Uncertainty and stock returns: A time-frequency dependence application on the Istanbul Stock Exchange
Published 2026-06-25
Keywords
- Macroeconomic Uncertainty, BIST Sector Indices, Wavelet Coherence Analysis, Financial Reporting, Risk Premium
- Makroekonomik Belirsizlik, BIST Sektör Endeksleri, Wavelet Uyum Analizi, Finansal Raporlama, Risk Primi
How to Cite
Copyright (c) 2026 Umut Umut- İpek Yaylalı- Ceren Demir

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
How to Cite
Abstract
This study examines the effects of global and national macroeconomic uncertainties on nine sector indices traded on the Istanbul Stock Exchange (BIST) using data from 2001 to 2022. The study tests the impacts of Global Economic Policy Uncertainty, US Economic Policy Uncertainty, the World Uncertainty Index, and the Turkey Geopolitical Risk Index using time-series regression and Wavelet Coherence Analysis, controlling for key macroeconomic variables. The empirical findings indicate that global policy uncertainty acts as a leading indicator, dampening sector returns; conversely, local geopolitical risks tend to drive nominal returns higher through the risk premium channel. Sectoral analyses reveal that the banking sector, which is heavily weighted towards financial assets, and the highly leveraged electricity sector are more vulnerable to uncertainty shocks. In contrast, the industrial sector appears relatively more resilient, potentially due to its real asset and inventory structure. Overall, these insights suggest that incorporating sectoral financial characteristics and asset-liability compositions could provide valuable guidance for investors during portfolio diversification and for policymakers in designing sectoral regulations.
References
- Abakah, E. J. A., Caporale, G. M., & Gil-Alana, L. A. (2021). Economic policy uncertainty: Persistence and cross-country linkages. Research in International Business and Finance, 58, 101442. https://doi.org/10.1016/j.ribaf.2021.101442
- Aharon, D. Y., ve Ali, S. (2025). Economic policy uncertainty in a globalized world: insights from a cross-country analysis. International Journal of Emerging Markets, 1-35.
- https://doi.org/10.1108/IJOEM-09-2024-1571
- Ahir, H., Bloom, N., & Furceri, D. (2018). The World Uncertainty Index (October 29, 2018). Available at SSRN 3275033.
- Alao, A. I., Adebiyi, O. O., & Olaniyi, O. O. (2024). The interconnectedness of earnings management, corporate governance failures, and global economic stability: A critical examination of the impact of earnings manipulation on financial crises and investor trust in global markets. Asian Journal of Economics, Business and Accounting, 24(11), 47-73. https://doi.org/10.9734/ajeba/2024/v24i111542
- Alsagr, N., & Van Hemmen, S. (2021). The impact of financial development and geopolitical risk on renewable energy consumption: evidence from emerging markets. Environmental Science and Pollution Research, 28(20), 25906-25919. https://doi.org/10.1007/s11356-021-12447-2
- Ando, T., Hoshino, T., & Tsay, R. (2026). Quantile Vector Autoregression without Crossing. arXiv preprint arXiv:2601.04663. https://doi.org/10.48550/arXiv.2601.04663
- Aydoğdu, A. (2024). Volatility spillovers of global economic policy uncertainty and fear index among cryptocurrencies: A wavelet-based DCC-GARCH approach. Journal of Applied Microeconometrics, 4(1), 13-29. https://doi.org/10.53753/jame.2417
- Aydoğdu, A. (2025). Risk Şokları ve Türkiye’deki Finansal Varlıklar Arasındaki Yayılım Etkisinin TVP-VAR Dayalı Wavelet Uyum Analizi ile İncelenmesi. Ekonomi Politika ve Finans Araştırmaları Dergisi, 10(1), 303-331. https://doi.org/10.30784/epfad.1595233
- Aydoğdu, A., & Meder Çakır, H. (2025). Volatility Modelling of Cryptocurrencies According to Different Investment Horizons: The Case of Bitcoin. Journal of Mehmet Akif Ersoy University Economics and Administrative Sciences Faculty, 12(2), 724-749. https://doi.org/10.30798/makuiibf.1609311
- Aydoğdu, A., & Uyar, U. (2025). Enerji ve Kıymetli Metal Piyasaları Arasında Yayılım Etkisi: Wavelet Uyum Analizine Dayalı DCC-GARCH Yaklaşımı. Sosyoekonomi, 33(64), 557-585. https://doi.org/10.17233/sosyoekonomi.2025.02.24
- Baker, S. R., Bloom, N. & Davis, S. J. (2016). Measuring economic policy uncertainty, The Quarterly Journal of Economics, 131, 4, 1593–1636. https://doi.org/10.1093/qje/qjw024
- Barndorff-Nielsen, O. (1983). On a formula for the distribution of the maximum likelihood estimator. Biometrika, 70(2), 343-365. https://doi.org/10.2307/2335549
- Barndorff-Nielsen, O. E., & Cox, D. R. (1994). Inference and asymptotics. Chapman & Hall.
