TY - GEN
T1 - Human decision making in black swan situations
AU - Perfors, Amy
AU - Van Dam, Nicholas T.
N1 - Publisher Copyright:
© 2018 Proceedings of the 40th Annual Meeting of the Cognitive Science Society, CogSci 2018. All rights reserved.
PY - 2018
Y1 - 2018
N2 - Real-world decisions often involve “black swan” choices with extremely low probability chances of catastrophic loss, like riding a motorcycle or going on a dangerous trip. These have several characteristics that make them especially difficult from the perspective of decision theory. How do people assign utilities to losses like “go bankrupt” or “die”? Do people have the representational resolution to encode differences between extremely tiny probabilities? We address these questions in two experiments in which people make decisions involving very low probabilities (as low as 1 in 10,000) of losing all of their points (and monetary bonus). Our results indicate that people mostly appear not to encode differences between tiny probabilities and are indifferent to the magnitude of losses. These factors lead to a startling qualitative shift in behaviour between scenarios with the same expected value and very similar absolute risk levels: people are risk averse when only one option is a black swan but become strongly risk seeking when both are.
AB - Real-world decisions often involve “black swan” choices with extremely low probability chances of catastrophic loss, like riding a motorcycle or going on a dangerous trip. These have several characteristics that make them especially difficult from the perspective of decision theory. How do people assign utilities to losses like “go bankrupt” or “die”? Do people have the representational resolution to encode differences between extremely tiny probabilities? We address these questions in two experiments in which people make decisions involving very low probabilities (as low as 1 in 10,000) of losing all of their points (and monetary bonus). Our results indicate that people mostly appear not to encode differences between tiny probabilities and are indifferent to the magnitude of losses. These factors lead to a startling qualitative shift in behaviour between scenarios with the same expected value and very similar absolute risk levels: people are risk averse when only one option is a black swan but become strongly risk seeking when both are.
KW - decision-making
KW - loss
KW - probabilistic reasoning
KW - risk
UR - http://www.scopus.com/inward/record.url?scp=85119688111&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85119688111
T3 - Proceedings of the 40th Annual Meeting of the Cognitive Science Society, CogSci 2018
SP - 870
EP - 875
BT - Proceedings of the 40th Annual Meeting of the Cognitive Science Society, CogSci 2018
PB - The Cognitive Science Society
T2 - 40th Annual Meeting of the Cognitive Science Society: Changing Minds, CogSci 2018
Y2 - 25 July 2018 through 28 July 2018
ER -