Politická ekonomie
Politická ekonomie
Politická ekonomie
TEORETICKÝ ČASOPIS • ISSN 0032-3233 (Print) • ISSN 2336-8225 (Online)

Politická ekonomie Vol. 67 No. 1

Detekce změn v panelových datech: Změna parametrů Fama-French modelu u vybraných evropských akcií v období finanční krize

DOI: https://doi.org/10.18267/j.polek.1233

[plný text (PDF)]

Jaromír Antoch, Marie Hušková, Jan Hanousek, Jiří Trešl

This study identifies systemic break points in a factor pricing model for firms traded on European stock markets around the financial crisis. The aim is to shed light on the systemic risk transfer in explaining average stock returns in the fragmented European exchanges. Our analysis takes advantage of recent development in econometrics and employs models which enable “automatic” detection of factor model break points. We find that Western European exchanges are more closely integrated with American financial markets than Northern European stock exchanges and those in the United Kingdom. However, all exchanges were eventually affected by the systemic shock. The results of this study provide insight into immunisation strategies for portfolios created from European stocks.

JEL klasifikace: C10, C23, G01, G11, G12

Reference:
Andreou, E., Ghysels, E. (2009). Structural Breaks in Financial Time Series, in Mikosch, T., Kreiß,

J. P., Davis, R., Andersen, T., eds., Handbook of Financial Time Series. Berlin: Springer, pp.

839–870. ISBN 978-3-540-71296-1, https://doi.org/10.1007/978-3-540-71297-8_37

Andrews, D. W. K. (1993). Tests for Parameter Instability and Structural Change with Unknown

Change Point. Econometrica, 61(4), 821–856, https://doi.org/10.2307/2951764

Antoch, J., Hušková, M., Veraverbeke, N. (1995). Change-point Problem and Bootstrap. Journal

of Nonparametric Statistics, 5(2), 123–144, https://doi.org/10.1080/10485259508832639

Antoch, J., Hušková, M. (1998). Estimators of Changes, in Ghosh, S., ed., Nonparametrics,

Asymptotics and Time Series. New York: M. Dekker, pp. 533–578.

Antoch, J., Hušková, M., Janic, A., Ledwina, T. (2008). Data Driven Rank Test for the Change Point

Problem. Metrika, 68(1), 1–15, https://doi.org/10.1007/s00184-007-0139-2

Antoch, J., Jarušková, D. (2013). Testing for Multiple Change Points. Computational Statistics,

28(5), 2161–2183, https://doi.org/10.1007/s00180-013-0401-1

Antoch, J., Jarušková, D. (2017). Detection of Breaks in a Capital Structure: A Case Study.

Statistika, 97(1), 32–43.

Antoch, J., Hanousek, J., Horváth, L., Hušková, M., Wang, S. (2018). Structural Breaks in Panel

Data: Large Number of Panels and Short Length Time Series. Economic Reviews, https://

doi.org/10.1080/07474938.2018.1454378. V tisku.

Asness, C. S., Moskowitz, T. J., Pedersen, L. H. (2013). Value and Momentum Everywhere. Journal

of Finance, 68(3), 929–985, https://doi.org/10.1111/jofi.12021

Baltagi, B. H., Feng, Q., Kao, C. (2016). Estimation of Heterogeneous Panels with Structural

Breaks. Journal of Econometrics, 191(1), 176–195, https://doi.org/10.1016/j.jeconom.2015.03.048

Banegas, A., Gillen, B., Timmermann, A., Wermers, R. (2013). The Cross Section of

Conditional Mutual Fund Performance in European Stock Markets. Journal of Financial

Economics, 108(3), 699–726, https://doi.org/10.1016/j.jfineco.2013.01.008

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

Bartram, S. M., Brown, G. W., Hund, J. E. (2007). Estimating Systemic Risk in the International

Financial System. Journal of Financial Economics, 86(3), 835–869, https://doi.org/10.1016/j.jfineco.2006.10.001

Boss, M., Elsinger, H., Summer, M., Thurner, S. (2004). Network Topology of the Interbank

Market. Quantitative Finance, 4(6), 677–684, https://doi.org/10.1080/14697680400020325

Brunnermeier, M. K. (2009). Deciphering the Liquidity and Credit Crunch 2007-2008. Journal

of Economic Perspectives, 23(1), 77–100, https://doi.org/10.1257/jep.23.1.77

Carhart, M. M. (1997). On Persistence in Mutual Fund Performance. Journal of Finance, 52(1),

57–82, https://doi.org/10.1111/j.1540-6261.1997.tb03808.x

De Bondt, W. F. M., Thaler, R. H. (1985). Does the Stock Market Overreact? Journal of Finance,

40(3), 793–805, https://doi.org/10.1111/j.1540-6261.1985.tb05004.x

Elbannan, M. A. (2015). The Capital Asset Pricing Model: An Overview of the Theory.

