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Dependence of option-return predictability on volatility-forecast accuracy

Determine how the cross-sectional predictability of individual equity option returns, driven by the realized-minus-implied volatility spread, depends on the out-of-sample accuracy of firm-level realized variance forecasts. Quantify this dependence using firm-level realized variance forecasts and evaluate whether improvements in volatility forecasting translate into stronger predictability of equity option returns.

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Background

Prior literature documents that the spread between realized volatility and implied volatility predicts equity option returns, typically at monthly horizons. The paper investigates daily firm-level realized variance forecasts and their use in option portfolio construction. The authors acknowledge uncertainty about how much the quality of volatility forecasts influences the strength of option-return predictability based on the realized–implied spread.

References

It is not clear how this predictability depends on a forecast's ability to predict firm-level volatility.

Predicting Realized Variance Out of Sample: Can Anything Beat The Benchmark? (2506.07928 - Pollok, 9 Jun 2025) in Abstract