Normative and descriptive models of decision making: time discounting and risk sensitivity
- PMID: 9386907
- DOI: 10.1002/9780470515372.ch5
Normative and descriptive models of decision making: time discounting and risk sensitivity
Abstract
The task of evolutionary psychologists is to produce precise predictions about psychological mechanisms using adaptationist thinking. This can be done combining normative models derived from evolutionary hypotheses with descriptive regularities across species found by experimental psychologists and behavioural ecologists. I discuss two examples. In temporal discounting, a normative model (exponential) fails while a descriptive one (hyperbolic) fits both human and non-human data. In non-humans hyperbolic discounting coincides with rate of gain maximization in repetitive choices. Humans may discount hyperbolically in non-repetitive choices because they treat them as a repetitive rate-maximizing problem. In risk sensitivity, a theory derived from fitness considerations produces inconclusive results in non-humans, but succeeds in predicting human risk proneness and risk aversion for both the amount and delay of reward in a computer game. Strikingly, and in contrast with the existing literature, risk aversion for delay occurs as predicted. The predictions of risk aversion for delay may fail in many animal experiments because the manipulations of the utility function are not appropriate. In temporal discounting animal experiments help the interpretation of human results, while in risk sensitivity studies human results help the analysis of non-human data.
Similar articles
-
Money earlier or later? Simple heuristics explain intertemporal choices better than delay discounting does.Psychol Sci. 2015 Jun;26(6):826-33. doi: 10.1177/0956797615572232. Epub 2015 Apr 24. Psychol Sci. 2015. PMID: 25911124 Free PMC article.
-
Decision processes in choice overload: a product of delay and probability discounting?Behav Processes. 2013 Jul;97:21-4. doi: 10.1016/j.beproc.2013.04.001. Epub 2013 Apr 8. Behav Processes. 2013. PMID: 23578770
-
Risk-sensitivity: crossroads for theories of decision-making.Trends Cogn Sci. 1997 Nov;1(8):304-9. doi: 10.1016/S1364-6613(97)01093-0. Trends Cogn Sci. 1997. PMID: 21223933
-
Delay discounting: Pigeon, rat, human--does it matter?J Exp Psychol Anim Learn Cogn. 2016 Apr;42(2):141-62. doi: 10.1037/xan0000097. Epub 2016 Feb 15. J Exp Psychol Anim Learn Cogn. 2016. PMID: 26881899 Free PMC article. Review.
-
The arithmetic of discounting.J Exp Anal Behav. 2015 Jan;103(1):249-59. doi: 10.1002/jeab.130. Epub 2014 Dec 25. J Exp Anal Behav. 2015. PMID: 25545812 Review.
Cited by
-
Choosing to make an effort: the role of striatum in signaling physical effort of a chosen action.J Neurophysiol. 2010 Jul;104(1):313-21. doi: 10.1152/jn.00027.2010. Epub 2010 May 12. J Neurophysiol. 2010. PMID: 20463204 Free PMC article.
-
Risk preferences depend on environmental richness in rats performing a patch-foraging task.bioRxiv [Preprint]. 2025 Feb 4:2025.02.04.636458. doi: 10.1101/2025.02.04.636458. bioRxiv. 2025. PMID: 39975378 Free PMC article. Preprint.
-
Reward Pays the Cost of Noise Reduction in Motor and Cognitive Control.Curr Biol. 2015 Jun 29;25(13):1707-16. doi: 10.1016/j.cub.2015.05.038. Epub 2015 Jun 18. Curr Biol. 2015. PMID: 26096975 Free PMC article.
-
Augmented discounting: interaction between ageing and time-preference behaviour.Proc Biol Sci. 2003 May 22;270(1519):1047-53. doi: 10.1098/rspb.2003.2344. Proc Biol Sci. 2003. PMID: 12803894 Free PMC article.
-
Neuroscience of foraging.Front Neurosci. 2014 Apr 21;8:81. doi: 10.3389/fnins.2014.00081. eCollection 2014. Front Neurosci. 2014. PMID: 24795556 Free PMC article. No abstract available.