    66. David E. Bell, 1979. "Multiattribute Utility Functions: Decompositions Using Interpolation," Management Science, INFORMS, vol. 25(8), pages 744-753, August.
    67. William G. Stillwell & Detlof von Winterfeldt & Richard S. John, 1987. "Comparing Hierarchical and Nonhierarchical Weighting Methods for Eliciting Multiattribute Value Models," Management Science, INFORMS, vol. 33(4), pages 442-450, April.
    68. Mohammed Abdellaoui, 2000. "Parameter-Free Elicitation of Utility and Probability Weighting Functions," Management Science, INFORMS, vol. 46(11), pages 1497-1512, November.
    69. Carl S. Spetzler & Carl-Axel S. Staël Von Holstein, 1975. "Exceptional Paper--Probability Encoding in Decision Analysis," Management Science, INFORMS, vol. 22(3), pages 340-358, November.
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