From oil spills to electric thrills: BYD’s rise and the market dynamics powering automaker stocks

Purpose This study examines how oil market volatility and clean energy trends impact the stock performance of automakers, specifically comparing traditional manufacturers with electric vehicle (EV) producers such as BYD and Tesla. The objective is to assess the extent to which traditional automakers are sensitive to oil market fluctuations, while EV manufacturers align more closely with clean energy dynamics, particularly during global market crises. Design/methodology/approach Using daily data from January 2013 to December 2023, we conduct linear regressions, GARCH, DCC-GARCH and the Diebold–Yilmaz connectedness approaches in the analysis. We use these econometric models to capture volatility patterns, correlations and cross-market spillovers. Findings Traditional manufacturers are affected by both oil prices and clean energy development. While traditional automakers remain more vulnerable to oil price volatility, global leading EV manufacturers BYD and Tesla are less sensitive to oil price shocks and show strong alignment with clean energy indices. Significant volatility spillovers are observed during global crises, such as the COVID-19 pandemic and the Russia–Ukraine conflict. Originality/value The paper uniquely integrates clean energy indices into the analysis of oil price impacts on automaker stocks. By comparing traditional and EV manufacturers using advanced econometric models, it sheds light on the literature of energy markets and sustainable financial markets.

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Publication Details

Journal
China Finance Review International
Published
2025-10-21
DOI
https://doi.org/10.1108/cfri-02-2025-0078
Citations
8
Primary Topic
Market Dynamics and Volatility
Type
article
Field-Weighted Citation Impact
25.05
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article

From oil spills to electric thrills: BYD’s rise and the market dynamics powering automaker stocks

Yi Fang, Chengbo Fu, Soleiman Hashemishahraki
8 citations
China Finance Review International
Market Dynamics and Volatility
25.05
article

From oil spills to electric thrills: BYD’s rise and the market dynamics powering automaker stocks

Yi Fang, Chengbo Fu, Soleiman Hashemishahraki
article en
8 citations

Abstract

Purpose This study examines how oil market volatility and clean energy trends impact the stock performance of automakers, specifically comparing traditional manufacturers with electric vehicle (EV) producers such as BYD and Tesla. The objective is to assess the extent to which traditional automakers are sensitive to oil market fluctuations, while EV manufacturers align more closely with clean energy dynamics, particularly during global market crises. Design/methodology/approach Using daily data from January 2013 to December 2023, we conduct linear regressions, GARCH, DCC-GARCH and the Diebold–Yilmaz connectedness approaches in the analysis. We use these econometric models to capture volatility patterns, correlations and cross-market spillovers. Findings Traditional manufacturers are affected by both oil prices and clean energy development. While traditional automakers remain more vulnerable to oil price volatility, global leading EV manufacturers BYD and Tesla are less sensitive to oil price shocks and show strong alignment with clean energy indices. Significant volatility spillovers are observed during global crises, such as the COVID-19 pandemic and the Russia–Ukraine conflict. Originality/value The paper uniquely integrates clean energy indices into the analysis of oil price impacts on automaker stocks. By comparing traditional and EV manufacturers using advanced econometric models, it sheds light on the literature of energy markets and sustainable financial markets.

China Finance Review International
University of Northern British Columbia (CA), Jilin University (CN), Quantitative BioSciences (US)
Openalex Percentile: Top 1%
Market Dynamics and Volatility
25.05
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From oil spills to electric thrills: BYD’s rise and the market dynamics powering automaker stocks — Yi Fang, Chengbo Fu, et al. · China Finance Review International (2025) | TGRS Research Map | TGRS