Search arXivSearch

arXiv · 2507.13137

Selling Consumer Data under Limited Commitment

Abstract

A data broker repeatedly negotiates with a producer who has privately known production costs and values consumer data for price discrimination. The broker cannot commit to future offers. When he can offer rich menus of dataset--price pairs, the unique equilibrium outcome immediately implements the commitment-optimal mechanism, so limited commitment is irrelevant. When he can offer only a single dataset--price pair at a time, by contrast, we obtain a folk theorem. There is always an equilibrium in which the market clears immediately at a low price, while, when the parties are sufficiently patient, any payoff between this benchmark and the commitment payoff can be sustained. This multiplicity rests on a property specific to data: free disposal by the producer and zero marginal cost of provision make the efficient dataset for a given type nonunique, leaving the broker credible flexibility over future offers. Equilibrium multiplicity is therefore an economic prediction of the model, with identical fundamentals supporting persistently different negotiated outcomes.

Explore related subjects

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

Zihao Li. 2026-09-02. Selling Consumer Data under Limited Commitment. https://arxiv.org/abs/2507.13137

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related papers

Measurement of Trustworthiness of the Online Reviews

Online review platforms shape consumer decisions, yet reported ratings and comments may be unreliable when reviewers behave inconsistently. This paper models online reviews as a sequential choice problem and proposes a formal rationality pattern function that links a reviewer's current review to their revealed preference history. Building on a two-way consistency axiom for choices from nested sets, we derive an object-specific support trajectory and an associated degree measure in [0,1] (Average Propensity to Choose a Pattern, APCP) that quantifies review trustworthiness. The measure is designed to support information updating and reduce asymmetric information by discounting reviews that are inconsistent with past behavior. A worked example illustrates how the approach assigns trustworthiness grades to reviews for different objects and how these grades can complement aggregate rating statistics. Finally, a generalized theory has been established.

econ.TH

The Depth and Reach of Exploitation: Contracting with Endogenously Naive Consumers

Consumers can invest resources to understand and avoid their behavioral mistakes, and their incentives to do so depend on the market consequences of remaining naive. We incorporate this feedback between consumers' cognitive states and market outcomes into a general contracting model. Firms face a trade-off between the depth and reach of exploitation: deeper exploitation raises profit from a naive consumer but induces greater cognitive investment, promoting sophistication and shrinking the exploitable consumer base. This trade-off disciplines exploitation and can cause policies that benefit consumers when cognition is fixed to backfire when cognition is endogenous.

econ.TH

Contracting under Misspecification

This paper studies agency problems when both parties worry that the model linking action to output is misspecified. With observable actions, an optimal contract is linear in output, so performance pay arises solely to share misspecification exposure, the slope reflects the parties' relative robustness concerns, and its allocation is Pareto efficient. With hidden actions, this sharing rule survives and incentives add a nonlinear correction. Misspecification concerns can polarize effort by making intermediate actions impossible to implement. Moreover, ambiguity across competing models has asymmetric effects: uncertainty about desired actions raises the principal's payoff, whereas uncertainty about deviations can lower it.

econ.TH