IDEAS home Printed from https://ideas.repec.org/a/taf/marpmg/v37y2010i2p93-120.html
   My bibliography  Save this article

Common risk factors in the returns of shipping stocks

Author

Listed:
  • Wolfgang Drobetz
  • Dirk Schilling
  • Lars Tegtmeier

Abstract

The knowledge of risk factors that determine an industry's expected stock returns is important to assess whether this industry serves as a separate asset class. This study analyses the macroeconomic risk factors that drive expected stock returns in the shipping industry and its three sectors: container, tanker, and bulker shipping. Our sample consists of the monthly returns of 48 publicly-listed shipping companies over the period from January 1999 to December 2007. We use shipping stocks together with a set of country or other industry indices to estimate the macroeconomic risk profiles and the corresponding factor risk premiums. Using a Seemingly Unrelated Regressions (SUR) model to estimate factor sensitivities, we document that shipping stocks exhibit remarkably low stock market betas. We also provide evidence that a multidimensional definition of risk is necessary to capture the risk-return spectrum of shipping stocks. A one-factor model produces large pricing errors, and hence it must be rejected based on tests of the model's orthogonality conditions using the Generalized Method of Moments (GMM). In contrast, when the change in the trade-weighted value of the US$, the change in G-7 industrial production, and the change in the oil price are added as additional risk factors, the resulting multifactor model is able to explain the cross-section of expected stock returns. The risk-return profile of shipping stocks differs from country and other industry indices. However, the sensitivities to global systematic risk factors are similar across all three sectors of the shipping industry. Overall, our results suggest that shipping stocks have the potential to serve as a separate asset class. Our findings also have important implications for computing the cost of equity capital in the shipping industry.

