Abstract
Experts and laypeople often have to make judgements based on a large body of evidence that is uncertain and inconclusive. Theory suggests people are likely to modify their decisions according to how information is framed and structured. This study assesses the effect of information form (text versus numerical) and sequence (bundled versus non-bundled) on decision outcomes regarding the regulation of plants with novel traits. Both experts and laypersons were surveyed and offered one of eight different treatments that tested for the effect of information presentation, the effect of the assigned decision role (as an individual or a member of a decision committee), and the structure of the decision itself. Results show that non-experts are more prone than experts to change their decisions when faced with different structures or decision architectures, especially when the form of information changes.
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Notes
The list of all PNT approved in Canada can be found at: http://inspection.gc.ca/active/netapp/plantnoveltraitpnt-vegecarnouvcn/pntvcne.aspx.
References
Adjerid I, Acquisti A, Loewenstein G (2014) Framing and the malleability of privacy choices. In: Workshop on the Economics of Information Security (WEIS). The Pennsylvania State University
Ambrus A, Greiner B, Greiner B (2009) Group vs individual decision-making: is there a shift? Economics working papers 0091. Institute for Advanced Study, School of Social Science. https://www.sss.ias.edu/files/papers/econpaper91.pdf
Amit E, Gottlieb S, Greene (2014) Visual versus verbal thinking and dual-process moral cognition. In: Sherman JW, Gawronski B, Trope Y (eds) Dual-process theories of the social mind. The Guilford Press, pp 340–354
Artinger F et al (2015) Heuristics as adaptive decision strategies in management. J Org Behav 36(S1):S33–S52
Benbasat I, Dexter AS (1985) An experimental evaluation of graphical and color-enhanced information presentation. Manag Sci 31(11):1348–1364
Blinder AS, Morgan J (2005) Are two heads better than one? Monetary policy by committee. J Money Credit Bank 37(5):789–811
Bornstein G, Yaniv I (1998) Individual and group behavior in the ultimatum game: are groups more “rational” players? Exp Econ 1(1):101–108
Buda R, Zhang Y (2000) Consumer product evaluation: the interactive effect of message framing, presentation order, and source credibility. J Prod Brand Manag 9(4):229–242
Campbell I (2007) Chi squared and Fisher-Irwin tests of two-by-two tables with small sample recommendations. Stat Med 26(19):3661–3675
CFIA (2015) Plants with novel traits. http://www.inspection.gc.ca/plants/plants-with-novel-traits/eng/1300137887237/1300137939635. Accessed 22 Oct 2015
Charness G, Sutter M (2012) Groups make better self-interested decisions. J Econ Perspect 26(3):157–176
Clark L, Phillips P (2013) Bioproduct approval regulation: an analysis of front-line governance complexity. AgBioForum 16:1–14
Coglianese C (20160 Achieving regulatory excellence. Brookings Institution Press, Washington. Project MUSE
Czerlinski J, Gigerenzer G, Goldstein DG (1999) How good are simple heuristics? Simple heuristics that make us smart. Oxford University Press, New York, pp 97–118
del Campo C et al (2016) Decision making styles and the use of heuristics in decision making. J Bus Econ 86(4):389–412
Deutsch M (1949) A theory of co-operation and competition. Hum Relat 2(2):129–152
Dietrich C (2010) Decision making: factors that influence decision making, heuristics used, and decision outcomes. Stud Pulse 2(02). http://www.studentpulse.com/a?id=180
Einsiedel E (2012) The landscape of public participation on biotechnology. In: Weitze MD et al (eds) Biotechnologie-Kommunikation: Kontroversen, Analysen, Aktivitäten. Springer, Berlin, pp 379–412
Eller E et al (2013) Psychological influences on the individual assessment of risks. Emerging Risk Discussion Paper. Technical Report
Evans JSBT (2003) In two minds: dual-process accounts of reasoning. Trends Cogn Sci 7(10):454–459
Funk C, Rainie L (2015) Public and scientists’ views on science and society. Pew Research Center, Washington
Ghani E, Laswad F, Tooley S, Jusoff K (2009) The role of presentation format on decision-makers’ behaviour in accounting. Int Bus Res. https://doi.org/10.5539/ibr.v2n1p183
Gigerenzer G, Todd PM, TAR Group (1999) Simple heuristics that make us smart. Oxford University Press, New York
Gilovich T, Griffin D (2002) Introduction—heuristics and biases: then and now. In: Griffin D, Kahneman D, Gilovich T (eds) Heuristics and biases: the psychology of intuitive judgment. Cambridge University Press, Cambridge, pp 1–18
