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张秋诗,Reading the Candlesticks: An OK Estimator for Volatility,《REVIEW OF ECONOMICS AND STATISTICS》,2024.07

论文名称:Reading the Candlesticks: An OK Estimator for Volatility

作者:Li, J ; Wang, DS;张秋诗

刊名:REVIEW OF ECONOMICS AND STATISTICS

发表时间:2024.07

We propose an Optimal candlesticK (OK) estimatorforthe spot volatility using high-frequency candlestick observations. Under a standard infill asymptotic setting, we show that theOKestimator is asymptotically unbiased and has minimal asymptotic variance within a class of linear estimators. Its estimation error can be coupled by a Brownian functional, which permits valid inference. Our theoretical and numerical results suggest that the proposed candlestick-based estimator is much more accurate than the conventional spot volatilityestimator based on high-frequency returns. An empirical illustration documents the intraday volatility dynamics of various assets during the Fed chairman's recent congressional testimony.