Assessing model-based and conflict-based uncertainty

Assessment panels need to communicate scientific uncertainty, and often face choices about how to simplify or synthesize it. One important distinction is between uncertainty that has been modeled, and that which derives from disagreement among experts. From an economic decision-making perspective the two are in many ways logically equivalent, yet from psychological and social perspectives they are quite different. An experiment on the communication of climate change uncertainty suggests that the two framings of uncertainty differentially influence people's estimates of likelihood and their motivation to take responsive action. It is recommended that assessment panels pay close attention to the social features of uncertainty, such as conflict between experts.

[1]  Michael H. Birnbaum,et al.  Source Credibility in Social Judgment: Bias, Expertise, and the Judge's Point of View , 1979 .

[2]  David Law,et al.  The Favourite-Longshot Bias, Bookmaker Margins and Insider Trading in a Variety of Betting Markets , 2003 .

[3]  J. Houghton,et al.  Climate change 2001 : the scientific basis , 2001 .

[4]  H. Simon,et al.  Rational choice and the structure of the environment. , 1956, Psychological review.

[5]  Y. Ezrahi,et al.  The descent of Icarus : science and the transformation of contemporary democracy , 1990 .

[6]  Elke U. Weber,et al.  Perception and expectation of climate change: Precondition for economic and technological adaptation. , 1997 .

[7]  Daniel Kahneman,et al.  Availability: A heuristic for judging frequency and probability , 1973 .

[8]  Eric J. Johnson,et al.  The adaptive decision maker , 1993 .

[9]  R. W. Rogers,et al.  Protection Motivation Theory and preventive health: beyond the Health Belief Model , 1986 .

[10]  J. Isaiah Harbison,et al.  What is learned from experience in a probabilistic environment , 2004 .

[11]  N. Harvey,et al.  Taking Advice: Accepting Help, Improving Judgment, and Sharing Responsibility☆☆☆ , 1997 .

[12]  W. Leiss Three Phases in the Evolution of Risk Communication Practice , 1996 .

[13]  A. Tversky,et al.  The weighing of evidence and the determinants of confidence , 1992, Cognitive Psychology.

[14]  R. Betts,et al.  Acceleration of global warming due to carbon-cycle feedbacks in a coupled climate model , 2000, Nature.

[15]  Klaus M. Schmidt,et al.  A Theory of Fairness, Competition, and Cooperation , 1999 .

[16]  Gunnar E. Schrah,et al.  Improving judgement with prepaid expert advice , 2004 .

[17]  Vincent T. Covello,et al.  Risk comparisons and risk communication: Issues and problems in comparing health and environmental risks , 1991 .

[18]  J. Baron,et al.  Status-quo and omission biases , 1992 .

[19]  David M. Messick,et al.  Environment, ethics, and behavior : the psychology of environmental valuation and degradation , 1998 .

[20]  R. Selten,et al.  Bounded rationality: The adaptive toolbox , 2000 .

[21]  K. Arrow The Role of Securities in the Optimal Allocation of Risk-bearing , 1964 .

[22]  Eric D. Darr,et al.  An Investigation of Partner Similarity Dimensions on Knowledge Transfer , 2000 .

[23]  Jerome R. Ravetz,et al.  Uncertainty and Quality in Science for Policy , 1990 .

[24]  Mort Webster,et al.  Communicating Climate Change Uncertainty to Policy-Makers and the Public , 2003 .

[25]  Sheila Jasanoff,et al.  Handbook of Science and Technology Studies , 1995 .

[26]  Richard J. Zeckhauser,et al.  Action Bias and Environmental Decisions , 2000 .

[27]  Michael E. Schlesinger,et al.  Objective estimation of the probability density function for climate sensitivity , 2001 .

[28]  Leonard A. Smith,et al.  Uncertainty in predictions of the climate response to rising levels of greenhouse gases , 2005, Nature.

[29]  Anthony Patt,et al.  Mechanisms for Enhancing the Credibility of an Adviser: Prepayment and Aligned Incentives , 2006 .

[30]  冨山 芳幸,et al.  「Completing the Forecast : Characterizing and Communicating Uncertainty for Better Decisions Using Weather and Climate Forecasts」, National Research Council著, The National Academies Press, 2006年, 112頁, 25.88ドル, ISBN-13:978-0-309-10255-1(本だな) , 2007 .

[31]  M. Douglas,et al.  Risk and Culture , 1983 .

[32]  A. Kühberger,et al.  The Influence of Framing on Risky Decisions: A Meta-analysis. , 1998, Organizational behavior and human decision processes.

[33]  W. Kip Viscusi,et al.  The Risk Management Dilemma , 1996 .

[34]  Roger E. Kasperson,et al.  Communicating risks to the public : international perspectives , 1991 .

[35]  A. Tversky,et al.  Judgment under Uncertainty: Heuristics and Biases , 1974, Science.

[36]  Brian Wynne,et al.  Misunderstood misunderstanding: social identities and public uptake of science , 1992 .

[37]  B Fischhoff,et al.  Risk perception and communication unplugged: twenty years of process. , 1995, Risk analysis : an official publication of the Society for Risk Analysis.

[38]  Colin Camerer Prospect Theory In The Wild: Evidence From The Field , 1998 .

