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

with Carter Davis

IFMB 2025 Best Paper Award

The rise of passive investing has compressed stock demand elasticity, but through which stocks and by how much? We 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 Price of Passive Ownership

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

The shift from active to passive investing has moved more than a quarter of the U.S. stock market into portfolios that track benchmarks. Measuring the realized indexed ownership of each stock from its holdings with the Indexing Inclusion Ratio (IXI), I find the most heavily indexed stocks are priced to earn about 1.6 percentage points per year less than the least indexed, yet they were among the strongest performers of the passive era. These two facts are one mechanism at two margins, because indexed ownership grew faster than prices had incorporated and realized returns absorbed the surprise as it arrived. S&P 500 inclusions price the channel at about 2 percent per percentage point of new indexed ownership, close to the standing premium that capitalizes the wedge. Those gains were the transition. The lower expected return is the price of passive ownership going forward.

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