Electronic Journal of Statistics · 2018 · 21 citations · 49 references
BusinessEconomicsFinanceAsset PricingEconometricsFinancial EconomicsHigh-frequency Data AnalysisHigh-frequency Financial DataHigh-frequency Time Series AnalysisJump ProcessesVolatility AnalysisVolatility ModelingCo-jump DetectionHigh-frequency Asset PricingJump DetectionMarket Microstructure ModelsNonparametric Spectral EstimationNonparametric Volatility EstimationPrice Jump DetectionVolatility
We introduce a statistical test for simultaneous jumps in the price of a financial asset and its volatility process. The proposed test is based on high-frequency data and is robust to market microstructure frictions. For the test, local estimators of volatility jumps at price jump arrival times are designed using a nonparametric spectral estimator of the spot volatility process. A simulation study and an empirical example with NASDAQ order book data demonstrate the practicability of the proposed methods and highlight the important role played by price volatility co-jumps.
49
The Impact of Uncertainty Shocks
Nicholas Bloom · Econometrica · 2009 · 5.7K citations
Transform Analysis and Asset Pricing for Affine Jump-diffusions
Darrell Duffie, Jun Pan, Kenneth J. Singleton · Econometrica · 2000 · 3K citations
Uncertainty about Government Policy and Stock Prices
Ľuboš Pástor, Pietro Veronesi · The Journal of Finance · 2012 · 2.3K citations · Full text
Business, Economics, Public Policy +14