- Bekaert, G., Engstrom, E. C., & Xu, N. R. (2022). The time variation in risk appetite and uncertainty. Management Science, 68(6), 3975-4004. https://doi.org/10.1287/mnsc.2021.4068
- Bellikli, U., & Daştan, A. (2025). The impact of global economic policy uncertainty on accounting conservatism: A research on companies listed in the BIST 100 index. Istanbul Business Research, 54(2), 255-268.
- Bhuiyan, E. M., & Chowdhury, M. (2020). Macroeconomic variables and stock market indices: Asymmetric dynamics in the US and Canada. The Quarterly Review of Economics and Finance, 77, 62-74. https://doi.org/10.1016/j.qref.2019.10.005
- Bloom, N. (2009). The impact of uncertainty shocks. Econometrica, 77(3), 623-685. https://doi.org/10.3982/ECTA6248
- Boonman, T. M. (2023). Portfolio capital flows before and after the Global Financial Crisis. Economic Modelling, 127, 106440. https://doi.org/10.1016/j.econmod.2023.106440
- Broner, F., Didier, T., Erce, A., & Schmukler, S. L. (2013). Gross capital flows: Dynamics and crises. Journal of Monetary Economics, 60(1), 113-133.
- Caldara, D., & Iacoviello, M. (2022). Measuring geopolitical risk. American Economic Review, 112(4), 1194-1225. DOI: 10.1257/aer.20191823
- Camgöz, M. (2022). Global belirsizlik faktörlerinin BIST hisse senedi fiyatlarına asimetrik etkilerinin NARDL modeliyle analizi. Maliye ve Finans Yazıları, (118), 71-100. https://doi.org/10.33203/mfy.1103403
- Cao, C., Gempesaw, D., & Simin, T. T. (2021). Information choice, uncertainty, and expected returns. The Review of Financial Studies, 34(12), 5977-6031. https://doi.org/10.1093/rfs/hhaa146
- Ceylan, Ö. (2023). Revisiting the Nexus between Turkish tourism ındex returns and economic policy uncertainty:partial wavelet coherence analysis, Journal of Applied and Theoretical Social Sciences, 5(3), 251-269, https://doi.org/10.37241/jatss.2023.92
- Choi, S., Ciminelli, G., & Furceri, D. (2023). Is domestic uncertainty a local pull factor driving foreign capital inflows? New cross-country evidence. Journal of International Money and Finance, 130, 102764. https://doi.org/10.1016/j.jimonfin.2022.102764
- Cui, X., Ma, T., Xie, X., & Goodell, J. W. (2023). Uncertainty of uncertainty and accounting conservatism. Finance Research Letters, 52, 103525. https://doi.org/10.1016/j.frl.2022.103525
- Dai, L., & Ngo, P. (2021). Political uncertainty and accounting conservatism. European Accounting Review, 30(2), 277-307. https://doi.org/10.1080/09638180.2020.1760117
- Davis, S. J. (2016). An index of global economic policy uncertainty (No. w22740). National Bureau of Economic Research, Working Paper 22740, doi: 10.3386/w22740
- Dickey, D. A., & Fuller, W. A. (1981). Likelihood ratio statistics for autoregressive time series with a unit root. Econometrica: Journal of the Econometric Society, 1057-1072. https://doi.org/10.2307/1912517
- Diebold, F. X., & Yilmaz, K. (2012). Better to give than to receive: Predictive directional measurement of volatility spillovers. International Journal of Forecasting, 28(1), 57-66. https://doi.org/10.1016/j.ijforecast.2011.02.006