[39]  A. Tversky,et al.  Prospect theory: analysis of decision under risk , 1979 .

[40]  Roger Jones,et al.  Managing Uncertainty in Climate Change Projections – Issues for Impact Assessment , 2000 .

[41]  P. Fishburn Subjective expected utility: A review of normative theories , 1981 .

[42]  B. Mellers,et al.  Bayesian inference: Combining base rates with opinions of sources who vary in credibility. , 1983 .

[43]  William Samuelson,et al.  Status quo bias in decision making , 1988 .

[44]  E. Weber Experience-Based and Description-Based Perceptions of Long-Term Risk: Why Global Warming does not Scare us (Yet) , 2006 .

[45]  Kai N. Lee Compass and Gyroscope: Integrating Science and Politics for the Environment, Kai N. Lee. 1993. Island Press, Washington, DC. 290 pages. ISBN: 1-59963-197-X. $25.00 , 1993 .

[46]  D. Karoly,et al.  A protocol to articulate and quantify uncertainties in climate change detection and attribution , 2000 .

[47]  Robert J Lempert,et al.  A new decision sciences for complex systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[48]  G. Müller,et al.  The Scientific Basis , 1995 .

[49]  Arthur C. Petersen,et al.  Towards guidance in assessing and communicating uncertainties , 2005 .

[50]  Max Henrion,et al.  Uncertainty: A Guide to Dealing with Uncertainty in Quantitative Risk and Policy Analysis , 1990 .

[51]  M. Sarofim,et al.  Uncertainty Analysis of Climate Change and Policy Response , 2003 .

[52]  J. Neumann,et al.  Theory of games and economic behavior , 1945, 100 Years of Math Milestones.

[53]  M H Birnbaum,et al.  Combining information from sources that vary in credibility , 1976, Memory & cognition.

[54]  G. Shafer,et al.  Expected Utility Hypotheses and the Allais Paradox. , 1982 .

[55]  Harold A. Linstone,et al.  Complexity science: Implications for forecasting , 1999 .

[56]  B. Wynne,et al.  Misunderstanding science? : the public reconstruction of science and technology , 1996 .

[57]  Joyce E. Penner,et al.  Climate change: The cloud conundrum , 2004, Nature.

[58]  Fischhoff,et al.  Verbal and Numerical Expressions of Probability: "It's a Fifty-Fifty Chance" , 2000, Organizational behavior and human decision processes.

[59]  Gerd Gigerenzer,et al.  Adaptive Thinking: Rationality in the Real World , 2000 .

[60]  Daniel Kahneman,et al.  Fairness and the Assumptions of Economics , 1986 .

[61]  R. Kasperson,et al.  The Social Amplification and Attenuation of Risk , 1996 .

[62]  M. Mitchell Waldrop,et al.  Complexity : the emerging science and the edge of order and chaos , 1992 .

[63]  A. Tversky,et al.  Prospect Theory : An Analysis of Decision under Risk Author ( s ) : , 2007 .

[64]  Elke U. Weber,et al.  The Interpretation of 'Likely' Depends on the Context, But 70% is 70% - Right? The Influence of Associative Processes on Perceived Certainty , 1999 .

[65]  M. G. Morgan,et al.  Subjective judgments by climate experts. , 1995 .

[66]  John T. Cacioppo,et al.  The Elaboration Likelihood Model of Persuasion , 1986, Advances in Experimental Social Psychology.

[67]  O. Davidson,et al.  Climate change 2001 : mitigation , 2001 .

[68]  Mike Michael,et al.  Misunderstanding science?: Ignoring science: discourses of ignorance in the public understanding of science , 1996 .

[69]  J. Dryzek The Politics of the Earth , 2021 .

[70]  M. Boykoff,et al.  Balance as bias: global warming and the US prestige press☆ , 2004 .

[71]  A. Tversky,et al.  Choices, Values, and Frames , 2000 .

[72]  Robert L. Winkler,et al.  Combining Probability Distributions From Experts in Risk Analysis , 1999 .

[73]  S. Funtowicz,et al.  Science for the Post-Normal Age , 1993, Commonplace.

[74]  W. Adger,et al.  Eliciting Information from Experts on the Likelihood of Rapid Climate Change , 2005, Risk analysis : an official publication of the Society for Risk Analysis.

[75]  Jon A. Krosnick,et al.  The Origins and Consequences of democratic citizens' Policy Agendas: A Study of Popular Concern about Global Warming , 2006 .

[76]  R. Sugden,et al.  On the theory of reference-dependent preferences , 2003 .

[77]  P. Stolley The Heat is On: The High Stakes Battle over Earth's Threatened Climate , 1999 .

[78]  Meinrat O. Andreae,et al.  Strong present-day aerosol cooling implies a hot future , 2005, Nature.

[79]  J. Palutikof,et al.  Climate change 2007 : impacts, adaptation and vulnerability , 2001 .

[80]  E. Weber,et al.  Confidence judgments as expressions of experienced decision conflict , 2000 .

[81]  S. Funtowicz,et al.  Combining Quantitative and Qualitative Measures of Uncertainty in Model‐Based Environmental Assessment: The NUSAP System , 2005, Risk analysis : an official publication of the Society for Risk Analysis.