[Work in progress] Which Risk Factors Are Priced in the Polish Equity Market? Evidence from Fama–MacBeth Regressions.
DOI:
https://doi.org/10.15611/fins.2026.1.03Keywords:
asset pricing, risk factors, Polish equity market, factor modelsAbstract
Aim: The article examines whether locally constructed risk factors are priced in the cross-section of Polish equity returns.
Methodology: The study uses monthly data for 1,318 companies listed on the WSE Main Market and NewConnect from July 2002 to December 2025. Local market, size, value, and momentum factors are tested within the CAPM, Fama–French three-factor, and Carhart four-factor frameworks. The analysis
applies time-series regressions, the GRS test, and Fama–MacBeth regressions with Newey–West and Shanken-corrected inference.
Findings: Multifactor models describe Polish portfolio returns better than the CAPM, but improved time-series fit does not necessarily imply cross-sectional pricing. The momentum factor shows the strongest unconditional premium, while Fama–MacBeth regressions provide the clearest evidence for the pricing of size exposure. Value and momentum effects are visible in portfolio returns, but their betas are not consistently priced.
Implications: The results indicate that factor returns, model fit, and priced risk premia should be interpreted separately. For practitioners, size, value, and momentum may support portfolio construction, but should not be treated mechanically as priced sources of systematic risk.
Originality/value: The article provides a direct beta-pricing test for the Polish equity market using local factors and a broad sample including both the WSE Main Market and NewConnect.
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References
Bálint Zsolt, N., & Tünde, D. (2022). A six-factor extension of the Fama-French asset pricing model – the case of the Polish stock market. Argumenta Oeconomica, 2022(2), 5–22. https://doi.org/10.15611/aoe.2022.2.01
Banz, R. W. (1981). The relationship between return and market value of common stocks. Journal of Financial Economics, 9(1), 3–18. https://doi.org/10.1016/0304-405X(81)90018-0
Basu, S. (1975). The Information Content of Price-Earnings Ratios. Financial Management, 4(2), 53. https://doi.org/10.2307/3665200
Carhart, M. M. (1997). On Persistence in Mutual Fund Performance. The Journal of Finance, 52(1), 57–82. https://doi.org/10.1111/j.1540-6261.1997.tb03808.x
Chordia, T., Goyal, A., & Shanken, J. A. (2015). Cross-Sectional Asset Pricing with Individual Stocks: Betas versus Characteristics. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.2549578
Czapiewski, L. (2016). Performance of the Fama-French Five Factor Model – the Case of the Polish Capital Market. Zeszyty Naukowe Uniwersytetu Szczecińskiego Finanse Rynki Finansowe Ubezpieczenia, 82, 71–83. https://doi.org/10.18276/frfu.2016.4.82/2-05
Czapkiewicz, A., & Skalna, I. (2010). The CAPM and Fama-French Models in Poland. Przegląd Statystyczny. Statistical Review, 2010(4), 128–141. https://doi.org/10.59139/ps.2010.04.9
Czapkiewicz, A., & Skalna, I. (2011). Użyteczność stosowania modelu Famy i Frencha w okresach hossy i bessy na rynku akcji GPW w Warszawie. Bank i kredyt, 42(3), 61–80.
Daniel, K., & Titman, S. (1997). Evidence on the Characteristics of Cross Sectional Variation in Stock Returns. The Journal of Finance, 52(1), 1–33. https://doi.org/10.1111/j.1540-6261.1997.tb03806.x
Davis, J. L., Fama, E. F., & French, K. R. (2000). Characteristics, Covariances, and Average Returns: 1929 to 1997. The Journal of Finance, 55(1), 389–406. https://doi.org/10.1111/0022-1082.00209
Fama, E. F., & French, K. R. (1992). The Cross‐Section of Expected Stock Returns. The Journal of Finance, 47(2), 427–465. https://doi.org/10.1111/j.1540-6261.1992.tb04398.x
Fama, E. F., & French, K. R. (1993). Common risk factors in the returns on stocks and bonds. Journal of Financial Economics, 33(1), 3–56. https://doi.org/10.1016/0304-405X(93)90023-5
Fama, E. F., & MacBeth, J. D. (1973). Risk, Return, and Equilibrium: Empirical Tests. Journal of Political Economy, 81(3), 607–636. https://doi.org/10.1086/260061
Gibbons, M. R., Ross, S. A., & Shanken, J. (1989). A Test of the Efficiency of a Given Portfolio. Econometrica, 57(5), 1121. https://doi.org/10.2307/1913625
Gnap, M. (2022). Problems Related to the Capital Assets Pricing Model on the Warsaw Stock Exchange: Applications of the 5-Factor Fama and French Model. Studia i Materiały Wydziału Zarządzania UW, 2022(1(36)), 4–14. https://doi.org/10.7172/1733-9758.2022.36.1
Gray, P., Limkriangkrai, M., & Xu, W. (2024). An examination of the characteristics versus covariance debate for contemporary asset‐pricing models: Australian evidence. Accounting & Finance, 64(4), 3781–3802. https://doi.org/10.1111/acfi.13279
Jegadeesh, N., & Titman, S. (1993). Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency. The Journal of Finance, 48(1), 65–91. https://doi.org/10.1111/j.1540-6261.1993.tb04702.x
Lintner, J. (1965). The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets. The Review of Economics and Statistics, 47(1), 13. https://doi.org/10.2307/1924119
Mościbrodzka, M. (2014). Stabilność czynników ryzyka w modelu Famy-Frencha wyceny kapitału na GPW w Warszawie. Zeszyty Naukowe Uniwersytetu Szczecińskiego, 803, 305–319.
Newey, W. K., & West, K. D. (1987). A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix. Econometrica, 55(3), 703. https://doi.org/10.2307/1913610
Shanken, J. (1992). On the Estimation of Beta-Pricing Models. Review of Financial Studies, 5(1), 1–33. https://doi.org/10.1093/rfs/5.1.1
Sharpe, W. F. (1964). Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk. The Journal of Finance, 19(3), 425. https://doi.org/10.2307/2977928
Stereńczak, S. (2021). Conditional stock liquidity premium: Is Warsaw stock exchange different? Studies in Economics and Finance, 38(1), 67–85. https://doi.org/10.1108/SEF-03-2020-0075
Waszczuk, A. (2013a). A risk-based explanation of return patterns—Evidence from the Polish stock market. Emerging Markets Review, 15, 186–210. https://doi.org/10.1016/j.ememar.2012.12.002
Waszczuk, A. (2013b). Do local or global risk factors explain the size, value and momentum trading pay-offs on the Warsaw Stock Exchange? Applied Financial Economics, 23(19), 1497–1508. https://doi.org/10.1080/09603107.2013.835478
Zaremba, A., Czapkiewicz, A., Szczygielski, J. J., & Kaganov, V. (2019). An Application of Factor Pricing Models to the Polish Stock Market. Emerging Markets Finance and Trade, 55(9), 2039–2056. https://doi.org/10.1080/1540496X.2018.1517042
Zaremba, A., & Konieczka, P. (2015). Are value, size and momentum premiums in CEE emerging markets only illusionary? Finance a úvěr-Czech Journal of Economics and Finance, 65(1), 84–104.
Zaremba, A., & Konieczka, P. (2017). Size, Value, and Momentum in Polish Equity Returns: Local or International Factors? International Journal of Management and Economics, 53(3), 26–47. https://doi.org/10.1515/ijme-2017-0017
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Accepted 2026-06-30
Published 2026-06-30






