Skip to main content
Proceedings of the Royal Society B: Biological Sciences logoLink to Proceedings of the Royal Society B: Biological Sciences
. 1998 Oct 22;265(1409):2015–2020. doi: 10.1098/rspb.1998.0534

On hyperbolic discounting and uncertain hazard rates

P D Sozou
PMCID: PMC1689473

Abstract

The value of a future reward should be discounted where there is a risk that the reward will not be realized. If the risk manifests itself at a known, constant hazard rate, a risk-neutral recipient should discount the reward according to an exponential time-preference function. Experimental subjects, however, exhibit short-term time preferences that differ from the exponential in a manner consistent with a hazard rate that falls with increasing delay. It is shown here that this phenomenon can be explained by uncertainty in the underlying hazard. The time-preference function predicted by this analysis can be calculated by means of either (i) a direct superposition method, or (ii) Bayesian updating of the expected hazard rate. The observed hyperbolic time-preference function is consistent with an exponential prior distribution for the underlying hazard rate. Sensitivity of the predicted time-preference function to variation in the probability distribution of the underlying hazard rate is explored.

Full Text

The Full Text of this article is available as a PDF (165.5 KB).

Selected References

These references are in PubMed. This may not be the complete list of references from this article.

  1. Ainslie G. Specious reward: a behavioral theory of impulsiveness and impulse control. Psychol Bull. 1975 Jul;82(4):463–496. doi: 10.1037/h0076860. [DOI] [PubMed] [Google Scholar]
  2. Iwasa Y. Theory of oviposition strategy of parasitoids. I. Effect of mortality and limited egg number. Theor Popul Biol. 1984 Oct;26(2):205–227. doi: 10.1016/0040-5809(84)90030-3. [DOI] [PubMed] [Google Scholar]
  3. Kacelnik A. Normative and descriptive models of decision making: time discounting and risk sensitivity. Ciba Found Symp. 1997;208:51–70. doi: 10.1002/9780470515372.ch5. [DOI] [PubMed] [Google Scholar]
  4. LOGAN F. A. DECISION MAKING BY RATS: DELAY VERSUS AMOUNT OF REWARD. J Comp Physiol Psychol. 1965 Feb;59:1–12. doi: 10.1037/h0021633. [DOI] [PubMed] [Google Scholar]
  5. McNamara J., Houston A. The application of statistical decision theory to animal behaviour. J Theor Biol. 1980 Aug 21;85(4):673–690. doi: 10.1016/0022-5193(80)90265-9. [DOI] [PubMed] [Google Scholar]
  6. doi: 10.1098/rspb.1998.0415. [DOI] [PMC free article] [Google Scholar]
  7. Rachlin H., Green L. Commitment, choice and self-control. J Exp Anal Behav. 1972 Jan;17(1):15–22. doi: 10.1901/jeab.1972.17-15. [DOI] [PMC free article] [PubMed] [Google Scholar]
  8. Rachlin H., Raineri A., Cross D. Subjective probability and delay. J Exp Anal Behav. 1991 Mar;55(2):233–244. doi: 10.1901/jeab.1991.55-233. [DOI] [PMC free article] [PubMed] [Google Scholar]
  9. Richards J. B., Mitchell S. H., de Wit H., Seiden L. S. Determination of discount functions in rats with an adjusting-amount procedure. J Exp Anal Behav. 1997 May;67(3):353–366. doi: 10.1901/jeab.1997.67-353. [DOI] [PMC free article] [PubMed] [Google Scholar]
  10. Tobin H., Logue A. W. Self-control across species (Columba livia, Homo sapiens, and Rattus norvegicus). J Comp Psychol. 1994 Jun;108(2):126–133. doi: 10.1037/0735-7036.108.2.126. [DOI] [PubMed] [Google Scholar]

Articles from Proceedings of the Royal Society B: Biological Sciences are provided here courtesy of The Royal Society

RESOURCES