IDEAS home Printed from https://ideas.repec.org/a/wly/riskan/v35y2015i7p1230-1251.html
   My bibliography  Save this article

Cognitive and Motivational Biases in Decision and Risk Analysis

Author

Listed:
  • Gilberto Montibeller
  • Detlof von Winterfeldt

Abstract

Behavioral decision research has demonstrated that judgments and decisions of ordinary people and experts are subject to numerous biases. Decision and risk analysis were designed to improve judgments and decisions and to overcome many of these biases. However, when eliciting model components and parameters from decisionmakers or experts, analysts often face the very biases they are trying to help overcome. When these inputs are biased they can seriously reduce the quality of the model and resulting analysis. Some of these biases are due to faulty cognitive processes; some are due to motivations for preferred analysis outcomes. This article identifies the cognitive and motivational biases that are relevant for decision and risk analysis because they can distort analysis inputs and are difficult to correct. We also review and provide guidance about the existing debiasing techniques to overcome these biases. In addition, we describe some biases that are less relevant because they can be corrected by using logic or decomposing the elicitation task. We conclude the article with an agenda for future research.

Suggested Citation

  • Gilberto Montibeller & Detlof von Winterfeldt, 2015. "Cognitive and Motivational Biases in Decision and Risk Analysis," Risk Analysis, John Wiley & Sons, vol. 35(7), pages 1230-1251, July.
  • Handle: RePEc:wly:riskan:v:35:y:2015:i:7:p:1230-1251
    DOI: 10.1111/risa.12360
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/risa.12360
    Download Restriction: no

