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Integrating Probability- and Value Information in Judgment and Decision-Making under Risk: Cognitive Processes, Competence, and Performance
Uppsala universitet, Humanistisk-samhällsvetenskapliga vetenskapsområdet, Samhällsvetenskapliga fakulteten, Institutionen för psykologi.
2020 (Engelska)Doktorsavhandling, sammanläggning (Övrigt vetenskapligt)
Abstract [en]

Many instances in human affairs involve considering the value of different outcomes and the probability (or risk) of these outcomes occuring (e.g., gambling, financial decision-making, medical decision-making, criminal behavior). The point of departure for present thesis is that descriptive theories of judgment- and decision making under risk have yet to fully utilize explanations grounded in accounts of how people integrate outcomes with their adherent probabilities. The most widely embraced accounts are positioned on opposite ends of a spectrum, holding either (i) that people consistently and effortlessly engage in the normative principle of multiplicatively integrating the value or utility of possible outcomes with their adherent probabilities (i.e., weighting), or (ii) that people only have the ability to engage in simple heuristics or context-dependent sampling strategies. The present thesis proposes that the field should consider positions between these extreme positions. To this end, three empirical studies were conducted in which people evaluated risky prospects in the form of numerically described monetary lotteries.

The studies show that use of weighting was robust to increases of cognitive demands, as when (i) other evaluations are not available as reference points (Study I), (ii) outcomes and probabilities are presented sequentially before the evaluation (Study II), and (iii) the prospect structure involves two independent outcomes (Study III). The results suggest that - even if people can turn to heuristics when they are more efficient, for specific stages in the decision process, or for very complex problems - people indeed have both the inclination and ability to weight the outcomes by their probabilities in the evaluation of individual prospects, or for a subset of decision alternatives.

In contrast to popular weighting models, however, the cognitive-modeling efforts throughout the studies speak against the notion that the weighting process can be assumed to be consistent and effortless. Instead, the cognitive process of weighting outcomes and probabilities is better characterized as an anchoring-and-adjustment strategy: people anchor on the value of the outcome and make linear adjustments downwards to account for probability. The studies show that these adjustments are often insufficient or noise-prone when the cognitive demands increase due to (i) properties of the task environment (Study I and Study II), or (ii) lack of domain-specific knowledge (i.e., numeracy and financial literacy, Study III). In conclusion, the thesis has highlighted the important, but previously neglected, nuances of human cognition in judgment and decision-making under risk - nuances found between previously conflicting standpoints. Future research exploring these nuances should make a necessary distinction between people’s underlying competence and the performance they exhibit at a given moment.

Ort, förlag, år, upplaga, sidor
Uppsala: Acta Universitatis Upsaliensis, 2020. , s. 83
Serie
Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Social Sciences, ISSN 1652-9030 ; 178
Nyckelord [en]
Judgment, Decision-making, Risk, Cognition, Information pro-cessing, Information integration
Nationell ämneskategori
Psykologi
Forskningsämne
Psykologi
Identifikatorer
URN: urn:nbn:se:uu:diva-407865ISBN: 978-91-513-0924-8 (tryckt)OAI: oai:DiVA.org:uu-407865DiVA, id: diva2:1417717
Disputation
2020-05-20, Humanistiska Teatern, Engelska parken, Thunbergsvägen 3C, Uppsala, 13:15 (Engelska)
Opponent
Handledare
Tillgänglig från: 2020-04-29 Skapad: 2020-03-30 Senast uppdaterad: 2020-06-16
Delarbeten
1. Additive Weighting of Outcomes in Duplex Gambles: Spontaneous Prevalence, Cognitive Processing, and Effect of Financial Literacy
Öppna denna publikation i ny flik eller fönster >>Additive Weighting of Outcomes in Duplex Gambles: Spontaneous Prevalence, Cognitive Processing, and Effect of Financial Literacy
(Engelska)Manuskript (preprint) (Övrigt vetenskapligt)
Abstract [en]

Many descriptive theories of judgment and decision making under risk assume that people align with normative theory in that they add up the possible outcomes weighted by their adherent probabilities (or decision weights). Yet, few studies test this assumption by a systematic comparison between all of the plausible integration models that may connect the outcomes and probabilities in the prospects. In two experiments, we explore if people spontaneously weight outcomes by their adherent probabilities in evaluations of duplex prospects that involve two independent events, taking the plausible integration models into account. Based on a Brunswikian conception of analysis and intuition and the observed response distributions, we also examine if people perform this additive weighting by analytic thought-processes, explicitly “number-crunching” the value, or by intuitive processes. The results show that people often spontaneously weight the outcome values by the probabilities also in duplex gambles – and mainly by intuitive integration in the form of an anchoring-and-adjustment strategy – but with individual differences in the extent to which they spontaneously engage in this integration, which seem most strongly predicted by culturally acquired beliefs related to economy (e.g., financial literacy).  The results carry important implications for modeling and interpreting behavior in judgment and decision making under risk in that risk preferences elicited from monetary lotteries are strongly contaminated by information-processing demands of the task. The results also question the notion that people switch from additive weighting to heuristics because they are unable to engage in weighting strategies.