Glöckner A (2008) Does intuition beat fast and frugal heuristics? A systematic empirical analysis. In: Plessner H, Betsch C, Betsch T (eds) Intuition in judgment and decision making. Lawrence Erlbaum Associates Publishers, pp 309–325
Hahn U, Chater N (1998) Similarity and rules: distinct? Exhaustive? Empirically distinguishable? Cognition 65(2–3):197–230
Hammond KR et al (1987) Direct comparison of the efficacy of intuitive and analytical cognition in expert judgment. IEEE Trans Syst Man Cybern 17(5):753–770
Hogarth RM, Einhorn HJ (1992) Order effects in belief updating: the belief-adjustment model. Cogn Psychol 24(1):1–55
Huber O (1980) The influence of some task variables on cognitive operations in an information-processing decision model. Acta Physiol (Oxf) 45(1–3):187–196
Isaacs J (2015) Introducing plants with novel traits. The regulatory steps involved in bringing plants with novel traits from the lab to the field. Annex Business Media Publication, Simcoe
Jeong SW (2007) The effects of product presentation on consumer experiences, emotion, and website patronage intention towards an apparel website. In: Apparel, events and hospitality management. Iowa State University: Digital Repository @ Iowa State University, p 72. http://lib.dr.iastate.edu/
Jiang Z, Benbasat I (2007) The effects of presentation formats and task complexity on online consumers’ product understanding. MIS Q 31(3):475–500
Jung JY, Mellers BA (2016) American attitudes toward nudges. Judgm Decis Making 11(1):62–74
Kahneman D (2003a) Maps of bounded rationality: psychology for behavioral economics. Am Econ Rev 93(5):1449–1475
Kahneman D (2003b) A perspective on judgment and choice: mapping bounded rationality. Am Psychol 58(9):697–720
Kahneman D (2012) The human side of decision making. J Invest Consult 13:9–14
Kahneman D, Frederick S (2002) Representativeness revisited: attribute substitution in intuitive judgment. In: Gilovich T, Griffin D, Kahneman D (eds) Heuristics and biases: the psychology of intuitive judgment. Cambridge University Press, pp 49–81. https://doi.org/10.1017/CBO9780511808098.004
Kahneman D, Slovic P, Tversky A (1982) Judgment under uncertainty: heuristics and biases, vol 36. Cambridge University Press, New York, pp 331–340
Katsikopoulos KV (2011) Psychological heuristics for making inferences: definition, performance, and the emerging theory and practice. Decis Anal 8(1):10–29
Kelton AS, Pennington RR, Tuttle BM (2010) The effects of information presentation format on judgment and decision making: a review of the information systems research. J Inf Syst 24(2):79–105
Kerr NL, Tindale RS (2004) Group performance and decision making. Annu Rev Psychol 55(1):623–655
Kerr NL, MacCoun RJ, Kramer GP (1996) Bias in judgment: comparing individuals and groups. Psychol Rev 103(4):687–719
Kershaw R, Tuttle BM (1998) Information presentation and judgment strategy from a cognitive fit perspective. J Inf Syst 12(1):1–17
Kleinmuntz DN, Schkade DA (1993) Information displays and decision processes. Psychol Sci 4(4):221–227
Klenk ME, Paritosh PK (2006) Cognitive processes in quantitative estimation: analogical anchors and causal adjustment. Proceedings of the annual meeting of the Cognitive Science Society, 28. https://escholarship.org/uc/item/1bn8m0tk
Kruglanski AW (1989) The psychology of being “right”: the problem of accuracy in social perception and cognition. Psychol Bull 106(3):395–409
Kruglanski AW, Gigerenzer G (2011) Intuitive and deliberate judgments are based on common principles. Psychol Rev 118(1):97–109
Kugler T, Kausel EE, Kocher MG (2012) Are groups more rational than individuals? A review of interactive decision making in groups. Wiley Interdiscip Rev: Cognit Sci 3(4):471–482
Larkin J et al (1980) Expert and novice performance in solving physics problems. Science 208(4450):1335–1342
Larrick RP, Morgan JN, Nisbett RE (1990) Teaching the use of cost-benefit reasoning in everyday life. Psychol Sci 1(6):362–370
Messick DM, Moore DA, Bazerman MH (1997) Ultimatum bargaining with a group: underestimating the importance of the decision rule. Organ Behav Hum Decis Process 69(2):87–101
Miller GA (1956) The magical number seven, plus or minus two: some limits on our capacity for processing information. Psychol Rev 63(2):81–97
Moskaliuk J et al (2017) Environmental effects on cognition and decision making of knowledge workers. J Environ Psychol 49:43–54
Mukherjee N et al (2016) Comparing groups versus individuals in decision making: a systematic review protocol. Environ Evid 5(1):19
Neckles HA et al. (2018) Optimization of salt marsh management at the Bombay Hook National Wildlife Refuge, Delaware, through use of structured decision making. Open-File Report, Reston, VA