    File URL: https://libkey.io/10.1111/risa.12360?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. John Hey & Andrea Morone & Ulrich Schmidt, 2009. "Noise and bias in eliciting preferences," Journal of Risk and Uncertainty, Springer, vol. 39(3), pages 213-235, December.
    2. Terry Connolly & Doug Dean, 1997. "Decomposed Versus Holistic Estimates of Effort Required for Software Writing Tasks," Management Science, INFORMS, vol. 43(7), pages 1029-1045, July.
    3. G Montibeller & V Belton, 2006. "Causal maps and the evaluation of decision options—a review," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(7), pages 779-791, July.
    4. Klayman, Joshua & Soll, Jack B. & Gonzalez-Vallejo, Claudia & Barlas, Sema, 1999. "Overconfidence: It Depends on How, What, and Whom You Ask, , , , , , , , ," Organizational Behavior and Human Decision Processes, Elsevier, vol. 79(3), pages 216-247, September.
    5. Eden, Colin, 2004. "Analyzing cognitive maps to help structure issues or problems," European Journal of Operational Research, Elsevier, vol. 159(3), pages 673-686, December.
    6. Schoemaker, Paul J. H. & Hershey, John C., 1992. "Utility measurement: Signal, noise, and bias," Organizational Behavior and Human Decision Processes, Elsevier, vol. 52(3), pages 397-424, August.
    7. Fry, Phillip C. & Rinks, Dan B. & Ringuest, Jeffrey L., 1996. "Comparing the predictive validity of alternatively assessed multi-attribute preference models when relevant decision attributes are missing," European Journal of Operational Research, Elsevier, vol. 94(3), pages 599-609, November.
    8. Craig R. Fox & Robert T. Clemen, 2005. "Subjective Probability Assessment in Decision Analysis: Partition Dependence and Bias Toward the Ignorance Prior," Management Science, INFORMS, vol. 51(9), pages 1417-1432, September.
    9. 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.
    10. 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.
    11. Ofir, Chezy, 2000. "Ease of Recall vs Recalled Evidence in Judgment: Experts vs Laymen," Organizational Behavior and Human Decision Processes, Elsevier, vol. 81(1), pages 28-42, January.
    12. Lawrence, Michael & Goodwin, Paul & O'Connor, Marcus & Onkal, Dilek, 2006. "Judgmental forecasting: A review of progress over the last 25 years," International Journal of Forecasting, Elsevier, vol. 22(3), pages 493-518.
    13. A Morton & B Fasolo, 2009. "Behavioural decision theory for multi-criteria decision analysis: a guided tour," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(2), pages 268-275, February.
    14. 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.
    15. Robin M. Hogarth & Spyros Makridakis, 1981. "Forecasting and Planning: An Evaluation," Management Science, INFORMS, vol. 27(2), pages 115-138, February.
    16. Paul Slovic & Melissa L. Finucane & Ellen Peters & Donald G. MacGregor, 2004. "Risk as Analysis and Risk as Feelings: Some Thoughts about Affect, Reason, Risk, and Rationality," Risk Analysis, John Wiley & Sons, vol. 24(2), pages 311-322, April.
    17. Nicholas Seybert & Robert Bloomfield, 2009. "Contagion of Wishful Thinking in Markets," Management Science, INFORMS, vol. 55(5), pages 738-751, May.
    18. Samuel D. Bond & Kurt A. Carlson & Ralph L. Keeney, 2010. "Improving the Generation of Decision Objectives," Decision Analysis, INFORMS, vol. 7(3), pages 238-255, September.
    19. Karin Edvardsson & Sven Hansson, 2005. "When is a goal rational?," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 24(2), pages 343-361, April.
    20. 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..
    21. John C. Hershey & Paul J. H. Schoemaker, 1985. "Probability Versus Certainty Equivalence Methods in Utility Measurement: Are they Equivalent?," Management Science, INFORMS, vol. 31(10), pages 1213-1231, October.
    22. Robin L. Dillon & Richard John & Detlof von Winterfeldt, 2002. "Assessment of Cost Uncertainties for Large Technology Projects: A Methodology and an Application," Interfaces, INFORMS, vol. 32(4), pages 52-66, August.
    23. Hora, Stephen C. & Hora, Judith A. & Dodd, Nancy G., 1992. "Assessment of probability distributions for continuous random variables: A comparison of the bisection and fixed value methods," Organizational Behavior and Human Decision Processes, Elsevier, vol. 51(1), pages 133-155, February.
    24. Ralph L. Keeney, 2002. "Common Mistakes in Making Value Trade-Offs," Operations Research, INFORMS, vol. 50(6), pages 935-945, December.
    25. Ralph L. Keeney & Robin S. Gregory, 2005. "Selecting Attributes to Measure the Achievement of Objectives," Operations Research, INFORMS, vol. 53(1), pages 1-11, February.
    26. 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.
    27. 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.
    28. 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.
    29. Robert T. Clemen & Robert L. Winkler, 1999. "Combining Probability Distributions From Experts in Risk Analysis," Risk Analysis, John Wiley & Sons, vol. 19(2), pages 187-203, April.
    30. Michael Siegrist & Bernadette Sütterlin, 2014. "Human and Nature‐Caused Hazards: The Affect Heuristic Causes Biased Decisions," Risk Analysis, John Wiley & Sons, vol. 34(8), pages 1482-1494, August.
    31. Craig R. Fox & David Bardolet & Daniel Lieb, 2005. "Partition Dependence in Decision Analysis, Resource Allocation, and Consumer Choice," Springer Books, in: Rami Zwick & Amnon Rapoport (ed.), Experimental Business Research, chapter 0, pages 229-251, Springer.
