Breaking the Data Chain: The Ripple Effect of Data Sharing Restrictions on Financial Markets

87 Pages Posted: 2 Jul 2025 Last revised: 30 Apr 2026

See all articles by Simona Abis

Simona Abis

University of Colorado at Boulder

Huan Tang

University of Pennsylvania - The Wharton School

Bo Bian

University of British Columbia

Date Written: July 01, 2025

Abstract

Privacy regulation is typically studied through its effects on firms and consumers, while its implications for financial markets remain unexplored. We use Apple’s App Tracking Transparency (ATT) to examine whether privacy-driven data sharing restrictions spill over to capital markets by reducing the precision of widely used signals. After ATT, analysts relying more heavily on such data become less accurate, and mutual funds shift attention away from affected stocks. Consequently, firms more exposed to these market participants exhibit weaker price efficiency. Our findings reveal a new fragility in financial markets as surveillance-like alternative data becomes increasingly vulnerable to future regulatory disruption.

Keywords: Mobile Apps, Data Sharing, Price Informativeness, Forecast Errors, Picking Ability, Analyst Forecast, Alternative Data, Privacy Regulation

JEL Classification: G14, G12, O16, G23, G29

Suggested Citation

Abis, Simona and Tang, Huan and Bian, Bo, Breaking the Data Chain: The Ripple Effect of Data Sharing Restrictions on Financial Markets (July 01, 2025). The Wharton School Research Paper , Available at SSRN: https://ssrn.com/abstract=5334566 or http://dx.doi.org/10.2139/ssrn.5334566

Simona Abis (Contact Author)

University of Colorado at Boulder ( email )

256 UCB
Boulder, CO CO 80300-0256
United States

Huan Tang

University of Pennsylvania - The Wharton School ( email )

3641 Locust Walk
Philadelphia, PA 19104-6365
United States

Bo Bian

University of British Columbia ( email )

HA 865, UBC Sauder School of Business
2053 Main Mall, Vancouver, BC V6T 1Z2
Vancouver, British Columbia V6T 1Z2
Canada

HOME PAGE: http://bo-bian.com/

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