IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2505.13016.html
   My bibliography  Save this paper

An Attentional Model of Time Discounting

Author

Listed:
  • Zijian Zark Wang

Abstract

When decision makers evaluate a sequence of rewards, they may pay more attention to larger rewards and, given attention is limited, less attention to smaller rewards. They may also become less attentive to each reward when attention is spread over a longer period of time. Such reductions in attention could lead to greater discounting of the rewards' values. This paper introduces a novel theory of time discounting based on these assumptions. The resulting discount factors in the theory follow a distribution similar to the multinomial logit function. We characterize such discount factors using two approaches: one based on information maximizing exploration and the other based on the optimal discounting framework. The theory can explain a wide range of anomalies, including the hidden-zero effect, S-shaped value function, and intertemporal correlation aversion. Also, it specifies new mediators for some well-known psychological effects, such as the common difference effect, risk aversion over time lotteries, and the present bias.

Suggested Citation

  • Zijian Zark Wang, 2025. "An Attentional Model of Time Discounting," Papers 2505.13016, arXiv.org.
  • Handle: RePEc:arx:papers:2505.13016
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2505.13016
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Takeuchi, Kan, 2011. "Non-parametric test of time consistency: Present bias and future bias," Games and Economic Behavior, Elsevier, vol. 71(2), pages 456-478, March.
    2. Dan Galai, 2006. "The "Ostrich Effect" and the Relationship between the Liquidity and the Yields of Financial Assets," The Journal of Business, University of Chicago Press, vol. 79(5), pages 2741-2759, September.
    3. Patrick DeJarnette & David Dillenberger & Daniel Gottlieb & Pietro Ortoleva, 2020. "Time Lotteries and Stochastic Impatience," Econometrica, Econometric Society, vol. 88(2), pages 619-656, March.
    4. Jakub Steiner & Colin Stewart & Filip Matějka, 2017. "Rational Inattention Dynamics: Inertia and Delay in Decision‐Making," Econometrica, Econometric Society, vol. 85, pages 521-553, March.
    5. Markus Dertwinkel-Kalt & Holger Gerhardt & Gerhard Riener & Frederik Schwerter & Louis Strang, 2022. "Concentration Bias in Intertemporal Choice," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(3), pages 1314-1334.
    6. Epstein, Larry G & Zin, Stanley E, 1991. "Substitution, Risk Aversion, and the Temporal Behavior of Consumption and Asset Returns: An Empirical Analysis," Journal of Political Economy, University of Chicago Press, vol. 99(2), pages 263-286, April.
    7. Malhotra, Naresh K, 1982. "Information Load and Consumer Decision Making," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 8(4), pages 419-430, March.
    8. Matthew Rabin & Ted O'Donoghue, 1999. "Doing It Now or Later," American Economic Review, American Economic Association, vol. 89(1), pages 103-124, March.
    9. Marianne Andries & Valentin Haddad, 2020. "Information Aversion," Journal of Political Economy, University of Chicago Press, vol. 128(5), pages 1901-1939.
    10. David K. Levine & Drew Fudenberg, 2006. "A Dual-Self Model of Impulse Control," American Economic Review, American Economic Association, vol. 96(5), pages 1449-1476, December.
    11. Paola Manzini & Marco Mariotti, 2014. "Stochastic Choice and Consideration Sets," Econometrica, Econometric Society, vol. 82(3), pages 1153-1176, May.
    12. Markus K. Brunnermeier & Filippos Papakonstantinou & Jonathan A. Parker, 2017. "Optimal Time-Inconsistent Beliefs: Misplanning, Procrastination, and Commitment," Management Science, INFORMS, vol. 63(5), pages 1318-1340, May.
    13. R. H. Strotz, 1955. "Myopia and Inconsistency in Dynamic Utility Maximization," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 23(3), pages 165-180.
    14. Philippe Weil, 1990. "Nonexpected Utility in Macroeconomics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(1), pages 29-42.
    15. Samuel J. Gershman & Rahul Bhui, 2020. "Rationally inattentive intertemporal choice," Nature Communications, Nature, vol. 11(1), pages 1-8, December.
    16. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    17. Filip Matêjka & Alisdair McKay, 2015. "Rational Inattention to Discrete Choices: A New Foundation for the Multinomial Logit Model," American Economic Review, American Economic Association, vol. 105(1), pages 272-298, January.
    18. Cheng-Ming Jiang & Hong-Mei Sun & Long-Fei Zhu & Lei Zhao & Hong-Zhi Liu & Hong-Yue Sun, 2017. "Better is worse, worse is better: Reexamination of violations of dominance in intertemporal choice," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 12(3), pages 253-259, May.