    32. Keeney,Ralph L. & Raiffa,Howard, 1993. "Decisions with Multiple Objectives," Cambridge Books, Cambridge University Press, number 9780521438834.
    33. Franco, L. Alberto & Montibeller, Gilberto, 2010. "Facilitated modelling in operational research," European Journal of Operational Research, Elsevier, vol. 205(3), pages 489-500, September.
    34. Levin, Irwin P. & Gaeth, Gary J. & Schreiber, Judy & Lauriola, Marco, 2002. "A New Look at Framing Effects: Distribution of Effect Sizes, Individual Differences, and Independence of Types of Effects," Organizational Behavior and Human Decision Processes, Elsevier, vol. 88(1), pages 411-429, May.
    35. Stephen C. Hora, 2004. "Probability Judgments for Continuous Quantities: Linear Combinations and Calibration," Management Science, INFORMS, vol. 50(5), pages 597-604, May.
    36. Gettys, Charles F. & Mehle, Thomas & Fisher, Stanley, 1986. "Plausibility assessments in hypothesis generation," Organizational Behavior and Human Decision Processes, Elsevier, vol. 37(1), pages 14-33, February.
    37. Ronald A. Howard, 1988. "Decision Analysis: Practice and Promise," Management Science, INFORMS, vol. 34(6), pages 679-695, June.
    38. Weber, Martin & Borcherding, Katrin, 1993. "Behavioral influences on weight judgments in multiattribute decision making," European Journal of Operational Research, Elsevier, vol. 67(1), pages 1-12, May.
    39. Mussweiler, Thomas & Strack, Fritz, 2001. "The Semantics of Anchoring," Organizational Behavior and Human Decision Processes, Elsevier, vol. 86(2), pages 234-255, November.
    40. Daniel Kahneman & Jack L. Knetsch & Richard H. Thaler, 1991. "Anomalies: The Endowment Effect, Loss Aversion, and Status Quo Bias," Journal of Economic Perspectives, American Economic Association, vol. 5(1), pages 193-206, Winter.
    41. R. Winkler & Javier Muñoz & José Cervera & José Bernardo & Gail Blattenberger & Joseph Kadane & Dennis Lindley & Allan Murphy & Robert Oliver & David Ríos-Insua, 1996. "Scoring rules and the evaluation of probabilities," TEST: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 5(1), pages 1-60, June.
    42. 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.
    43. Frisch, Deborah, 1993. "Reasons for Framing Effects," Organizational Behavior and Human Decision Processes, Elsevier, vol. 54(3), pages 399-429, April.
    44. 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.
    45. Sarah K. Jacobi & Benjamin F. Hobbs, 2007. "Quantifying and Mitigating the Splitting Bias and Other Value Tree-Induced Weighting Biases," Decision Analysis, INFORMS, vol. 4(4), pages 194-210, December.
    46. Peter H. Farquhar & Anthony R. Pratkanis, 1993. "Decision Structuring with Phantom Alternatives," Management Science, INFORMS, vol. 39(10), pages 1214-1226, October.
    47. Barbara Fasolo & Alec Morton & Detlof Winterfeldt, 2011. "Behavioural Issues in Portfolio Decision Analysis," International Series in Operations Research & Management Science, in: Ahti Salo & Jeffrey Keisler & Alec Morton (ed.), Portfolio Decision Analysis, chapter 0, pages 149-165, Springer.
    48. 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.
    49. Alec Morton & Mara Airoldi & Lawrence D. Phillips, 2009. "Nuclear Risk Management on Stage: A Decision Analysis Perspective on the UK's Committee on Radioactive Waste Management," Risk Analysis, John Wiley & Sons, vol. 29(5), pages 764-779, May.
    50. Victor Richmond R. Jose & Robert L. Winkler, 2009. "Evaluating Quantile Assessments," Operations Research, INFORMS, vol. 57(5), pages 1287-1297, October.
    51. Lin, Shi-Woei & Bier, Vicki M., 2008. "A study of expert overconfidence," Reliability Engineering and System Safety, Elsevier, vol. 93(5), pages 711-721.
    52. 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.
    53. Butler, Adam B. & Scherer, Lisa L., 1997. "The Effects of Elicitation Aids, Knowledge, and Problem Content on Option Quantity and Quality," Organizational Behavior and Human Decision Processes, Elsevier, vol. 72(2), pages 184-202, November.
    54. Robin Gregory & Ralph L. Keeney, 1994. "Creating Policy Alternatives Using Stakeholder Values," Management Science, INFORMS, vol. 40(8), pages 1035-1048, August.
    55. Dougherty, Michael R. P. & Gettys, Charles F. & Thomas, Rickey P., 1997. "The Role of Mental Simulation in Judgments of Likelihood," Organizational Behavior and Human Decision Processes, Elsevier, vol. 70(2), pages 135-148, May.
    56. David V. Budescu & Ning Du, 2007. "Coherence and Consistency of Investors' Probability Judgments," Management Science, INFORMS, vol. 53(11), pages 1731-1744, November.
    57. Ale Smidts, 1997. "The Relationship Between Risk Attitude and Strength of Preference: A Test of Intrinsic Risk Attitude," Management Science, INFORMS, vol. 43(3), pages 357-370, March.
    58. Montibeller, Gilberto & Franco, L. Alberto & Lord, Ewan & Iglesias, Aline, 2009. "Structuring resource allocation decisions: A framework for building multi-criteria portfolio models with area-grouped options," European Journal of Operational Research, Elsevier, vol. 199(3), pages 846-856, December.
    59. Paul C. Nutt, 1998. "How Decision Makers Evaluate Alternatives and the Influence of Complexity," Management Science, INFORMS, vol. 44(8), pages 1148-1166, August.
