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Star Firms, Information Spillovers, and Predictable Industry-Level Outcomes
Journal article   Open access   Peer reviewed

Star Firms, Information Spillovers, and Predictable Industry-Level Outcomes

Vidhi Chhaochharia, Alok Kumar, Mehrshad Motahari and Ville Rantala
Journal of financial and quantitative analysis, Vol.61(6), pp.2809-2841
2026-04-20

Abstract

Business & Economics Business, Finance Economics Social Sciences
We study the aggregate impact of information spillovers emerging from industry star firms. Changes in stars’ relative earnings growth predict future earnings growth, consensus earnings surprises, and job postings of same-industry nonstar firms. Star-firm performance also predicts industry-level GDP and employment growth. Price markup and innovation spillovers are potential channels underlying these patterns. Our results further show that this performance predictability is not fully incorporated into nonstars’ stock prices. A long–short portfolio based on star firms’ earnings growth earns an annualized 6-factor alpha of 8.7%. Together, our findings provide consistent evidence of the economic importance of star firms.
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https://doi.org/10.1017/S0022109026102610View
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