Virtual Derivatives and Asset Pricing (VDAP) Workshop
Since May 13, 2020, online · with Neil Pearson and Dmitriy Muravyev
- Formerly the Virtual Derivatives Workshop (VDW)
- More than 100 presentations on our YouTube channel
I am a professor of finance at HEC Montréal, which I joined in 2010. My research is in asset pricing and derivatives: what option prices reveal about risk and risk preferences, how macro-finance forces shape equity and credit valuations, and the econometrics needed to take these models to the data. I teach investments and derivatives, from the B.Com. to the Ph.D. level.
For over a decade I helped build the Canadian Derivatives Institute, first as Scientific Coordinator and then as Scientific Director. An applied research mandate I led through the CDI, on measuring the risk of structured products, eventually outgrew the Institute and became Delta Vega, the firm I now lead as CEO. I also co-host the Virtual Derivatives and Asset Pricing (VDAP) workshop.
What Drives Expected Stock Returns? Long-Run Risk and Endogenous Leverage
We study how leverage and default shape the pricing of macroeconomic risk. In a consumption-based model, firms face transitory consumption and persistent expected-growth risk while choosing debt and default optimally. Long-run risk accounts for three-quarters of the equity premium and most of its countercyclical variation despite deleveraging. Ignoring the optimal financing response roughly doubles the premium. Priced systematic risk and leverage also govern how idiosyncratic volatility, itself unpriced, lowers premia. Using seventy-five years of U.S. data, we find that firms with more persistent cash-flow exposure earn higher returns and choose more conservative capital structures, consistent with the model.
The Factor Structure of 0DTE Option Returns
Zero-days-to-expiration (0DTE) options have become half of SPX trading volume. We ask which systematic risks their returns compensate and whether their prices are efficient. Six factors: three realized return moments and three variance-dynamics components, span 30-minute SPX option returns at maturities from 45 minutes up to 15 days and price 0DTEs jointly with longer-dated contracts. Warehousing gamma and absorbing jump-skewness exposure earn premiums; the variance-component premiums differ but sum to zero intraday. Remaining alpha concentrates in 0DTEs, yet a factor-neutral strategy becomes infeasible under minimal transaction costs. Option alphas fall as inventories build and, secondarily, intermediary balance sheet conditions tighten.
Asset Pricing in a Concentrated Economy
Market concentration drives the cross-sectional price of systematic risk. We develop a general equilibrium asset pricing model in which the distribution of firm sizes governs expected returns. Kimball demand gives larger firms higher markups, so rising concentration raises aggregate profits today; creative destruction then weakens as incumbents dominate, slowing productivity growth tomorrow. Higher concentration is therefore associated with lower expected dividend growth in the model, qualifying it as an observable long-run-risk state variable under recursive preferences. We take this mechanism to U.S. equity data from 1973 to 2024. Rising concentration coincides with macroeconomic and financial bad-state variables. Exposure to concentration risk is priced negatively in the cross-section, and the pricing is orthogonal to the Fama–French factors. The slope of the Security Market Line flips from positive in falling-concentration months to negative in rising-concentration months. The concentration premium is most visible in the Betting-Against-Beta strategy, which earns 3.7% per month more when concentration rises than when it falls. These results identify the industrial structure of the economy as an observable source of time-varying risk prices.
Are Three Moments Enough? What 1,378,317 Option Prices Tell Us about Higher-Order Risk Aversion
From research to practice
Delta Vega provides an independent, forward-looking risk score for structured products: a single digit, from 1 to 10, that lets investors compare notes whose risks are otherwise buried in a term sheet.
The score did not start in a business plan. It is the product of a five-year applied research mandate I led through the Canadian Derivatives Institute for a major Canadian issuer, on how to measure the risk of structured products in a way that is rigorous yet readable. When the work was done, it became clear that its greatest value lay not in a journal, but in becoming an industry standard that empowers investors.
