This paper aims to compare the forecasting and hedging performance of 11 market beta estimators across 53 international stock markets in six geographical regions. The Welch (2022) age-decayed slope-winsorized beta estimator produces the highest R-squares in predicting future realized OLS betas in 45 markets and is always within the top three performers. It also forecasts future realizations of its competitors well and performs the best when hedging market risk exposures in 42 markets. On the practical side, it significantly outperforms commonly available market betas on Bloomberg, Yahoo! Finance and Google Finance. Market participants can greatly improve their beta estimations in both developed and emerging markets with this easy-to-implement slope-winsorized beta estimator.
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26 June 2026
Research Article|
June 01 2026
Simply better market betas around the globe
Ling Tak Douglas Chung
Department of International Business,
National Chengchi University
, Taipei, Taiwan
Corresponding author Ling Tak Douglas Chung cltd@nccu.edu.tw
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Corresponding author Ling Tak Douglas Chung cltd@nccu.edu.tw
Received:
June 23 2023
Revision Received:
March 12 2024
Accepted:
April 17 2024
Online ISSN: 2164-5760
Print ISSN: 2164-5744
© 2026 Emerald Publishing Limited
2026
Emerald Publishing Limited
Licensed re-use rights only
Critical Finance Review (2026) 15 (2): 133–155.
Article history
Received:
June 23 2023
Revision Received:
March 12 2024
Accepted:
April 17 2024
Citation
Chung LTD (2026), "Simply better market betas around the globe". Critical Finance Review, Vol. 15 No. 2 pp. 133–155, doi: https://doi.org/10.1108/CFR-06-2023-2498
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