- Diğer, H. & Uyar, U. (2025). The Relationship Between Health Expenditures and Inflation by Provinces in Türkiye: Wavelet Coherence Analysis. Journal of Mehmet Akif Ersoy University Economics and Administrative Sciences Faculty, 12(1), 271-292. https://doi.org/10.30798/makuiibf.1505841
- Elliott, G. R., Rothenberg T. J., & Stock, J. H. (1996). Efficient tests for an autoregressive unit root. Econometrica, 64, 813–836. https://doi.org/10.2307/2171846
- Falato, A., Goldstein, I., & Hortaçsu, A. (2021). Financial fragility in the COVID-19 crisis: The case of investment funds in corporate bond markets. Journal of Monetary Economics, 123, 35-52. https://doi.org/10.1016/j.jmoneco.2021.07.001
- Fang, T., Lee, T. H., & Su, Z. (2020). Predicting the long-term stock market volatility: A GARCH-MIDAS model with variable selection. Journal of Empirical Finance, 58, 36-49. https://doi.org/10.1016/j.jempfin.2020.05.007
- Forbes, K. J., & Warnock, F. E. (2021). Capital flow waves—or ripples? Extreme capital flow movements since the crisis. Journal of International Money and Finance, 116, 102394. https://doi.org/10.1016/j.jimonfin.2021.102394
- Fratzscher, M. (2012). Capital flows, push versus pull factors and the global financial crisis. Journal of International Economics, 88(2), 341-356. https://doi.org/10.1016/j.jinteco.2012.05.003
- Fuad, F., Rohman, A., Yuyetta, E. N. A., & Zulaikha, Z. (2025). How risk and ambiguity affect accounting conservatism. Journal of Financial Reporting and Accounting, 23(6), 2323-2344. https://doi.org/10.1108/JFRA-11-2022-0425
- Gao, P., Zhang, R., & Yang, X. (2020). The application of stock index price prediction with neural network. Mathematical and Computational Applications, 25(3), 53. https://doi.org/10.3390/mca25030053
- Guo, J., Yang, Y., & He, R. (2025). Spillover effects of economic policy uncertainty among the US and BRIC countries: based on time and frequency domain perspectives. Applied Economics, 57(25), 3412-3426. DOI: 10.1080/00036846.2024.2337783
- Güzel, A. E., & Acaravcı, A. (2023). Küresel belirsizliğin makroekonomik etkileri: Seçilmiş ülkeler için karşılaştırmalı bir analiz. Uluslararası Ekonomi ve Yenilik Dergisi, 9(2), 133-160. https://doi.org/10.20979/ueyd.1289756
- Han, R., & Melecky, M. (2013). Financial inclusion for financial stability: Access to bank deposits and the growth of deposits in the global financial crisis. World Bank Policy Research, working paper (6577).
- Humpe, A., & Macmillan, P. (2009). Can macroeconomic variables explain long-term stock marketmovements? A comparison of the US and Japan. Applied Financial Economics,19(2), 111–119. https://doi.org/10.1080/09603100701748956
- Huynh, N., Dao, A., & Nguyen, D. (2021). Openness, economic uncertainty, government responses, and international financial market performance during the coronavirus pandemic. Journal of Behavioral and Experimental Finance, 31, 100536. https://doi.org/10.1016/j.jbef.2021.100536
- Jurado, K., Ludvigson, S. C., & Ng, S. (2015). Measuring uncertainty. American Economic Review, 105(3), 1177-1216. DOI: 10.1257/aer.20131193
- Kangalli Uyar, S. G. (2021). Uluslararası döviz piyasalarında finansal bulaşıcılık ve karşılıklı bağımlılık: Wavelet uyum analizi. Finans Politik ve Ekonomik Yorumlar Dergisi, (656), 115-147.
