A large literature in asset pricing decomposes valuation ratios into expected returns and expected growth rates of firm fundamentals to understand why valuation ratios vary across firms and over time. This literature leaves two fundamental questions unanswered: (i) what information do investors attend to in forming their demand beyond prices and (ii) how important are various investors in the price formation process? We use a demand system approach to answer both questions. Empirically, we show that a small set of characteristics explains the majority of variation in a panel of firm-level valuation ratios across countries. We then estimate an international asset demand system using investor-level holdings data in Great Britain and the United States, allowing for flexible substitution patterns within and across countries. We use this framework to measure the contribution of each institutional type in linking characteristics to prices and long-horizon expected returns. Investment advisors, largely driven by their size, are most influential among all institutional types. Conditional on size, hedge funds are the most, and long-term investors (insurance companies and pension funds) are the least influential.

More on this topic

BFI Working Paper·May 18, 2026

Sophisticated Borrowing Constraints and Macroeconomic Dynamics

Al-Mahdi Ebsim, Chen Lian, Yueran Ma, Pablo Ottonello, and Diego J. Perez
Topics: Financial Markets
BFI Working Paper·May 12, 2026

Diagnostic Expectations and the Macroeconomy

George M. Constantinides and Maurizio Montone
Topics: Financial Markets
BFI Working Paper·Mar 31, 2026

The Hidden Cost of Stock Market Concentration: When Funds Hit Regulatory Limits

Lubos Pastor, Taisiya Sikorskaya, and Jinrui Wang
Topics: Financial Markets