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Path dependence in Operational Research—How the modeling process can influence the results

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  • Hämäläinen, Raimo P.
  • Lahtinen, Tuomas J.

Abstract

In Operational Research practice there are almost always alternative paths that can be followed in the modeling and problem solving process. Path dependence refers to the impact of the path on the outcome of the process. The steps of the path include, e.g. forming the problem solving team, the framing and structuring of the problem, the choice of model, the order in which the different parts of the model are specified and solved, and the way in which data or preferences are collected. We identify and discuss seven possibly interacting origins or drivers of path dependence: systemic origins, learning, procedure, behavior, motivation, uncertainty, and external environment. We provide several ideas on how to cope with path dependence.

Suggested Citation

  • Hämäläinen, Raimo P. & Lahtinen, Tuomas J., 2016. "Path dependence in Operational Research—How the modeling process can influence the results," Operations Research Perspectives, Elsevier, vol. 3(C), pages 14-20.
    • Handle: RePEc:eee:oprepe:v:3:y:2016:i:c:p:14-20
    DOI: 10.1016/j.orp.2016.03.001
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    1. Fischer, Gregory W., 1995. "Range Sensitivity of Attribute Weights in Multiattribute Value Models," Organizational Behavior and Human Decision Processes, Elsevier, vol. 62(3), pages 252-266, June.
    2. Vijay Mehrotra & Thomas A. Grossman, 2009. "OR Process Skills Transform an Out-of-Control Call Center into a Strategic Asset," Interfaces, INFORMS, vol. 39(4), pages 346-352, August.
    3. Kahneman, Daniel & Ritov, Ilana & Schkade, David A, 1999. "Economic Preferences or Attitude Expressions?: An Analysis of Dollar Responses to Public Issues," Journal of Risk and Uncertainty, Springer, vol. 19(1-3), pages 203-235, December.
    4. R J Ormerod, 2008. "The transformation competence perspective," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 59(11), pages 1435-1448, November.
    5. Mort Webster, 2008. "Incorporating Path Dependency into Decision-Analytic Methods: An Application to Global Climate-Change Policy," Decision Analysis, INFORMS, vol. 5(2), pages 60-75, June.
    6. Franco, L. Alberto & Montibeller, Gilberto, 2010. "Facilitated modelling in operational research," European Journal of Operational Research, Elsevier, vol. 205(3), pages 489-500, September.
    7. Lane, David C., 1992. "Modelling as learning: A consultancy methodology for enhancing learning in management teams," European Journal of Operational Research, Elsevier, vol. 59(1), pages 64-84, May.
    8. Samuelson, William & Zeckhauser, Richard, 1988. "Status Quo Bias in Decision Making," Journal of Risk and Uncertainty, Springer, vol. 1(1), pages 7-59, March.
    9. Scarf, Philip A., 1997. "On the application of mathematical models in maintenance," European Journal of Operational Research, Elsevier, vol. 99(3), pages 493-506, June.
    10. von Winterfeldt, Detlof & Fasolo, Barbara, 2009. "Structuring decision problems: A case study and reflections for practitioners," European Journal of Operational Research, Elsevier, vol. 199(3), pages 857-866, December.
    11. Hämäläinen, Raimo P. & Luoma, Jukka & Saarinen, Esa, 2013. "On the importance of behavioral operational research: The case of understanding and communicating about dynamic systems," European Journal of Operational Research, Elsevier, vol. 228(3), pages 623-634.
    12. Franco, L. Alberto & Rouwette, Etiënne A.J.A. & Korzilius, Hubert, 2016. "Different paths to consensus? The impact of need for closure on model-supported group conflict management," European Journal of Operational Research, Elsevier, vol. 249(3), pages 878-889.
    13. Pierson, Paul, 2000. "Increasing Returns, Path Dependence, and the Study of Politics," American Political Science Review, Cambridge University Press, vol. 94(2), pages 251-267, June.
    14. Poyhonen, Mari & Vrolijk, Hans & Hamalainen, Raimo P., 2001. "Behavioral and procedural consequences of structural variation in value trees," European Journal of Operational Research, Elsevier, vol. 134(1), pages 216-227, October.
    15. Kristensen, Henrik & Garling, Tommy, 1997. "The Effects of Anchor Points and Reference Points on Negotiation Process and Outcome," Organizational Behavior and Human Decision Processes, Elsevier, vol. 71(1), pages 85-94, July.
    16. Arthur, W Brian, 1989. "Competing Technologies, Increasing Returns, and Lock-In by Historical Events," Economic Journal, Royal Economic Society, vol. 99(394), pages 116-131, March.
    17. Furnham, Adrian & Boo, Hua Chu, 2011. "A literature review of the anchoring effect," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 40(1), pages 35-42, February.
    18. Amos Tversky & Daniel Kahneman, 1991. "Loss Aversion in Riskless Choice: A Reference-Dependent Model," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(4), pages 1039-1061.
    19. Adam Borison, 2005. "Real Options Analysis: Where Are the Emperor's Clothes?," Journal of Applied Corporate Finance, Morgan Stanley, vol. 17(2), pages 17-31, March.
    20. Gartland, Myles P., 2005. "Interdisciplinary views of sub-optimal outcomes: Path dependence in the social and management sciences," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 34(5), pages 686-702, October.
    21. 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.
    22. John D. C. Little, 1970. "Models and Managers: The Concept of a Decision Calculus," Management Science, INFORMS, vol. 16(8), pages 466-485, April.