    19. Gary S. Becker & Casey B. Mulligan, 1997. "The Endogenous Determination of Time Preference," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 729-758.
    20. Jonathan Cohen & Keith Marzilli Ericson & David Laibson & John Myles White, 2020. "Measuring Time Preferences," Journal of Economic Literature, American Economic Association, vol. 58(2), pages 299-347, June.
    21. Nathaniel D. Daw & John P. O'Doherty & Peter Dayan & Ben Seymour & Raymond J. Dolan, 2006. "Cortical substrates for exploratory decisions in humans," Nature, Nature, vol. 441(7095), pages 876-879, June.
    22. Y. Charles Zhang & Norbert Schwarz, 2012. "How and Why 1 Year Differs from 365 Days: A Conversational Logic Analysis of Inferences from the Granularity of Quantitative Expressions," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 39(2), pages 248-259.
    23. Bartosz Maćkowiak & Filip Matějka & Mirko Wiederholt, 2023. "Rational Inattention: A Review," Journal of Economic Literature, American Economic Association, vol. 61(1), pages 226-273, March.
    24. Pedro Bordalo & Nicola Gennaioli & Andrei Shleifer, 2020. "Memory, Attention, and Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(3), pages 1399-1442.
    25. Arna Olafsson & Michaela Pagel, 2017. "The Ostrich in Us: Selective Attention to Financial Accounts, Income, Spending, and Liquidity," NBER Working Papers 23945, National Bureau of Economic Research, Inc.
    26. Pedro Bordalo & Nicola Gennaioli & Andrei Shleifer, 2012. "Salience Theory of Choice Under Risk," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(3), pages 1243-1285.
    27. Epstein, Larry G & Hynes, J Allan, 1983. "The Rate of Time Preference and Dynamic Economic Analysis," Journal of Political Economy, University of Chicago Press, vol. 91(4), pages 611-635, August.
    28. George Loewenstein & Drazen Prelec, 1992. "Anomalies in Intertemporal Choice: Evidence and an Interpretation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 573-597.
    29. Jeffrey Ely & Alexander Frankel & Emir Kamenica, 2015. "Suspense and Surprise," Journal of Political Economy, University of Chicago Press, vol. 123(1), pages 215-260.
    30. Steffen Andersen & Glenn W. Harrison & Morten I. Lau & E. Elisabet Rutström, 2018. "Multiattribute Utility Theory, Intertemporal Utility, And Correlation Aversion," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 59(2), pages 537-555, May.
    31. Andrew Caplin & Mark Dean & John Leahy, 2022. "Rationally Inattentive Behavior: Characterizing and Generalizing Shannon Entropy," Journal of Political Economy, University of Chicago Press, vol. 130(6), pages 1676-1715.
    32. Benjamin Enke & Thomas Graeber & Ryan Oprea & Thomas W. Graeber, 2023. "Complexity and Hyperbolic Discounting," CESifo Working Paper Series 10861, CESifo.
    33. Ashwani Monga & Rajesh Bagchi, 2012. "Years, Months, and Days versus 1, 12, and 365: The Influence of Units versus Numbers," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 39(1), pages 185-198.
    34. Antoine Bommier & Asen Kochov & François Le Grand, 2017. "On Monotone Recursive Preferences," Econometrica, Econometric Society, vol. 85, pages 1433-1466, September.
    35. Sims, Christopher A., 2003. "Implications of rational inattention," Journal of Monetary Economics, Elsevier, vol. 50(3), pages 665-690, April.
    36. MacInnis, Deborah J & Price, Linda L, 1987. "The Role of Imagery in Information Processing: Review and Extensions," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 13(4), pages 473-491, March.
    37. Tali Sharot & Cass R. Sunstein, 2020. "How people decide what they want to know," Nature Human Behaviour, Nature, vol. 4(1), pages 14-19, January.
    38. Epstein, Larry G., 1983. "Stationary cardinal utility and optimal growth under uncertainty," Journal of Economic Theory, Elsevier, vol. 31(1), pages 133-152, October.
    39. repec:cup:judgdm:v:12:y:2017:i:3:p:253-259 is not listed on IDEAS
    40. Simone Cerreia-Vioglio & Fabio Maccheroni & Massimo Marinacci & Aldo Rustichini, 2023. "Multinomial Logit Processes and Preference Discovery: Inside and Outside the Black Box," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(3), pages 1155-1194.
    41. David Laibson, 1997. "Golden Eggs and Hyperbolic Discounting," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 443-478.
    42. Selçuk Onay & Ayse Öncüler, 2007. "Intertemporal choice under timing risk: An experimental approach," Journal of Risk and Uncertainty, Springer, vol. 34(2), pages 99-121, April.
    43. Russell Golman & George Loewenstein & Andras Molnar & Silvia Saccardo, 2022. "The Demand for, and Avoidance of, Information," Management Science, INFORMS, vol. 68(9), pages 6454-6476, September.
    44. Botond Koszegi & Adam Szeidl, 2013. "A Model of Focusing in Economic Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 53-104.
    45. Niklas Karlsson & George Loewenstein & Duane Seppi, 2009. "The ostrich effect: Selective attention to information," Journal of Risk and Uncertainty, Springer, vol. 38(2), pages 95-115, April.
