THE DARK SIDE OF VOLUNTARY DATA SHARING

Xi Li, Bingqing Li, Zhilin Yang

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

3 Citations (Scopus)

Abstract

To balance the need for privacy and the benefits of big-data analytics, regulators around the world are giving consumers control over their data, allowing them to choose whether or not to voluntarily share their purchase history data with firms. Intuition suggests that voluntary data sharing only benefits consumers who can now choose to share their data only when it is profitable to do so. To investigate this argument, we build a model in which a monopolistic firm sells a repeatedly purchased product to consumers over two periods, and consumers decide whether or not to share their purchase history data with the firm, who can use it in the future to price discriminate against them. We find that, compared to when data collection is completely outlawed, voluntary data sharing can benefit the firm but at its consumers’ expense. Moreover, regulations that mandate firms to better protect consumer data against data breaches can backfire on consumers. Finally, we show that under voluntary data sharing, a firm’s ability to offer consumers a monetary incentive to share their data can improve profits without hurting consumers. Taken together, these findings underscore the surprising effects of voluntary data sharing and caution public policymakers of how certain data policies that, on the surface, seem purely beneficial can lead to unintended consequences. © 2024 MISQ. All rights reserved.
Original languageEnglish
Pages (from-to)155-178
Number of pages24
JournalMIS Quarterly
Volume49
Issue number1
Online published25 Jul 2024
DOIs
Publication statusPublished - Mar 2025

Funding

The authors thank the senior editor, the associate editor, and three anonymous referees for their constructive comments. This research was funded by the Research Grants Council of Hong Kong (Grant 11502221) and the National Natural Science Foundation of China (Grants 72072152 and 72332006).

Research Keywords

  • Voluntary data sharing
  • price discrimination
  • privacy
  • GDPR
  • public policy

Publisher's Copyright Statement

  • COPYRIGHT TERMS OF DEPOSITED FINAL PUBLISHED VERSION FILE: Li, X., Li, B., & Yang, Z. (2025). THE DARK SIDE OF VOLUNTARY DATA SHARING. MIS Quarterly, 49(1), 155-178. https://doi.org/10.25300/MISQ/2024/18829. Copyright © 2019 by the Management Information Systems Research Center (MISRC) of the University of Minnesota. Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and full citation on the first page. Copyright for components of this work owned by others than the MISRC must be honored. Abstracting with credit is permitted. To copy otherwise, to post on servers, or to redistribute to lists requires prior specific permission and possibly a fee. Request permission to publish from: MIS Quarterly; Carlson School of Management; University of Minnesota; 321 19th Ave. So.; Minneapolis, MN 55455. ISSN: 0276-7783.

RGC Funding Information

  • RGC-funded

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