Suggested Citation

  • Wolfgang Drobetz & Dirk Schilling & Lars Tegtmeier, 2010. "Common risk factors in the returns of shipping stocks," Maritime Policy & Management, Taylor & Francis Journals, vol. 37(2), pages 93-120, March.
  • Handle: RePEc:taf:marpmg:v:37:y:2010:i:2:p:93-120
    DOI: 10.1080/03088830903533726
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/03088830903533726
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/03088830903533726?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Manolis G. Kavussanos & Stelios N. Marcoulis, 1998. "Beta comparisons across industries—a Water transportation industry perspective," Maritime Policy & Management, Taylor & Francis Journals, vol. 25(2), pages 175-184, January.
    2. Ikeda, Shinsuke, 1991. "Arbitrage Asset Pricing under Exchange Risk," Journal of Finance, American Finance Association, vol. 46(1), pages 447-455, March.
    3. De Santis, Giorgio & Gerard, Bruno, 1997. "International Asset Pricing and Portfolio Diversification with Time-Varying Risk," Journal of Finance, American Finance Association, vol. 52(5), pages 1881-1912, December.
    4. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    5. Scholes, Myron & Williams, Joseph, 1977. "Estimating betas from nonsynchronous data," Journal of Financial Economics, Elsevier, vol. 5(3), pages 309-327, December.
    6. Wolfgang Bessler & Wolfgang Drobetz & Jörg Seidel, 2008. "Ship funds as a new asset class: An empirical analysis of the relationship between spot and forward prices in freight markets," Journal of Asset Management, Palgrave Macmillan, vol. 9(2), pages 102-120, July.
    7. Solnik, Bruno H., 1974. "An equilibrium model of the international capital market," Journal of Economic Theory, Elsevier, vol. 8(4), pages 500-524, August.
    8. Manolis G. Kavussanos & Stelios N. Marcoulis, 1997. "Risk and return of U.S. water transportation stocks over time and over bull and bear market conditions," Maritime Policy & Management, Taylor & Francis Journals, vol. 24(2), pages 145-158, January.
    9. Stephen A. Ross, 2013. "The Arbitrage Theory of Capital Asset Pricing," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 1, pages 11-30, World Scientific Publishing Co. Pte. Ltd..
    10. Harvey, Campbell R, 1995. "Predictable Risk and Returns in Emerging Markets," The Review of Financial Studies, Society for Financial Studies, vol. 8(3), pages 773-816.
    11. Bekaert, Geert & Harvey, Campbell R, 1995. "Time-Varying World Market Integration," Journal of Finance, American Finance Association, vol. 50(2), pages 403-444, June.
    12. Dumas, Bernard & Solnik, Bruno, 1995. "The World Price of Foreign Exchange Risk," Journal of Finance, American Finance Association, vol. 50(2), pages 445-479, June.
    13. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    14. Ingersoll, Jonathan E, Jr, 1984. "Some Results in the Theory of Arbitrage Pricing," Journal of Finance, American Finance Association, vol. 39(4), pages 1021-1039, September.
    15. Costas TH Grammenos & Angelos G Arkoulis, 2002. "Macroeconomic Factors and International Shipping Stock Returns," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 4(1), pages 81-99, March.
    16. Chen, Nai-Fu & Roll, Richard & Ross, Stephen A, 1986. "Economic Forces and the Stock Market," The Journal of Business, University of Chicago Press, vol. 59(3), pages 383-403, July.
    17. Kavussanos, Manolis G. & Marcoulis, Stelios N., 1997. "The stock market perception of industry risk and microeconomic factors: The case of the US water transportation industry versus other transport industries," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 33(2), pages 147-158, June.
    18. Ferson, Wayne E & Korajczyk, Robert A, 1995. "Do Arbitrage Pricing Models Explain the Predictability of Stock Returns?," The Journal of Business, University of Chicago Press, vol. 68(3), pages 309-349, July.
    19. Merton, Robert C, 1973. "An Intertemporal Capital Asset Pricing Model," Econometrica, Econometric Society, vol. 41(5), pages 867-887, September.
    20. H. K. Leggate, 1999. "Norwegian shipping: measuring foreign exchange risk," Maritime Policy & Management, Taylor & Francis Journals, vol. 26(1), pages 81-91, January.
    21. Gur Huberman, 2005. "A Simple Approach to Arbitrage Pricing Theory," World Scientific Book Chapters, in: Sudipto Bhattacharya & George M Constantinides (ed.), Theory Of Valuation, chapter 9, pages 289-308, World Scientific Publishing Co. Pte. Ltd..
    22. Chamberlain, Gary & Rothschild, Michael, 1983. "Arbitrage, Factor Structure, and Mean-Variance Analysis on Large Asset Markets," Econometrica, Econometric Society, vol. 51(5), pages 1281-1304, September.
    23. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    24. Elton, Edwin J & Gruber, Martin J & Blake, Christopher R, 1995. "Fundamental Economic Variables, Expected Returns, and Bond Fund Performance," Journal of Finance, American Finance Association, vol. 50(4), pages 1229-1256, September.
