MGPraxis6,400 papers identified by name

Harvesting the Volatility Risk Premium: A Learning-to-Rank Approach

Maciej Wysocki·2026

The volatility risk premium in equities over 2021–2024, studied by Wysocki in 2026 with tree ensembles. The abstract mentions a Sharpe ratio, an information ratio, drawdowns, a benchmark and an out-of-sample test but not transaction costs, multiple testing or the size of the universe.

“Seven sizing methods produce out-of-time annualized Sharpe ratios between 4.31 and 5.76, with the headline method reaching a Probabilistic Sharpe Ratio of 0.964 and a sample-period maximum drawdown of -2.28%, on a single hold-out year against a walk-forward range of 1.90 to 3.11.”

AssetEquitiesindices, single stocks
StrategyVolatility risk premiumnews sentiment
TechniqueTree ensemble
GeographyUS

Also stated: Daily, 2021–2024, Sharpe ratio, Information ratio, Drawdown, Long-only, Text and news, benchmark, out-of-sample test

Missing from abstract: costs, multiple testing, universe

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The paper's neighbourhoodVolatility risk premium by year
■ equities■ volatility and options■ bonds and credit■ commodities■ other assets2005201092015202023This paper2026■ equities■ volatility and options■ bonds and credit■ commodities■ other assets2005201092015202023This paper2026
The family is counted across the whole universe. Asset, method and authors are counted inside the family.
Similar paperscitationsame methodsame assetsame authors
Hierarchical Machine Learning for Variance Risk Premium Estimation: From VIX Forecasting to Options Trading by Fouhy2026
One-Day Volatility Indices and the Variance Risk Premium in European Equity Markets by Wilkens2026
Sizing the Risk: Kelly, VIX, and Hybrid Approaches in Put-Writing on Index Options by Wysocki2025
Compression of the Variance Risk Premium: Demand Pressure or a Repricing of Variance Carry? by Clark and Dickson2026
Does Relative Options Activity Predict the Variance Risk Premium? A Cross-sectional Test of a Martingale Restriction in U.S. Equity Options by Tucker2026
Not yet audited by MarketGraphs Praxis. Tags from the abstract. Counts from the universe.
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