Delta Vega was founded to make that happen. Its four co-founders, Tolga Cenesizoglu, Mathieu Fournier, Pascal François and I, are all finance professors whose careers owe a great deal to the CDI. One of Delta Vega’s founding objectives is to return the favour, by one day becoming a lasting source of funding for the Institute.
Since May 13, 2020, online · with Neil Pearson and Dmitriy Muravyev
Fifteen editions, 2012–2026, Montréal
CDI Fifteenth Conference on Derivatives
September 17–18, 2026, Montréal · with Patrick Augustin and Piotr Orłowski
2026 Derivatives and Asset Pricing Conference
February 26–28, 2026, Cozumel, Mexico · with Bjorn Eraker and Aurelio Vasquez
CDI Fourteenth Conference on Derivatives
September 11–12, 2025, Montréal · with Patrick Augustin and Piotr Orłowski
2025 Derivatives and Asset Pricing Conference
February 27–March 1, 2025, Cancún, Mexico · with Bjorn Eraker and Aurelio Vasquez
CDI Thirteenth Conference on Derivatives
September 19–20, 2024, Montréal
2024 Derivatives and Asset Pricing Conference
February 29–March 2, 2024, Cancún, Mexico · with Bjorn Eraker and Aurelio Vasquez
CDI Twelfth Conference on Derivatives
September 14–15, 2023, Montréal
2023 Derivatives and Asset Pricing Conference
March 2–4, 2023, Cancún, Mexico · with Bjorn Eraker and Aurelio Vasquez
CDI Eleventh Conference on Derivatives
September 22–23, 2022, Montréal
CDI Tenth Conference on Derivatives
September 23–24, 2021, Montréal (hybrid)
CDI Ninth Conference on Derivatives
September 2, 9, 16, 23 & 30, 2020, online
February 20–22, 2020, Cancún, Mexico · with Aurelio Vasquez
CDI Eighth Conference on Derivatives
September 12–13, 2019, Montréal
HEC Montréal & McGill Summer Finance Workshop
July 5–6, 2019, Montebello
CDI Seventh Conference on Derivatives
September 20–21, 2018, Montréal
HEC Montréal & McGill Spring Finance Workshop
May 11–12, 2018, Montebello
IFSID Sixth Conference on Derivatives
September 14–15, 2017, Montréal
IFSID Fifth Conference on Derivatives
September 15–16, 2016, Montréal
IFSID Fourth Conference on Derivatives
September 25–26, 2015, Montréal
HEC Montréal & McGill Winter Finance Workshop
March 5–7, 2015, Mont-Sainte-Anne · with Jan Ericsson and Alexandre Jeanneret
IFSID Third Conference on Derivatives
September 25–26, 2014, Montréal
IFSID & Bank of Canada Second Conference on Structured Products and Derivatives: Tail Risk
September 19–20, 2013, Montréal · with Jean-Sébastien Fontaine
HEC Montréal Winter Finance Workshop
March 14–16, 2013, Mont-Sainte-Anne · with Alexandre Jeanneret
IFSID First Conference on Structured Products and Derivatives
October 12–14, 2012, Montréal
Desautels-HEC-Rotman Winter Finance Workshop
March 16–19, 2011, Mont-Tremblant · with Jan Ericsson and Peter Christoffersen
Associate Professor of Finance, HEC Montréal
Professorship on the study of financial risk factors and derivatives.
Co-founder & Chief Executive Officer, Delta Vega
Canadian Derivatives Institute ↗
Visiting Associate Professor, UCLA Anderson
Taught MGMTMFE406, Derivative Markets.
Interim Head, Ph.D. Program in Finance, HEC Montréal
Visiting Scholar, University of Maryland
Assistant Professor of Finance, HEC Montréal
Ph.D. in Finance, Desautels Faculty of Management, McGill University
Supervisors: Peter Christoffersen and Kris Jacobs. A scholarship remembers Peter.
