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April 4, 2026International Journal of Financial Studies0 citationsOpen Access

What Explains Bitcoin Volatility? Evidence from an Extended HAR Framework

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ZLZhaoying LuYFYuanju Fang

Key Points

  • To understand what drives Bitcoin's volatility by analyzing various external market shocks.
  • Extended the Heterogeneous Autoregressive (HAR) framework to analyze Bitcoin volatility.
  • Incorporated external shocks from NASDAQ-100, Brent crude oil, and gold.
  • Decomposed returns into positive and negative components to explore potential asymmetries.
  • Conducted structural break tests to assess changes in volatility dynamics.
  • Found strong volatility persistence at daily and weekly horizons supporting the HAR structure.
  • Identified significant links between NASDAQ and gold market shocks with Bitcoin's volatility.
  • Observed that crude oil prices have a limited association with Bitcoin's volatility.
  • Noted stronger linkages of both positive and negative gold market shocks in the post-2022 period.

Abstract

This study investigates the dynamics of Bitcoin’s realized volatility by extending the Heterogeneous Autoregressive (HAR) framework to incorporate external shocks from major financial and commodity markets, namely the NASDAQ-100, Brent crude oil, and gold. To capture potential asymmetries, external market returns are decomposed into positive and negative components. In addition, structural changes in volatility dynamics are examined using structural break tests. The empirical results reveal strong volatility persistence at the daily and weekly horizons, consistent with the HAR structure. Shocks associated with the NASDAQ and gold markets are significantly related to Bitcoin’s realized volatility, whereas the association with crude oil prices is limited. Moreover, both negative and positive gold-market shocks display stronger linkages in the post-2022 period, suggesting time variation in the volatility relationship between Bitcoin and gold.

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Cite This Study

Lu et al. (2026) studied this question.

synapsesocial.com/papers/69d0af52659487ece0fa5383https://doi.org/10.3390/ijfs14040081
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