Never say “not”: Impact of negative wording in probability phrases on imprecise probability judgments

作者: Michael Smithson , David V. Budescu , Stephen B. Broomell , Han-Hui Por

DOI: 10.1016/J.IJAR.2012.06.019

关键词:

摘要: Effective translations between numerical and verbal representations of uncertainty are a concern shared by researchers in cognitive science psychology, with applications to real-world risk management decision support systems. While there is substantial literature on such for point-wise probabilities, this paper contributes the scanty imprecise probability translations. Reanalysis Budescu et al.'s [1] data interpretations Intergovernmental Panel Climate Change [2] fourth report's expressions (PEs) revealed that negative wording has deleterious effects lay judgements. al. asked participants interpret PEs IPCC report sentences, asking them provide lower, ''best'' upper estimates probabilities they thought authors intended. There were four experimental conditions, determining whether given any guidelines translating into numbers. The first analysis focuses twelve sentences used PE ''very likely,'' ''likely,'' ''unlikely,'' or unlikely''. A mixed beta regression modelling less regressive mean dispersion positive than all three estimates, both likely'' ''likely'' sentence sets. also included task context-free these PEs, similar pattern results was found task. Negative therefore resulted more consensus regardless condition. second two statements positive-negative duals. Appropriate pairs responses assessed conjugacy additivity. large majority respondents appropriately super- sub-additive their lower estimates. model variables suprisingly close obeying relationships probabilities.

参考文章(13)
Karl Halvor Teigen, Wibecke Brun, Verbal Expressions of Uncertainty and Probability John Wiley & Sons, Ltd. pp. 123- 145 ,(2005) , 10.1002/047001332X.CH7
Karl Halvor Teigen, Wibecke Brun, The directionality of verbal probability expressions: Effects on decisions, predictions, and probabilistic reasoning. Organizational Behavior and Human Decision Processes. ,vol. 80, pp. 155- 190 ,(1999) , 10.1006/OBHD.1999.2857
David V. Budescu, Han-Hui Por, Stephen B. Broomell, Effective communication of uncertainty in the IPCC reports Climatic Change. ,vol. 113, pp. 181- 200 ,(2012) , 10.1007/S10584-011-0330-3
David V. Budescu, Stephen Broomell, Han-Hui Por, Improving Communication of Uncertainty in the Reports of the Intergovernmental Panel on Climate Change Psychological Science. ,vol. 20, pp. 299- 308 ,(2009) , 10.1111/J.1467-9280.2009.02284.X
David V. Budescu, Tzur M. Karelitz, Thomas S. Wallsten, Predicting the directionality of probability words from their membership functions Journal of Behavioral Decision Making. ,vol. 16, pp. 159- 180 ,(2003) , 10.1002/BDM.440
Michael Smithson, Jay Verkuilen, A better lemon squeezer? Maximum-likelihood regression with beta-distributed dependent variables. Psychological Methods. ,vol. 11, pp. 54- 71 ,(2006) , 10.1037/1082-989X.11.1.54
Karl Halvor Teigen, Wibecke Brun, Verbal probabilities : A question of frame? Journal of Behavioral Decision Making. ,vol. 16, pp. 53- 72 ,(2003) , 10.1002/BDM.432
Thomas S. Wallsten, David V. Budescu, Amnon Rapoport, Rami Zwick, Barbara Forsyth, Measuring the Vague Meanings of Probability Terms Journal of Experimental Psychology: General. ,vol. 115, pp. 348- 365 ,(1986) , 10.1037/0096-3445.115.4.348
Jay Verkuilen, Michael Smithson, Mixed and Mixture Regression Models for Continuous Bounded Responses Using the Beta Distribution Journal of Educational and Behavioral Statistics. ,vol. 37, pp. 82- 113 ,(2012) , 10.3102/1076998610396895