    23. van Exel, N.J.A. & Brouwer, W.B.F. & van den Berg, B. & Koopmanschap, M.A., 2006. "With a little help from an anchor: Discussion and evidence of anchoring effects in contingent valuation," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 35(5), pages 836-853, October.
    24. Walker, Warren E. & Rahman, S. Adnan & Cave, Jonathan, 2001. "Adaptive policies, policy analysis, and policy-making," European Journal of Operational Research, Elsevier, vol. 128(2), pages 282-289, January.
    25. Johannes Siebert & Ralph L. Keeney, 2015. "Creating More and Better Alternatives for Decisions Using Objectives," Operations Research, INFORMS, vol. 63(5), pages 1144-1158, October.
    26. J B Jun & S H Jacobson & J R Swisher, 1999. "Application of discrete-event simulation in health care clinics: A survey," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 50(2), pages 109-123, February.
    27. Payne, John W & Bettman, James R & Schkade, David A, 1999. "Measuring Constructed Preferences: Towards a Building Code," Journal of Risk and Uncertainty, Springer, vol. 19(1-3), pages 243-270, December.
    28. Stefan A. Hajkowicz, 2012. "For the Greater Good? A Test for Strategic Bias in Group Environmental Decisions," Group Decision and Negotiation, Springer, vol. 21(3), pages 331-344, May.
    29. Cynthia Barnhart & Peter Belobaba & Amedeo R. Odoni, 2003. "Applications of Operations Research in the Air Transport Industry," Transportation Science, INFORMS, vol. 37(4), pages 368-391, November.
    30. Michael Pidd, 1999. "Just Modeling Through: A Rough Guide to Modeling," Interfaces, INFORMS, vol. 29(2), pages 118-132, April.
    31. David, Paul A, 1985. "Clio and the Economics of QWERTY," American Economic Review, American Economic Association, vol. 75(2), pages 332-337, May.
    32. Ron Martin & Peter Sunley, 2006. "Path dependence and regional economic evolution," Journal of Economic Geography, Oxford University Press, vol. 6(4), pages 395-437, August.
    33. Schwenk, Charles & Thomas, Howard, 1983. "Formulating the mess: The role of decision aids in problem formulation," Omega, Elsevier, vol. 11(3), pages 239-252.
    34. Kenneth J. Arrow & Anthony C. Fisher, 1974. "Environmental Preservation, Uncertainty, and Irreversibility," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 88(2), pages 312-319.
    35. Franco, L. Alberto & Lord, Ewan, 2011. "Understanding multi-methodology: Evaluating the perceived impact of mixing methods for group budgetary decisions," Omega, Elsevier, vol. 39(3), pages 362-372, June.
    36. William T. Morris, 1967. "On the Art of Modeling," Management Science, INFORMS, vol. 13(12), pages 707-717, August.
    37. Raimo Hämäläinen & Eero Kettunen & Mika Marttunen & Harri Ehtamo, 2001. "Evaluating a Framework for Multi-Stakeholder Decision Support in Water Resources Management," Group Decision and Negotiation, Springer, vol. 10(4), pages 331-353, July.
    38. Larry J. LeBlanc & Thomas A. Grossman, 2008. "Introduction: The Use of Spreadsheet Software in the Application of Management Science and Operations Research," Interfaces, INFORMS, vol. 38(4), pages 225-227, August.
    39. Leslie A. Lenert & Daniel J. Cher & Mary K. Goldstein & Merlynn R. Bergen & Alan Garber, 1998. "The Effect of Search Procedures on Utility Elicitations," Medical Decision Making, , vol. 18(1), pages 76-83, January.
    40. Kelly Levin & Benjamin Cashore & Steven Bernstein & Graeme Auld, 2012. "Overcoming the tragedy of super wicked problems: constraining our future selves to ameliorate global climate change," Policy Sciences, Springer;Society of Policy Sciences, vol. 45(2), pages 123-152, June.
    41. Landry, Maurice & Malouin, Jean-Louis & Oral, Muhittin, 1983. "Model validation in operations research," European Journal of Operational Research, Elsevier, vol. 14(3), pages 207-220, November.
    42. Leon, Orfelio G., 1999. "Value-Focused Thinking versus Alternative-Focused Thinking: Effects on Generation of Objectives," Organizational Behavior and Human Decision Processes, Elsevier, vol. 80(3), pages 213-227, December.
    43. Saaty, Thomas L., 1990. "How to make a decision: The analytic hierarchy process," European Journal of Operational Research, Elsevier, vol. 48(1), pages 9-26, September.
    44. John D. Sterman & Jason Wittenberg, 1999. "Path Dependence, Competition, and Succession in the Dynamics of Scientific Revolution," Organization Science, INFORMS, vol. 10(3), pages 322-341, June.
    45. Walker, Warren E., 2009. "Does the best practice of rational-style model-based policy analysis already include ethical considerations?," Omega, Elsevier, vol. 37(6), pages 1051-1062, December.
    46. Samuel D. Bond & Kurt A. Carlson & Ralph L. Keeney, 2008. "Generating Objectives: Can Decision Makers Articulate What They Want?," Management Science, INFORMS, vol. 54(1), pages 56-70, January.
    47. Arkes, Hal R. & Blumer, Catherine, 1985. "The psychology of sunk cost," Organizational Behavior and Human Decision Processes, Elsevier, vol. 35(1), pages 124-140, February.
    48. Aki Lehtinen, 2015. "Strategic Voting and the Degree of Path-Dependence," Group Decision and Negotiation, Springer, vol. 24(1), pages 97-114, January.
    49. Hämäläinen, Raimo P. & Alaja, Susanna, 2008. "The threat of weighting biases in environmental decision analysis," Ecological Economics, Elsevier, vol. 68(1-2), pages 556-569, December.
    50. Sterman, John., 1994. "Learning in and about complex systems," Working papers 3660-94., Massachusetts Institute of Technology (MIT), Sloan School of Management.
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