Demand system asset pricing is a framework for analyzing financial markets using portfolio holdings data with applications in asset management, central banking, and risk assessment.
Keynote lecture on "Demand System Asset Pricing: Prediction, Identification, and Counterfactuals" at the NBER LTAM Meeting on April 19, 2025 [Video, Slides]
Lecture notes for an online Workshop on Demand System Asset Pricing
On the Theory and Econometrics of (Demand System) Asset Pricing (with Ralph S.J. Koijen)
June 2025.
Upgrading Credit Pricing and Risk Assessment through Embeddings (with Xavier Gabaix, Ralph S.J. Koijen, and Robert J. Richmond)
March 2025.
Limited Risk Transfer Between Investors: A New Benchmark for Macro-Finance Models (with Xavier Gabaix, Ralph S.J. Koijen, Federico Mainardi, and Sangmin Oh)
January 2025.
Asset Embeddings (with Xavier Gabaix, Ralph S.J. Koijen, and Robert J. Richmond)
July 2023.
Roger F. Murray Prize, Third Prize, Institute for Quantitative Research in Finance, 2024
Which Investors Matter for Equity Valuations and Expected Returns? (with Ralph S.J. Koijen and Robert J. Richmond)
Review of Economic Studies, July 2024, 94(1): 2387–2424.
Understanding the Ownership Structure of Corporate Bonds (with Ralph S.J. Koijen)
American Economic Review: Insights, March 2023, 5(1): 73–92.
American Economic Association | PDF file | Replication files
Asset Demand Systems in Macro-Finance (with Ralph S.J. Koijen)
NBER Reporter, December 2021, 4: 21–24.
A Demand System Approach to Asset Pricing (with Ralph S.J. Koijen)
Journal of Political Economy, August 2019, 127(4): 1475–1515.
University of Chicago Press | PDF file | Replication files
Data on corrected institution type, instrument for market equity, liquidity, and long-run expected returns [Excel]
AQR Insight Award, Honorable Mention, 2017
Glucksman Institute Research Prize, Glucksman Institute for Research in Securities Markets, 2017
Euro-Area Quantitative Easing and Portfolio Rebalancing (with Ralph S.J. Koijen, François Koulischer, and Benoît Nguyen)
American Economic Review: Papers and Proceedings, May 2017, 107(5): 621–627.
American Economic Association | PDF file | Replication files
What Does Futures Market Interest Tell Us about the Macroeconomy and Asset Prices? (with Harrison Hong)
Journal of Financial Economics, September 2012, 105(3): 473–490.
Elsevier | SSRN | Appendix | Data | Replication files
Durability of Output and Expected Stock Returns (with João F. Gomes and Leonid Kogan)
Journal of Political Economy, October 2009, 117(5): 941–986.
University of Chicago Press | PDF file | Data
SIC industry classification based on the 1987 Benchmark Input-Output Accounts [Excel]
Richard A. Crowell Memorial Prize, First Prize, PanAgora Asset Management, 2007
Asset Prices Under Habit Formation and Reference-Dependent Preferences
Journal of Business and Economic Statistics, April 2008, 26(2): 131–143.
Does Firm Value Move Too Much to Be Justified by Subsequent Changes in Cash Flow? (with Borja Larrain)
Journal of Financial Economics, January 2008, 87(1): 200–226.
Geewax, Terker and Company Prize in Investment Research, Honorable Mention, Rodney L. White Center for Financial Research, 2006
Efficient Tests of Stock Return Predictability (with John Y. Campbell)
Journal of Financial Economics, July 2006, 81(1): 27–60.
Elsevier | SSRN | Data | Replication files
Implementing the Econometric Methods in “Efficient Tests of Stock Return Predictability” [Appendix]
A Consumption-Based Explanation of Expected Stock Returns
Journal of Finance, April 2006, 61(2): 539–580.
American Finance Association | SSRN | Appendix | Data | Replication files