    46. Botond Koszegi & Matthew Rabin, 2009. "Reference-Dependent Consumption Plans," American Economic Review, American Economic Association, vol. 99(3), pages 909-936, June.
    47. Jiang, Cheng-Ming & Sun, Hong-Mei & Zhu, Long-Fei & Zhao, Lei & Liu, Hong-Zhi & Sun, Hong-Yue, 2017. "Better is worse, worse is better: Reexamination of violations of dominance in intertemporal choice," Judgment and Decision Making, Cambridge University Press, vol. 12(3), pages 253-259, May.
    48. Daniel Read & Christopher Y. Olivola & David J. Hardisty, 2017. "The Value of Nothing: Asymmetric Attention to Opportunity Costs Drives Intertemporal Decision Making," Management Science, INFORMS, vol. 63(12), pages 4277-4297, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Xavier Gabaix, 2017. "Behavioral Inattention," NBER Working Papers 24096, National Bureau of Economic Research, Inc.
    2. George Loewenstein & Zachary Wojtowicz, 2023. "The Economics of Attention," CESifo Working Paper Series 10712, CESifo.
    3. Brocas, Isabelle & Carrillo, Juan D., 2021. "Value computation and modulation: A neuroeconomic theory of self-control as constrained optimization," Journal of Economic Theory, Elsevier, vol. 198(C).
    4. Bartosz Maćkowiak & Filip Matějka & Mirko Wiederholt, 2023. "Rational Inattention: A Review," Journal of Economic Literature, American Economic Association, vol. 61(1), pages 226-273, March.
    5. Jonathan W. Leland & Mark Schneider, 2016. "Salience, Framing, and Decisions under Risk, Uncertainty, and Time," Working Papers 16-08, Chapman University, Economic Science Institute.
    6. Edika Quispe-Torreblanca & John Gathergood & George Loewenstein & Neil Stewart, 2020. "Attention Utility: Evidence from Individual Investors," CESifo Working Paper Series 8091, CESifo.
    7. Adriani, Fabrizio & Sonderegger, Silvia, 2020. "Optimal similarity judgments in intertemporal choice (and beyond)," Journal of Economic Theory, Elsevier, vol. 190(C).
    8. Matějka, Filip & Mackowiak, Bartosz & Wiederholt, Mirko, 2018. "Survey: Rational Inattention, a Disciplined Behavioral Model," CEPR Discussion Papers 13243, C.E.P.R. Discussion Papers.
    9. Philippe Jehiel & Jakub Steiner, 2020. "Selective Sampling with Information-Storage Constraints [On interim rationality, belief formation and learning in decision problems with bounded memory]," The Economic Journal, Royal Economic Society, vol. 130(630), pages 1753-1781.
    10. Stefano DellaVigna, 2009. "Psychology and Economics: Evidence from the Field," Journal of Economic Literature, American Economic Association, vol. 47(2), pages 315-372, June.
    11. Frikk Nesje & Paolo G. Piacquadio & Paolo Giovanni Piacquadio, 2025. "Intergenerational Discounting and Inequality," CESifo Working Paper Series 11630, CESifo.
    12. Dertwinkel-Kalt, Markus & Köster, Mats & Peiseler, Florian, 2019. "Attention-driven demand for bonus contracts," European Economic Review, Elsevier, vol. 115(C), pages 1-24.
    13. Stephen L. Cheung, 2020. "Eliciting utility curvature in time preference," Experimental Economics, Springer;Economic Science Association, vol. 23(2), pages 493-525, June.
    14. repec:cup:judgdm:v:16:y:2021:i:6:p:1324-1369 is not listed on IDEAS
    15. Galizzi, Matteo M. & Miraldo, Marisa & Stavropoulou, Charitini & van der Pol, Marjon, 2016. "Doctor–patient differences in risk and time preferences: A field experiment," Journal of Health Economics, Elsevier, vol. 50(C), pages 171-182.
    16. Mark Schneider, 2016. "Dual Process Utility Theory: A Model of Decisions Under Risk and Over Time," Working Papers 16-23, Chapman University, Economic Science Institute.
    17. Thomas Epper & Helga Fehr-Duda, 2012. "The missing link: unifying risk taking and time discounting," ECON - Working Papers 096, Department of Economics - University of Zurich, revised Oct 2018.
    18. Arthur E. Attema & Zhihua Li, 2024. "Reference-dependent discounting," Journal of Risk and Uncertainty, Springer, vol. 69(1), pages 57-83, August.
    19. Steiner, Jakub & Jehiel, Philippe, 2017. "On Second Thoughts, Selective Memory, and Resulting Behavioral Biases," CEPR Discussion Papers 12546, C.E.P.R. Discussion Papers.
    20. Sudeep Bhatia & Graham Loomes & Daniel Read, 2021. "Establishing the laws of preferential choice behavior," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 16(6), pages 1324-1369, November.
    21. Dertwinkel-Kalt, Markus & Ebert, Sebastian & Köster, Mats, 2023. "On correlated lotteries in economic applications," Journal of Economic Behavior & Organization, Elsevier, vol. 215(C), pages 292-306.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:arx:papers:2505.13016. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: arXiv administrators (email available below). General contact details of provider: http://arxiv.org/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.