Painton S, Gentry JW (1985) Another look at the impact of information presentation format. J Consum Res 12(2):240–244
Park J, Lennon SJ, Stoel L (2005) On-line product presentation: effects on mood, perceived risk, and purchase intention. Psychol Mark 22(9):695–719
Payne JW, Bettman JR, Johnson EJ (1993) The adaptive decision maker. Cambridge University Press, Cambridge
Peters E et al (2006) Numeracy and decision making. Psychol Sci 17(5):407–413
Pichert D, Katsikopoulos KV (2008) Green defaults: information presentation and pro-environmental behaviour. J Environ Psychol 28(1):63–73
Russo JE, Dosher BA (1983) Strategies for multiattribute binary choice. J Exp Psychol Learn Mem Cogn 9(4):676–696
Samat S, Acquisti A (2017) Format vs. content: the impact of risk and presentation on disclosure decisions. In: Symposium on usable privacy and security (SOUPS). Santa Clara, California
Savadori L et al (2004) Expert and public perception of risk from biotechnology. Risk Anal 24(5):1289–1299
Schkade DA, Kleinmuntz DN (1994) Information displays and choice processes: differential effects of organization, form, and sequence. Organ Behav Hum Decis Process 57(3):319–337
Simkin D, Hastie R (1987) An information-processing analysis of graph perception. J Am Stat Assoc 82(398):454–465
Simon HA (1955) A behavioral model of rational choice. Q J Econ 69(1):99–118
Simon HA (1956) Rational choice and the structure of the environment. Psychol Rev 63(2):129–138
Simon HA (1991) Bounded rationality and organizational learning. Organ Sci 2(1):125–134
Speier C (2006) The influence of information presentation formats on complex task decision-making performance. Int J Hum Comput Stud 64(11):1115–1131
Stone DN, Schkade DA (1991) Numeric and linguistic information representation in multiattribute choice. Organ Behav Hum Decis Process 49(1):42–59
Straus SG, Parker AM, Bruce JB (2011) The group matters: a review of processes and outcomes in intelligence analysis. Group Dyn: Theory Res Pract 15(2):128–146
Sunstein CR (2013) Simpler: the future of government. Simon and Schuster, New York
Sutherland WJ, Burgman M (2015) Policy advice: use experts wisely. Nature 526(773):317–318
Thomas M, Morwitz VG (2009) The ease-of-computation effect: the interplay of metacognitive experiences and naive theories in judgments of price differences. J Mark Res 46(1):81–91
Thomas M, Park J (2013) The precision effect: How numerical precision influences everyday judgments. Johnson School Research Paper Series #23-2013, 2013. https://ssrn.com/abstract=2229833 or http://dx.doi.org/10.2139/ssrn.2229833
Tversky A, Kahneman D (1973) Availability: a heuristic for judging frequency and probability. Cogn Psychol 5(2):207–232
Tversky A, Kahneman D (1974) Judgment under uncertainty: heuristics and biases. Science 185(4157):1124–1131
Tversky A, Kahneman D (1981) The framing of decisions and the psychology of choice. Science 211(4481):453–458
van Deventer DR, Zimmermann T (2014) The impact of heuristics on the practice of risk management: the example of default probabilities. J Risk Manag Financ Inst 7(2):153–160
Vessey I (1994) The effect of information presentation on decision making: a cost-benefit analysis. Inf Manag 27(2):103–119
Vessey I, Galletta D (1991) Cognitive fit: an empirical study of information acquisition. Inf Syst Res 2(1):63–84
von Winterfeldt D (2013) Bridging the gap between science and decision making. Proc Natl Acad Sci 110(Supplement 3):14055
Zhou C, Jagannathan K, Meng Q (1998) Integration of linguistic and numerical information for hybrid intelligent control. In: SMC’98 conference proceedings. 1998 IEEE international conference on systems, man, and cybernetics (Cat. No. 98CH36218)
Acknowledgements
The authors are thankful to Genome Canada for financial assistance (through the VALGEN project managed by Genome Prairie) and for the advice of two anonymous reviewers. The authors also acknowledge Dr. Simona Lubieniechi (Department of Agricultural and Resource Economics, University of Saskatchewan, 51 Campus Drive, Saskatoon, SK, S7N 5A8, Canada. simona.lubieniechi@usask.ca) for her contribution to the survey design.
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Lassoued, R., Hesseln, H., Phillips, P.W.B. et al. Effects of information presentation on regulatory decisions for products of biotechnology. EURO J Decis Process 8, 151–175 (2020). https://doi.org/10.1007/s40070-020-00114-9
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DOI: https://doi.org/10.1007/s40070-020-00114-9
Keywords
- Group judgment
- Individual judgment
- Information form
- Information sequence
- Innovation
- Plants with novel trait