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Identifying Dynamic Discrete Choice Models with Hyperbolic Discounting

Taiga Tsubota

arXiv 21 Nov 2021 · Econometrics · 1 citations (OpenAlex)

arXiv:2111.10721 · PDF · DOI · OpenAlex · Extracted main text

Abstract

We study identification of dynamic discrete choice models with hyperbolic discounting. We show that the standard discount factor, present bias factor, and instantaneous utility functions for the sophisticated agent are point-identified from observed conditional choice probabilities and transition probabilities in a finite horizon model. The main idea to achieve identification is to exploit variation in the observed conditional choice probabilities over time. We present the estimation method and demonstrate a good performance of the estimator by simulation.

Citation extraction

32
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69
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appendix boundary found by appendix_titled_section at “Appendix A. Identification with Additional State Variables” · 74% of the source is main text. Read the extracted text to check this.

Most heavily cited references

The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.

ReferenceIntensityMentionsSectionsMain text
1Fang and Wang (2015) Estimating dynamic discrete choice models with hyperbolic discounting, with an application to mammography decisions1.000113100%
2An, Hu and Xiao (2021) Dynamic decisions under subjective expectations: A structural analysis0.9568488%
3Magnac and Thesmar (2002) Identifying dynamic discrete decision processes0.92843100%
4Kennan and Walker (2011) The effect of expected income on individual migration decisions0.87452100%
5Abbring and Daljord (2020) Identifying the discount factor in dynamic discrete choice models0.73732100%
6De Groote and Verboven (2019) Subsidies and time discounting in new technology adoption: Evidence from solar photovoltaic systems0.73732100%
7Laibson (1997) Golden eggs and hyperbolic discounting0.73732100%
8Abbring and Daljord (2020) A comment on “Estimating dynamic discrete choice models with hyperbolic discounting” by Hanming Fang and Yang Wang0.64422100%
9Hotz and Miller (1993) Conditional choice probabilities and the estimation of dynamic models0.64422100%
10Phelps and Pollak (1968) On second-best national saving and game-equilibrium growth0.64422100%

Showing the top 10 of 32 scored citations.