    60. 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.
    61. 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.
    62. Ali E. Abbas & David V. Budescu & Hsiu-Ting Yu & Ryan Haggerty, 2008. "A Comparison of Two Probability Encoding Methods: Fixed Probability vs. Fixed Variable Values," Decision Analysis, INFORMS, vol. 5(4), pages 190-202, December.
    63. Levin, Irwin P. & Schneider, Sandra L. & Gaeth, Gary J., 1998. "All Frames Are Not Created Equal: A Typology and Critical Analysis of Framing Effects," Organizational Behavior and Human Decision Processes, Elsevier, vol. 76(2), pages 149-188, November.
    64. 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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Marttunen, Mika & Belton, Valerie & Lienert, Judit, 2018. "Are objectives hierarchy related biases observed in practice? A meta-analysis of environmental and energy applications of Multi-Criteria Decision Analysis," European Journal of Operational Research, Elsevier, vol. 265(1), pages 178-194.
    2. Marttunen, Mika & Haag, Fridolin & Belton, Valerie & Mustajoki, Jyri & Lienert, Judit, 2019. "Methods to inform the development of concise objectives hierarchies in multi-criteria decision analysis," European Journal of Operational Research, Elsevier, vol. 277(2), pages 604-620.
    3. Scholten, Lisa & Schuwirth, Nele & Reichert, Peter & Lienert, Judit, 2015. "Tackling uncertainty in multi-criteria decision analysis – An application to water supply infrastructure planning," European Journal of Operational Research, Elsevier, vol. 242(1), pages 243-260.
    4. A Morton & B Fasolo, 2009. "Behavioural decision theory for multi-criteria decision analysis: a guided tour," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 60(2), pages 268-275, February.
    5. 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.
    6. 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.
    7. 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.
    8. Sarah K. Jacobi & Benjamin F. Hobbs, 2007. "Quantifying and Mitigating the Splitting Bias and Other Value Tree-Induced Weighting Biases," Decision Analysis, INFORMS, vol. 4(4), pages 194-210, December.
    9. James E. Smith & Detlof von Winterfeldt, 2004. "Anniversary Article: Decision Analysis in Management Science," Management Science, INFORMS, vol. 50(5), pages 561-574, May.
    10. Richard M. Anderson & Robert Clemen, 2013. "Toward an Improved Methodology to Construct and Reconcile Decision Analytic Preference Judgments," Decision Analysis, INFORMS, vol. 10(2), pages 121-134, June.
    11. Robin L. Dillon & Vicki M. Bier & Richard Sheffield John & Abdullah Althenayyan, 2023. "Closing the Gap Between Decision Analysis and Policy Analysts Before the Next Pandemic," Decision Analysis, INFORMS, vol. 20(2), pages 109-132, June.
    12. Schuwirth, N. & Reichert, P. & Lienert, J., 2012. "Methodological aspects of multi-criteria decision analysis for policy support: A case study on pharmaceutical removal from hospital wastewater," European Journal of Operational Research, Elsevier, vol. 220(2), pages 472-483.
    13. Bonaccorsi, Andrea & Apreda, Riccardo & Fantoni, Gualtiero, 2020. "Expert biases in technology foresight. Why they are a problem and how to mitigate them," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    14. Tavana, Madjid & Di Caprio, Debora, 2016. "Modeling synergies in multi-criteria supplier selection and order allocation: An application to commodity tradingAuthor-Name: Sodenkamp, Mariya A," European Journal of Operational Research, Elsevier, vol. 254(3), pages 859-874.
    15. Craig R. Fox & Robert T. Clemen, 2005. "Subjective Probability Assessment in Decision Analysis: Partition Dependence and Bias Toward the Ignorance Prior," Management Science, INFORMS, vol. 51(9), pages 1417-1432, September.
    16. Lahtinen, Tuomas J. & Hämäläinen, Raimo P., 2016. "Path dependence and biases in the even swaps decision analysis method," European Journal of Operational Research, Elsevier, vol. 249(3), pages 890-898.
    17. Lienert, Judit & Duygan, Mert & Zheng, Jun, 2016. "Preference stability over time with multiple elicitation methods to support wastewater infrastructure decision-making," European Journal of Operational Research, Elsevier, vol. 253(3), pages 746-760.
    18. Anil Gaba & Ilia Tsetlin & Robert L. Winkler, 2017. "Combining Interval Forecasts," Decision Analysis, INFORMS, vol. 14(1), pages 1-20, March.
    19. 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.
    20. Petropoulos, Fotios & Apiletti, Daniele & Assimakopoulos, Vassilios & Babai, Mohamed Zied & Barrow, Devon K. & Ben Taieb, Souhaib & Bergmeir, Christoph & Bessa, Ricardo J. & Bijak, Jakub & Boylan, Joh, 2022. "Forecasting: theory and practice," International Journal of Forecasting, Elsevier, vol. 38(3), pages 705-871.
      • Fotios Petropoulos & Daniele Apiletti & Vassilios Assimakopoulos & Mohamed Zied Babai & Devon K. Barrow & Souhaib Ben Taieb & Christoph Bergmeir & Ricardo J. Bessa & Jakub Bijak & John E. Boylan & Jet, 2020. "Forecasting: theory and practice," Papers 2012.03854, arXiv.org, revised Jan 2022.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wly:riskan:v:35:y:2015:i:7:p:1230-1251. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: https://doi.org/10.1111/(ISSN)1539-6924 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.