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Optimism and the Variance Risk Premium

Mehran Azimi, Soroush Ghazi, Mark Schneider, Jack Strauss·2026

“Out-of-sample investment strategies that jointly employ both VRP and optimism generate large Sharpe ratios and abnormal returns.”

AssetEquities
StrategyVolatility risk premiummachine learning
ClaimSharpe ratioalpha
InputsOptions-implied

Also stated: out-of-sample test

Missing from abstract: benchmark, 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
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