Nyckelord
judgment, decision making, risk, cognition
Nationell ämneskategori
Psykologi
Identifikatorer
urn:nbn:se:uu:diva-407864 (URN)
Tillgänglig från: 2020-03-30 Skapad: 2020-03-30 Senast uppdaterad: 2020-03-30
2. Memory and decision making: Effects of sequential presentation of probabilities and outcomes in risky prospects
Öppna denna publikation i ny flik eller fönster >>Memory and decision making: Effects of sequential presentation of probabilities and outcomes in risky prospects
2019 (Engelska)Ingår i: Journal of experimental psychology. General, ISSN 0096-3445, E-ISSN 1939-2222, Vol. 148, nr 2, s. 304-324Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

The rationality of decision making under risk is of central concern in psychology and other behavioral sciences. In real-life, the information relevant to a decision often arrives sequentially or changes over time, implying nontrivial demands on memory. Yet, little is known about how this affects the ability to make rational decisions and a default assumption is rather that information about outcomes and probabilities are simultaneously available at the time of the decision. In 4 experiments, we show that participants receiving probability- and outcome information sequentially report substantially (29 to 83%) higher certainty equivalents than participants with simultaneous presentation. This holds also for monetary-incentivized participants with perfect recall of the information. Participants in the sequential conditions often violate stochastic dominance in the sense that they pay more for a lottery with low probability of an outcome than participants in the simultaneous condition pay for a high probability of the same outcome. Computational modeling demonstrates that Cumulative Prospect Theory (Tversky & Kahneman, 1992) fails to account for the effects of sequential presentation, but a model assuming anchoring-and adjustment constrained by memory can account for the data. By implication, established assumptions of rationality may need to be reconsidered to account for the effects of memory in many real-life tasks.

Nyckelord
judgment and decision making under risk, memory, sequential presentation, anchoring and adjustment
Nationell ämneskategori
Psykologi
Identifikatorer
urn:nbn:se:uu:diva-361937 (URN)10.1037/xge0000438 (DOI)000456244600007 ()29878808 (PubMedID)
Forskningsfinansiär
VetenskapsrådetStiftelsen Marcus och Amalia Wallenbergs minnesfond
Tillgänglig från: 2018-09-28 Skapad: 2018-09-28 Senast uppdaterad: 2020-03-30Bibliografiskt granskad
3. Examining the Integrity of Evaluations of Risky Prospects Using a Single-Stimuli Design
Öppna denna publikation i ny flik eller fönster >>Examining the Integrity of Evaluations of Risky Prospects Using a Single-Stimuli Design
2017 (Engelska)Ingår i: Decision, ISSN 2325-9965, E-ISSN 2325-9973, Vol. 5, nr 4, s. 362-377Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

Expected utility theory, the normative benchmark for evaluation of risky prospect, implies that the evaluation is linear in probability, that it is concave in the outcome, and that probabilities and outcomes are multiplied. The present study examines how the evaluations of risky prospects are affected by the availability of comparative anchors. We report an experiment comparing a within-subjects design (WSD), in which 20 participants evaluated 36 prospects, with a single-subject design (SSD), in which each of 720 participants evaluated a single prospect. The results of fitting cumulative prospect theory (Tversky & Kahneman, 1992) to data showed that in the WSD, there was a roughly linear probability weighting function and a concave value function, as suggested by expected utility theory. In the SSD, on the other hand, there was a linear value function and a severely nonlinear weighting function for probability. The participants thus found it difficult to maintain the linear use of single-event probability disclosed in the WSD when they made evaluations in an SSD without access to comparative anchors. We argue that people may have much of the normative competence captured by expected utility theory, but this competence can only be manifested as normative performance given the availability of relevant comparative anchors. We discuss the possibility that this could explain why some economic markets are deemed rational, whereas others are not.

Ort, förlag, år, upplaga, sidor
American Psychological Association (APA), 2017
Nationell ämneskategori
Psykologi
Identifikatorer
urn:nbn:se:uu:diva-333478 (URN)10.1037/dec0000085 (DOI)000648732900009 ()
Forskningsfinansiär
VetenskapsrådetEuropeiska kommissionen
Tillgänglig från: 2017-11-14 Skapad: 2017-11-14 Senast uppdaterad: 2024-09-17Bibliografiskt granskad

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