International Journal of Economics and Finance, 7(1), 216–228, https://doi.org/10.5539/ijef.v7n1p216

Elsinger, H., Lehar, A., Summer, M. (2006). Risk Assessment for Banking Systems. Management

Science, 52(9), 1301–1314, https://doi.org/10.1287/mnsc.1060.0531

Fama, E. F., French, K. R. (1992). The Cross-Section of Expected Stock Returns. 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., French, K. R. (2004). The Capital Asset Pricing Model: Theory and Evidence. Journal of

Economic Perspectives, 18(3), 25–46, https://doi.org/10.1257/0895330042162430

Fama, E. F. (2014). Two Pillars of Asset Pricing. American Economic Review, 104(6), 1467–1485,

https://doi.org/10.1257/aer.104.6.1467

Fama, E. F., French, K. R. (2017). International Tests of a Five-Factor Asset Pricing Model. Journal

of Financial Economics, 123(3), 441–463, https://doi.org/10.1016/j.jfineco.2016.11.004

French, K. R. (1980). Stock Returns and the Weekend Effect. Journal of Financial Economics, 8(1),

55–69, https://doi.org/10.1016/0304-405X(80)90021-5

Furfine, C. H. (2003). Interbank Exposures: Quantifying the Risk of Contagion. Journal of Money,

Credit and Banking, 35(1), 111–128, https://doi.org/10.1353/mcb.2003.0004

Gai, P., Kapadia, S. (2010). Contagion in Financial Networks, in Proceedings of the Royal Society

of London A: Mathematical, Physical and Engineering Sciences. The Royal Society, 466(2120),

2401–2423, https://doi.org/10.1098/rspa.2009.0410

Griffin, J. M., Ji, X., Martin, J. S. (2003). Momentum Investing and Business Cycle Risk:

Evidence from Pole to Pole. Journal of Finance, 58(6), 2515–2547, https://doi.org/10.1046/j.1540-6261.2003.00614.x

Haas De, R., Horen Van, N. (2012). International Shock Transmission after the Lehman Brothers

Collapse: Evidence from Syndicated Lending. American Economic Review, 102(3), 231–237,

https://doi.org/10.1257/aer.102.3.231

Haldane, A. G. (2009). Rethinking the Financial Network. Speech Delivered at the Financial Student

Association, Amsterdam. Dostupné z: https://www.bankofengland.co.uk/-/media/boe/files/speech/2009/rethinking-the-financial-network

Hansen, B. E. (2001). The New Econometrics of Structural Change: Dating Breaks in U.S. Labour

Productivity. Journal of Economic Perspectives, 15(4), 117–128, https://doi.org/10.1257/jep.15.4.117

Horváth, L., Hušková, M. (2012). Change–Point Detection in Panel Data. Journal of Time Series

Analysis, 33(4), 631–648, https://doi.org/10.1111/j.1467-9892.2012.00796.x

Horváth, L., Rice, G. (2014). Extensions of Some Classical Methods in Change Point Analysis.

Test, 23(2), 219–255, https://doi.org/10.1007/s11749-014-0368-4

Horváth, L., Hušková, M., Rice, G., Wang, J. (2017). Asymptotic Properties of the CUSUM

Estimator for the Time of Change in Linear Panel Data Models. Econometric Theory, 33(2),

366–412, https://doi.org/10.1017/S0266466615000468

Hsiao, C. (2007). Panel Data Analysis–Advantages and Challenges. Test, 16(1), 1–22, https://doi.org/10.1007/s11749-007-0046-x

Chan, L. K. C., Hamao, Y., Lakonishok, J. (1991). Fundamentals and Stock Returns in Japan.

Journal of Finance, 46(5), 1739–1764, https://doi.org/10.1111/j.1540-6261.1991.tb04642.x

Chiah, M., Chai, D., Zhong, A., Li, S. (2016). A Better Model? An Empirical Investigation of

the Fama–French Five‐factor Model in Australia. International Review of Finance, 16(4),

595–638, https://doi.org/10.1111/irfi.12099

Chui, M. K. F., Domanski, D., Kugler, P., Shek, J. (2010a). The Collapse of International Bank

Finance during the Crisis: Evidence from Syndicated Loan Markets. BIS Quarterly Review,

34–49. Dostupné z: https://ssrn.com/abstract=1672627

Chui, A. C. W., Titman, S., Wei, K. C. J. (2010b). Individualism and Momentum around the World.

Journal of Finance, 65(1), 361–392, https://doi.org/10.1111/j.1540-6261.2009.01532.x

Jagannathan, R., Wang, Z. (1996). The Conditional CAPM and the Cross‐Section of Expected

Returns. Journal of Finance, 51(1), 3–53, https://doi.org/10.1111/j.1540-6261.1996.tb05201.x

Jegadeesh, N., Titman, S. (1993). Returns to Buying Winners and Selling Losers:

Implications for Stock Market Efficiency. Journal of Finance, 48(1), 65–91, https://doi.org/10.1111/j.1540-6261.1993.tb04702.x

Kao, C., Trapani, L., Urga, G. (2012). Asymptotics for Panel Models with Common Shocks.

Econometric Reviews, 31(4), 390–439, https://doi.org/10.1080/07474938.2011.607991

Lakonishok, J., Shleifer, A., Vishny, R. W. (1994). Contrarian Investment, Extrapolation, and Risk.

Journal of Finance, 49(5), 1541–1578, https://doi.org/10.1111/j.1540-6261.1994.tb04772.x

Reinganum, M. R. (1983). The Anomalous Stock Market Behavior of Small Firms in January:

Empirical Tests for Tax-Loss Selling Effect. Journal of Financial Economics, 12(1), 89–104,

https://doi.org/10.1016/0304-405X(83)90029-6