From Shares to Machines: How Common Ownership Drives Automation

Author: Joseph Emmens (Massachusetts Institute of Technology, FutureTech)Dennis C. Hutschenreiter (Halle Institute for Economic Research)Stefano Manfredonia (Fordham University)Felix Noth (Halle Institute for Economic Research)Tommaso Santini (Halle Institute for Economic Research)
Posted: 16 April 2026

Abstract

We study whether common ownership affects the direction of technological change. We develop a task-based model with multiple local labor markets in which commonly owned firms internalize wage externalities from portfolio rivals when hiring from the same labor pool, increasing incentives to automate. We establish causality by exploiting institutional investor mergers in a dynamic DiD design, using U.S. data on institutional ownership, establishment level employment, and text-classified automation patents. Increases in common ownership among local labor-market rivals raise firms’ automation propensity by 22.7 percentage points and reduce employment growth. The effect disappears when firms do not compete within labor markets.
JEL codes: O33, G23, J42
Keywords: Common Ownership, Automation, Local Labor Markets, Market Power