Randomized trial examines financial effects of oil uncertainty in energy-dependent economies, indicating crucial implications for stability.
This study examines how oil market uncertainty influences stock market integration among four major energy-dependent European economies (France, Germany, Italy, and Spain). Oil uncertainty is proxied by the CBOE Crude Oil Volatility Index (OVX), a forward-looking implied volatility measure. Using weekly data from May 2007 to December 2025, the analysis employs univariate GARCH-X models to assess the direct effects of uncertainty on individual markets, a multivariate DCC-GARCH framework to capture time-varying correlations, and ARDL models to investigate short-run transmission mechanisms. The results indicate that oil uncertainty exerts a statistically significant negative effect on all markets and strengthens cross-market integration during periods of heightened uncertainty. However, this effect is not persistent. Evidence suggests a two-stage dynamic in which initial uncertainty shocks are associated with herding-like behavior and financial contagion, followed by portfolio rebalancing and partial market decoupling. The findings highlight the non-linear and time-varying nature of financial integration under energy-related uncertainty and offer important implications for portfolio diversification, risk management, and energy-dependent economies. Furthermore, rolling-window estimates and structural break tests reveal that this integration dynamic is highly regime-dependent, intensifying notably during major global crises. The robustness of these behavioral mechanisms is confirmed using Brent crude oil realized volatility.
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Özbek et al. (2026) studied this question.
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