EXPRESS: Market Effects of Inattention: Theory and Evidence from Left-Digit Bias

A large body of research shows that even when information is accessible, consumers often fail to attend to it. To what extent and under what conditions can firms profit from such consumer inattention? We study this question theoretically and empirically in the used car market, focusing on the widely documented left-digit bias. Theoretically, firms can profit from targeting the most inattentive consumers even when there is an active decentralized market for used goods trading. Leveraging a detailed dataset of millions of automobile transactions from a seven-year period, we find that consumers exhibit inattention in the form of left-digit bias to the odometer, and such inattention is estimated to be significantly more for consumers who buy from firms. Compared to private sellers, car dealerships transact with ex-post significantly more left-digit-biased consumers. Dealerships sell more vehicles with odometer readings below round numbers, sell them faster, and extract higher margins from these vehicles. Our results imply that intermediaries can “skim” consumers with specific behavioral biases and extract meaningful surplus from selling to them.

Authors

Publication Details

Journal
Journal of Marketing Research
Published
2026-02-16
DOI
https://doi.org/10.1177/00222437261427475
Primary Topic
Consumer Market Behavior and Pricing
Type
article
Field-Weighted Citation Impact
0.00
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article

EXPRESS: Market Effects of Inattention: Theory and Evidence from Left-Digit Bias

Raghunath Singh Rao, Andreas Kraft
Journal of Marketing Research
Consumer Market Behavior and Pricing
article

EXPRESS: Market Effects of Inattention: Theory and Evidence from Left-Digit Bias

Raghunath Singh Rao, Andreas Kraft
article en

Abstract

A large body of research shows that even when information is accessible, consumers often fail to attend to it. To what extent and under what conditions can firms profit from such consumer inattention? We study this question theoretically and empirically in the used car market, focusing on the widely documented left-digit bias. Theoretically, firms can profit from targeting the most inattentive consumers even when there is an active decentralized market for used goods trading. Leveraging a detailed dataset of millions of automobile transactions from a seven-year period, we find that consumers exhibit inattention in the form of left-digit bias to the odometer, and such inattention is estimated to be significantly more for consumers who buy from firms. Compared to private sellers, car dealerships transact with ex-post significantly more left-digit-biased consumers. Dealerships sell more vehicles with odometer readings below round numbers, sell them faster, and extract higher margins from these vehicles. Our results imply that intermediaries can “skim” consumers with specific behavioral biases and extract meaningful surplus from selling to them.

Journal of Marketing Research
Openalex Percentile: Top 59%
Consumer Market Behavior and Pricing
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