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Tractable Estimation of the Money Pump Index: A Comment

Gavin Kader

arXiv 14 Sep 2026 · Econometrics

arXiv:2609.16086 · PDF · Extracted main text

Abstract

The Money Pump Index (MPI) of Echenique et al. (2011) measures the severity of consumer irrationality, but computing the exact mean and median MPI over all revealed preference cycles is NP-hard (Smeulders et al., 2013). Existing solutions rely on heuristic proxies, such as evaluating only shorter cycles or bounding the MPI. By framing revealed preferences as a directed graph, this paper projects choice violations onto fundamental cycle bases, which are minimal sets of linearly independent cycles that span the graph's entire cycle space. This yields computationally tractable estimators for the mean and median MPI that are asymptotically equivalent to the original MPI. Applying this methodology to the scanner dataset analyzed by Echenique et al. (2011) and Smeulders et al., (2013), the proposed estimators compute quickly and with negligible small-sample bias.

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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
1Echenique, F., Lee, S., and Shum, M (2011) The money pump as a measure of revealed preference violations1.000156100%
2Smeulders, B., Cherchye, L., De Rock, B., and Spieksma, F. C (2013) The money pump as a measure of revealed preference violations: A comment1.000155100%
3Afriat, S. N (1967) The construction of utility functions from expenditure data0.40511100%
4Apesteguia, J. and Ballester, M. A (2015) A measure of rationality and welfare0.40511100%
5Dean, M. and Martin, D (2016) Measuring rationality with the minimum cost of revealed preference violations0.40511100%
6Demuynck, T. and Rehbeck, J (2023) Computing revealed preference goodness-of-fit measures with integer programming0.40511100%
7Houtman, M. and Maks, J (1985) Determining all maximal data subsets consistent with revealed preference0.40511100%
8Valiant, L. G (1979) The complexity of enumeration and reliability problems0.40511100%
9Varian, H. R (1990) Goodness-of-fit in optimizing models0.40511100%

Showing the top 9 of 9 scored citations.