- Kocaarslan, B. (2020). Volatility transmission between US economic policy uncertainty and BIST (Borsa Istanbul) Major Sector Indıces. Business and Management Studies: An International Journal, 8(3), es, BMIJ, (2020), 8(3): 3221-3238. https://doi.org/10.15295/bmij.v8i3.1572
- Kumar, A., Kalhoro, M. R., Kumar, R., Ghumro, N. H., Dakhan, S. A., & Kumar, V. (2020). Decomposing the effect of domestic and foreign economic policy uncertainty shocks on real and financial sectors: Evidence from BRIC countries. Journal of Risk and Financial Management, 13(12), 315. https://doi.org/10.3390/jrfm13120315
- Lee, K., Jeon, Y., & Kim, M. (2022). Which uncertainty measures matter for the cross-section of stock returns?. Finance Research Letters, 46, 102390. https://doi.org/10.1016/j.frl.2021.102390
- Mansfield, E. R. & Helms, B. P. (1982). Detecting multicollinearity. The American Statistician, 36(3a), 158-160. https://doi.org/10.1080/00031305.1982.10482818
- Meriç, E., & Kamışlı, M. (2024). Ekonomik politika belirsizlikleri ile pay senedi piyasası oynaklığı arasında asimetrik ilişkiler: Borsa İstanbul sektörlerine ilişkin uygulama. Business & Management Studies: An International Journal, 12(4), 1067-1082. https://doi.org/10.15295/bmij.v12i4.2478
- Moessner, R., & Nelson, W. (2024). Central bank policy rate guidance and financial market functioning. Fourteenth issue (September 2008) of the International Journal of Central Banking.
- Moramarco, G. (2022). Measuring global macroeconomic uncertainty and cross-country uncertainty spillovers. Econometrics, 11(1), 2. https://doi.org/10.3390/econometrics11010002
- Nguyen, C. P., & Lee, G. S. (2021). Uncertainty, financial development, and FDI inflows: Global evidence. Economic Modelling, 99, 105473. https://doi.org/10.1016/j.econmod.2021.02.014
- Nguyen, C. P., Le, T. H., & Su, T. D. (2020). Economic policy uncertainty and credit growth: Evidence from a global sample. Research in International Business and Finance, 51, 101118. DOI: 10.1016/j.ribaf.2019.101118
- Nguyen, H. M., Le, Q. T. T., Ho, C. M., Nguyen, T. C., & Vo, D. H. (2022). Does financial development matter for economic growth in the emerging markets? Borsa Istanbul Review, 22(4), 688-698. https://doi.org/10.1016/j.bir.2021.10.004
- Olokoyo, F. O., Ibhagui, O. W., & Babajide, A. (2020). Macroeconomic indicators and capital market performance: Are the links sustainable? Cogent Business & Management, 7(1), 1792258. https://doi.org/10.1080/23311975.2020.1792258
- Olokoyo, F. O., Osabuohien, E. S. C., & Salami, O. A. (2009). Econometric analysis of foreign reserves and some macroeconomic variables in Nigeria (1970–2007). African Development Review, 21(3), 454–475. https://doi.org/10.1111/j.1467-8268.2009.00218.x
- Özmerdivanlı, A., & Karataşlı, İ. (2022). The relationship between the stock markets and economic policy uncertainty: An application on some developed and developing countries. Ekonomi, Politika & Finans Araştırmaları Dergisi, 7, 178-193. https://doi.org/10.30784/epfad.1160794
- Patefield, W. M. (1977). On the maximized likelihood function. Sankhyā: The Indian Journal of Statistics, Series B, 92-96. https://www.jstor.org/stable/25052054
