Literature DB >> 26763695

Irrational time allocation in decision-making.

Bastiaan Oud1, Ian Krajbich2, Kevin Miller3, Jin Hyun Cheong3, Matthew Botvinick4, Ernst Fehr1.   

Abstract

Time is an extremely valuable resource but little is known about the efficiency of time allocation in decision-making. Empirical evidence suggests that in many ecologically relevant situations, decision difficulty and the relative reward from making a correct choice, compared to an incorrect one, are inversely linked, implying that it is optimal to use relatively less time for difficult choice problems. This applies, in particular, to value-based choices, in which the relative reward from choosing the higher valued item shrinks as the values of the other options get closer to the best option and are thus more difficult to discriminate. Here, we experimentally show that people behave sub-optimally in such contexts. They do not respond to incentives that favour the allocation of time to choice problems in which the relative reward for choosing the best option is high; instead they spend too much time on problems in which the reward difference between the options is low. We demonstrate this by showing that it is possible to improve subjects' time allocation with a simple intervention that cuts them off when their decisions take too long. Thus, we provide a novel form of evidence that organisms systematically spend their valuable time in an inefficient way, and simultaneously offer a potential solution to the problem.
© 2016 The Author(s).

Entities:  

Keywords:  decision-making; evidence accumulation; neuroeconomics; optimality; sequential-sampling model; speed-accuracy trade-off

Mesh:

Year:  2016        PMID: 26763695      PMCID: PMC4721081          DOI: 10.1098/rspb.2015.1439

Source DB:  PubMed          Journal:  Proc Biol Sci        ISSN: 0962-8452            Impact factor:   5.349


  56 in total

1.  Visual fixations and the computation and comparison of value in simple choice.

Authors:  Ian Krajbich; Carrie Armel; Antonio Rangel
Journal:  Nat Neurosci       Date:  2010-09-12       Impact factor: 24.884

Review 2.  The diffusion decision model: theory and data for two-choice decision tasks.

Authors:  Roger Ratcliff; Gail McKoon
Journal:  Neural Comput       Date:  2008-04       Impact factor: 2.026

Review 3.  Speed-accuracy tradeoffs in animal decision making.

Authors:  Lars Chittka; Peter Skorupski; Nigel E Raine
Journal:  Trends Ecol Evol       Date:  2009-05-04       Impact factor: 17.712

4.  A neuroeconomic theory of the decision process.

Authors:  John Dickhaut; Aldo Rustichini; Vernon Smith
Journal:  Proc Natl Acad Sci U S A       Date:  2009-12-22       Impact factor: 11.205

5.  The Psychophysics Toolbox.

Authors:  D H Brainard
Journal:  Spat Vis       Date:  1997

6.  The cost of accumulating evidence in perceptual decision making.

Authors:  Jan Drugowitsch; Rubén Moreno-Bote; Anne K Churchland; Michael N Shadlen; Alexandre Pouget
Journal:  J Neurosci       Date:  2012-03-14       Impact factor: 6.167

7.  Measuring utility by a single-response sequential method.

Authors:  G M Becker; M H DeGroot; J Marschak
Journal:  Behav Sci       Date:  1964-07

8.  Rats and humans can optimally accumulate evidence for decision-making.

Authors:  Bingni W Brunton; Matthew M Botvinick; Carlos D Brody
Journal:  Science       Date:  2013-04-05       Impact factor: 47.728

9.  Temporal integration of olfactory perceptual evidence in human orbitofrontal cortex.

Authors:  Nicholas E Bowman; Konrad P Kording; Jay A Gottfried
Journal:  Neuron       Date:  2012-09-06       Impact factor: 17.173

10.  FoxP influences the speed and accuracy of a perceptual decision in Drosophila.

Authors:  Shamik DasGupta; Clara Howcroft Ferreira; Gero Miesenböck
Journal:  Science       Date:  2014-05-23       Impact factor: 47.728

View more
  16 in total

1.  Neural Correlates of Drug-Biased Choice in Currently Using and Abstinent Individuals With Cocaine Use Disorder.

Authors:  Scott J Moeller; Anna Zilverstand; Anna B Konova; Prantik Kundu; Muhammad A Parvaz; Rebecca Preston-Campbell; Keren Bachi; Nelly Alia-Klein; Rita Z Goldstein
Journal:  Biol Psychiatry Cogn Neurosci Neuroimaging       Date:  2017-11-11

2.  A statistical test for the optimality of deliberative time allocation.

Authors:  Rahul Bhui
Journal:  Psychon Bull Rev       Date:  2019-06

3.  Rational time investment during collective decision making in Temnothorax ants.

Authors:  Takao Sasaki; Benjamin Stott; Stephen C Pratt
Journal:  Biol Lett       Date:  2019-10-16       Impact factor: 3.703

4.  Trading mental effort for confidence in the metacognitive control of value-based decision-making.

Authors:  Douglas G Lee; Jean Daunizeau
Journal:  Elife       Date:  2021-04-26       Impact factor: 8.140

5.  A Two-Stage Process Model of Sensory Discrimination: An Alternative to Drift-Diffusion.

Authors:  Peng Sun; Michael S Landy
Journal:  J Neurosci       Date:  2016-11-02       Impact factor: 6.167

Review 6.  Filling the gaps: Cognitive control as a critical lens for understanding mechanisms of value-based decision-making.

Authors:  R Frömer; A Shenhav
Journal:  Neurosci Biobehav Rev       Date:  2021-12-10       Impact factor: 8.989

Review 7.  Advances in modeling learning and decision-making in neuroscience.

Authors:  Anne G E Collins; Amitai Shenhav
Journal:  Neuropsychopharmacology       Date:  2021-08-27       Impact factor: 7.853

8.  Suboptimality in Perceptual Decision Making.

Authors:  Dobromir Rahnev; Rachel N Denison
Journal:  Behav Brain Sci       Date:  2018-02-27       Impact factor: 12.579

9.  Anxiety, avoidance, and sequential evaluation.

Authors:  Samuel Zorowitz; Ida Momennejad; Nathaniel D Daw
Journal:  Comput Psychiatr       Date:  2020-03-01

Review 10.  Search for solutions, learning, simulation, and choice processes in suicidal behavior.

Authors:  Alexandre Y Dombrovski; Michael N Hallquist
Journal:  Wiley Interdiscip Rev Cogn Sci       Date:  2021-05-18
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.