M.Sc. in Computer Science and Operations Research, Université de Montréal
Supervisor: Yoshua Bengio, 2018 Turing Award laureate.
Finance Research Letters · International Journal of Forecasting · Journal of Applied Econometrics · Journal of Banking and Finance · Journal of Business and Economic Statistics · Journal of Empirical Finance · Journal of Finance · Journal of Financial and Quantitative Analysis · Journal of Financial Econometrics · Journal of Financial Markets · Journal of Futures Markets · Journal of Risk and Insurance · Management Science · Quantitative Finance · Review of Asset Pricing Studies · Review of Derivatives Research · Review of Finance · Review of Financial Studies · Revue Finance
Discussion Term Funding and the Long-Dated Cross-Currency Basis, by Ljubica Georgievska, Benjamin Karner, and Olav Syrstad
The Factor Structure of 0DTE Option Returns (formerly Intraday Pricing and Mispricing of Short-Maturity SPX Options, 0DTE Factor Structure)
Discussion The Derivative Payoff Bias, by Guido Baltussen, Julian Terstegge, and Paul Whelan
Discussion How Exogenous Liquidity Affects Information Efficiency in the Options Market, by Li Wang and Sophie Xiaoyan Ni
Discussion International Arbitrage Premia, by Mirela Sandulescu and Paul Schneider
Discussion Costs of Executing Complex Options Trades, by Su Li, David K. Musto, and Neil D. Pearson
Discussion Retail Option Traders and the Implied Volatility Surface, by Gregory W. Eaton, T. Clifton Green, Brian S. Roseman, and Yanbin Wu
Discussion Decomposing the Systematic and Idiosyncratic Components of the Diffusive and Tail Risks in Individual Equity Options, by Mobina Shafaati, Don M. Chance, and Robert Brooks
Are Three Moments Enough? What 1,378,317 Option Prices Tell Us about Higher-Order Risk Aversion (formerly Option-Implied Measures of Higher-Order Risk Aversion)
Discussion Common Factors in Equity Option Returns, by Alex Horenstein, Aurelio Vasquez, and Xiao Xiao
Discussion Crash Risk in Individual Stocks, by Paola Pederzoli
Discussion Volatility Uncertainty and the Cross-Section of Option Returns, by Jie Cao, Aurelio Vasquez, Xiao Xiao, and Xintong Zhan
Discussion Efficient Parameter Estimation for Multivariate Jump-Diffusions, by François Guay and Gustavo Schwenkler
Idiosyncratic Jump Risk Matters: Evidence from Equity Returns and Options (formerly The Pricing of Idiosyncratic Risk in Option Markets)
Low Inflation: High Default Risk AND High Equity Valuations (formerly Deflation, Sticky Leverage and Asset Prices, Deflation and Inflation: Opposites, but not Equals)
Discussion On the Pricing Role of Idiosyncratic Risk, by Jun (Tony) Ruan, Qian Sun, and Yexiao Xu
Discussion Size and Value Matter, But Not The Way You Thought, by Marie Lambert, Boris Fays, and Georges Hübner
Discussion Option Return Predictability, by Jie Cao, Bing Han, Qing Tong, and Xintong Zhan
Discussion Pricing of Idiosyncratic Equity and Variance Risks, by Elise Gourier
On the Excessive Cost of Hedging Longevity Risk (formerly various titles)
The Dynamics of the Equity Risk Premium
Discussion The Importance of Volatility Risk Premium for Volatility Forecasting, by Marcel Prokopczuk and Chardin Wese Simen
Option Valuation with Macro-Finance Variables (formerly Business Conditions, Market Volatility and Option Prices)
Volatility Forecasting and Explanatory Variables: A Tractable Bayesian Approach to Stochastic Volatility
Convertible Debt and Shareholder Incentives
Discussion A Functional Filtering and Neighborhood Truncation Approach to Integrated Quarticity Estimation, by Torben G. Andersen, Dobrislav Dobrev, and Ernst Schaumburg