- Ramsey, J. B., & Zhang, Z. (1997). The analysis of foreign exchange data using waveform dictionaries. Journal of Empirical Finance, 4(4), 341-372. https://doi.org/10.1016/S0927-5398(96)00013-8
- Rua, A. & Nunes L. N. (2009). International comovement of stock market returns: A wavelet analysis. Journal of Empirical Finance, 16(4), 632-639. https://doi.org/10.1016/j.jempfin.2009.02.002
- Saraç, Ş., & Yirmibeş, S. (2024). Makroekonomik Değişkenler ile Belirsizlik Endeksi Arasında Panel Eşbütünleşme ve Panel Nedensellik Analizi: BRIC-T Örneği. Uluslararası Yönetim İktisat ve İşletme Dergisi, 20(ICMEB'24 Özel Sayı), 386-400. https://doi.org/10.17130/ijmeb.1501347
- Setiawan, B., Saleem, A., Nathan, R. J., Zeman, Z., Magda, R., & Barczi, J. (2021). Financial market development and economic growth: Evidence from ASEAN and CEE region. Polish Journal of Management Studies, 23. DOI:10.17512/pjms.2021.23.2.29
- Suyadal, M. (2025). Global Clımate Polıcy Uncertaınty And Stock Returns: Empırıcal Evıdence From Bıst Sectoral Indıces. Ekonomi, Politika & Finans Araştırmaları Dergisi, 10(Özel Sayı), 216-234. https://doi.org/10.30784/epfad.1813815
- Toksoz, T. (2024). Crash risk and conservatism: Evidence from Borsa Istanbul. Borsa Istanbul Review, 24(4), 787-796. https://doi.org/10.1016/j.bir.2024.04.010
- Usta, C., & Mete, E. (2022). Ekonomik politika belirsizliğinin makro ekonomik göstergeler üzerine etkisi: Avrupa birliği ülkeleri örneği. Karadeniz Sosyal Bilimler Dergisi, 14(27), 644-659. https://doi.org/10.38155/ksbd.1200131
- Ünal, A. E., Nas, S., & Heybeli, M. (2022). Seçilmiş makroekonomik değişkenler ve beklenti endekslerinin BİST 100 endeksi üzerine etkisi. Sosyoekonomi, 30(54), 443-466. https://doi.org/10.17233/sosyoekonomi.2022.04.23
- Vacha, L., & Barunik, J. (2012). Co-movement of energy commodities revisited: Evidence from Wavelet coherence analysis. Energy Economics, 34(1), 241-247. https://doi.org/10.1016/j.eneco.2011.10.007
- Vo, A. T., Van, L. T. H., Vo, D. H., & McAleer, M. (2019). Financial inclusion and macroeconomic stability in emerging and frontier markets. Annals of Financial Economics, 14(02), 1950008. DOI: 10.1142/S2010495219500088
- WDI (2018). World Development Indicators 2018. Washington, DC: World Bank. worldbank.org
- Wu, J., Li, H., Zheng, D., & Liu, X. (2021). Economic uncertainty or financial uncertainty? An empirical analysis of bank risk-taking in Asian emerging markets. Finance Research Letters, 39, 101542. https://doi.org/10.1016/j.frl.2020.101542
- Yaşar, Z. R. (2025). The effect of the uncertainties of monetary and economy policies on stock markets. Yönetim ve Ekonomi Araştırmaları Dergisi, 23(1), 139-159. https://doi.org/10.11611/yead.1621178
- Yuan, J., Dong, Y., Zhai, W., & Cai, Z. (2023). Economic policy uncertainty: cross-country linkages and spillover effects on economic development in some belt and road countries. Journal of Systems Science and Complexity, 36(3), 1169-1188. https://doi.org/10.1007/s11424-023-1060-0
- Zhang, D., & Chen, R. (2025). The Impact of Economic Uncertainty on Cross-Border Capital Flows. Emerging Markets Finance and Trade, 1-23. https://doi.org/10.1080/1540496X.2025.2482723


