Research Article

Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange

Volume: 25 Number: 3 August 6, 2025
EN

Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange

Abstract

In this study, we analyzed the changes in Beta over time for the leading indexes of Borsa Istanbul (XU100, XUHIZ, XUMAL, XUSIN, XUTEK) across 5-10 year and 15-year intervals from 2008 to 2023. We utilized Rolling regression and Recursive regression methods to estimate the fluctuations in Beta over time and compared the performance of these estimation techniques. To evaluate the effect of the estimation window length on Beta, we incorporated daily and weekly estimation windows of various lengths: 252 days, 126 days, 52 weeks, and 26 weeks. Additionally, we examined how data frequency affects Beta estimation using daily and weekly datasets. Our analysis showed that the Rolling regression method consistently outperformed the recursive method. Moreover, we found that employing daily datasets, instead of monthly datasets, significantly enhanced Beta forecast performance. We also found that a 126-day window is the most effective length for the estimation window.

Keywords

Ethical Statement

It has been declared that relevant study complies with the ethical rules.

Thanks

We would like to express our gratitude to Dr. Ömer ÇAYIRLI for his valuable insights and suggestions during the preparation of this study.

References

  1. Abdymomunov, A., & Morley, J. (2011). Time variation of CAPM betas across market volatility regimes. Applied Financial Economics(21), 1463-1478.
  2. Agrrawal, P., Gilbert, F., & Harkins, J. (2022). Time Dependence of CAPM Betas on the Choice of Interval Frequency and Return Timeframes: Is There an Optimum? Journal of Risk and Financial Management, 15(11).
  3. Akyatan, A., & Çetin, M. K. (2020). Return prediction with time varying betas: a research in BIST. International Journal of Accounting and Finance, 10(1), 64-86.
  4. Alexander, G. J., & Chervany, N. L. (1980). On the estimation and stability of beta. Journal of Financial and Quantitative Analysis, 15(1), 123-137.
  5. Baesel, J. B. (1974). On the Assessment of Risk: Some Further Considerations. Journal of Finance(29), 1491-1494.
  6. Bartholdy, J., & Peare, P. (2001, 03 16). The relative efficiency of beta estimates. Aarhus, Denmark. Retrived on 04 04, 2023 from https://papers.ssrn.com/sol3/papers.cfm?abstract_id=263745.
  7. Blasques, F., Francq, C., & Laurent, S. (2024). Autoregressive conditional betas. Journal of Econometrics, 238(2), 1-22.
  8. Blume, M. E. (1975). Betas and their regression tendencies. The Journal of Finance, 30(3), 785-795. Bollerslev, T., Engle, R. F., & Wooldridge, J. M. (1988). A capital asset pricing model with time-varying covariances. Journal of political Economy, 96(1), 116-131.

Details

Primary Language

English

Subjects

Financial Economy

Journal Section

Research Article

Early Pub Date

July 31, 2025

Publication Date

August 6, 2025

Submission Date

December 24, 2024

Acceptance Date

April 14, 2025

Published in Issue

Year 2025 Volume: 25 Number: 3

APA
Ovalı, M., & Kayalıdere, K. (2025). Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange. Ege Academic Review, 25(3), 609-626. https://doi.org/10.21121/eab.20250310
AMA
1.Ovalı M, Kayalıdere K. Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange. ear. 2025;25(3):609-626. doi:10.21121/eab.20250310
Chicago
Ovalı, Musa, and Koray Kayalıdere. 2025. “Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange”. Ege Academic Review 25 (3): 609-26. https://doi.org/10.21121/eab.20250310.
EndNote
Ovalı M, Kayalıdere K (August 1, 2025) Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange. Ege Academic Review 25 3 609–626.
IEEE
[1]M. Ovalı and K. Kayalıdere, “Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange”, ear, vol. 25, no. 3, pp. 609–626, Aug. 2025, doi: 10.21121/eab.20250310.
ISNAD
Ovalı, Musa - Kayalıdere, Koray. “Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange”. Ege Academic Review 25/3 (August 1, 2025): 609-626. https://doi.org/10.21121/eab.20250310.
JAMA
1.Ovalı M, Kayalıdere K. Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange. ear. 2025;25:609–626.
MLA
Ovalı, Musa, and Koray Kayalıdere. “Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange”. Ege Academic Review, vol. 25, no. 3, Aug. 2025, pp. 609-26, doi:10.21121/eab.20250310.
Vancouver
1.Musa Ovalı, Koray Kayalıdere. Time-Varying Betas and Effects of Data Frequency and Estimation Window Preferences: Case of Istanbul Stock Exchange. ear. 2025 Aug. 1;25(3):609-26. doi:10.21121/eab.20250310