Academic Work

Research

I study the structural shift from active to passive investing and its consequences for stock demand elasticity, return dynamics, and price efficiency. A second line of work examines how climate risk shapes the relative demand for green and brown assets.

Working Papers
Working Paper2026

Indexing and the Elasticity of Stock Demand

IFMB 2025 Best Paper Award

The rise of passive investing has compressed stock demand elasticity, but through which stocks and by how much? I construct the Indexing Inclusion Ratio (IXI), a holdings-based measure of realized passive ownership adjusted for Active Share, and embed it in a demand system. Stocks with high passive ownership are 40% less elastic than low-passive stocks, and index additions are associated with discrete elasticity declines. In a partial-equilibrium counterfactual that freezes passive ownership at its 2000 level, estimated aggregate elasticity is 76% higher, with active investors partially offsetting the mechanical effect.

JEL:G11, G12, G14, G23Keywords:passive investing, demand elasticity, index inclusion, Active Share, closet indexing, demand system, asset pricing
Working Paper2026

The Passive Paradox: Why High-Indexed Stocks Outperform Despite Lower Expected Returns

FMA 2025 Best Paper Award (Asset Pricing) — Semi-Finalist

Equity markets are now largely dominated by passive investments. This study introduces the Indexing Inclusion Ratio (IXI) as a measure of passive ownership to assess its increasing impact on U.S. equity markets. The findings reveal that high-indexed stocks highly outperform their low-indexed counterparts, primarily due to the influx of passive capital flows rather than fundamental value. By analyzing the expected return both ex-ante through implied costs of capital and ex-post by adjusting for passive flows and earnings anomalies, I show that high-indexed stocks exhibit lower expected returns, indicating a potential correction when the trend toward passive investing reaches equilibrium. In addition, I show that the recent underperformance of value and small-cap stocks is intrinsically related to the secular passive shift.

JEL:G11, G12, G23Keywords:asset pricing, institutional investors, index effect, passive investing, mutual funds, ETFs
Working Paper2026

Climate Background Risk and the Demand for Green and Brown Stocks

with Evan Jo

We develop a demand-system asset pricing model in which investors differ both in beliefs about climate-adjusted returns and in perceived exposure to nontradable climate background risk. The belief channel operates through subjective expected returns. The hedging channel generates portfolio demand for climate insurance that does not respond to prices within the static model. In equilibrium, this hedging motive adds a third term to the brown-minus-green return spread beyond market risk and belief differences. The model's most distinctive prediction is cross-sectional: stocks with larger absolute climate correlation become more dominated by hedging demand, whether they are green or brown. A quantitative illustration shows that the mechanism produces plausible shifts in return spreads and demand composition under illustrative parameterizations.

JEL:G11, G12, G14, Q54Keywords:climate risk, ESG investing, demand elasticity, heterogeneous beliefs, background risk, inelastic markets
Draft available upon request
Work in Progress

Credit Default Swap Spreads and the Ownership of Sovereign Debts: An Analysis of Determinants

How Do Active Funds React to the Rise of Passive Management

with Laurent Barras, David Schumacher
Professional Publications

Research reports produced during professional engagements.

Professional Publication2024CEM Benchmarking Inc. Research Report

Asset Allocation and Fund Performance of Defined Benefit Pension Funds in the United States, 1998–2022

with C. Flynn, M. Van Bragt

Professional Publication2024CEM Benchmarking Inc. Research Insights

An Empirical Analysis of the Drivers of Record Keeping Cost in U.S. Defined Contribution Plans

with J. Weeda, J. Stamper, K. Vandolder