    25. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    26. Brown, Stephen J. & Otsuki, Toshiyuki, 1993. "Risk premia in Pacific-Basin capital markets," Pacific-Basin Finance Journal, Elsevier, vol. 1(3), pages 235-261, September.
    27. Ferson, Wayne E. & Harvey, Campbell R., 1994. "Sources of risk and expected returns in global equity markets," Journal of Banking & Finance, Elsevier, vol. 18(4), pages 775-803, September.
    28. Harvey, Campbell R, 1991. "The World Price of Covariance Risk," Journal of Finance, American Finance Association, vol. 46(1), pages 111-157, March.
    29. Adler, Michael & Dumas, Bernard, 1983. "International Portfolio Choice and Corporation Finance: A Synthesis," Journal of Finance, American Finance Association, vol. 38(3), pages 925-984, June.
    30. Dimson, Elroy, 1979. "Risk measurement when shares are subject to infrequent trading," Journal of Financial Economics, Elsevier, vol. 7(2), pages 197-226, June.
    31. Piet Sercu & Martina Vandebroek & Tom Vinaimont, 2008. "Thin-Trading Effects in Beta: Bias "v." Estimation Error," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 35(9-10), pages 1196-1219.
    32. Chamberlain, Gary, 1983. "Funds, Factors, and Diversification in Arbitrage Pricing Models," Econometrica, Econometric Society, vol. 51(5), pages 1305-1323, September.
    33. Stephen X. H. Gong & Michael Firth & Kevin Cullinane, 2006. "Beta Estimation and Stability in the US-Listed International Transportation Industry," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 9(03), pages 463-490.
    34. Solnik, Bruno, 1983. "International Arbitrage Pricing Theory," Journal of Finance, American Finance Association, vol. 38(2), pages 449-457, May.
    35. Manolis G. Kavussanos & Arne Juell-Skielse & Matthew Forrest, 2003. "International comparison of market risks across shipping-related industries," Maritime Policy & Management, Taylor & Francis Journals, vol. 30(2), pages 107-122, January.
    36. Wolfgang Bessler & Wolfgang Drobetz & Jorg Seidel, 2008. "Erratum: Ship funds as a new asset class: An empirical analysis of the relationship between spot and forward prices in freight markets," Journal of Asset Management, Palgrave Macmillan, vol. 9(3), pages 254-254, September.
    37. Stulz, Rene M, 1981. "On the Effects of Barriers to International Investment," Journal of Finance, American Finance Association, vol. 36(4), pages 923-934, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bai, Xiwen & Lam, Jasmine Siu Lee, 2021. "Freight rate co-movement and risk spillovers in the product tanker shipping market: A copula analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
    2. Alexandridis, George & Kavussanos, Manolis G. & Kim, Chi Y. & Tsouknidis, Dimitris A. & Visvikis, Ilias D., 2018. "A survey of shipping finance research: Setting the future research agenda," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 115(C), pages 164-212.
    3. Sun, Xiaolei & Liu, Chang & Wang, Jun & Li, Jianping, 2020. "Assessing the extreme risk spillovers of international commodities on maritime markets: A GARCH-Copula-CoVaR approach," International Review of Financial Analysis, Elsevier, vol. 68(C).
    4. Andriosopoulos, Kostas & Doumpos, Michael & Papapostolou, Nikos C. & Pouliasis, Panos K., 2013. "Portfolio optimization and index tracking for the shipping stock and freight markets using evolutionary algorithms," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 52(C), pages 16-34.
    5. Lin, Arthur J. & Chang, Hai Yen & Hsiao, Jung Lieh, 2019. "Does the Baltic Dry Index drive volatility spillovers in the commodities, currency, or stock markets?," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 127(C), pages 265-283.
    6. Pouliasis, Panos K. & Papapostolou, Nikos C. & Kyriakou, Ioannis & Visvikis, Ilias D., 2018. "Shipping equity risk behavior and portfolio management," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 178-200.
    7. Chen, Yufeng & Xu, Jing & Miao, Jiafeng, 2023. "Dynamic volatility contagion across the Baltic dry index, iron ore price and crude oil price under the COVID-19: A copula-VAR-BEKK-GARCH-X approach," Resources Policy, Elsevier, vol. 81(C).
    8. Tsouknidis, Dimitris A., 2016. "Dynamic volatility spillovers across shipping freight markets," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 91(C), pages 90-111.
    9. Panayides, Photis M. & Lambertides, Neophytos & Cullinane, Kevin, 2013. "Liquidity risk premium and asset pricing in US water transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 52(C), pages 3-15.
    10. Alexandros M. Goulielmos, 2015. "The Multi-faceted Character of Risk in Maritime Freight Markets (Panamax) 1996-2012," SPOUDAI Journal of Economics and Business, SPOUDAI Journal of Economics and Business, University of Piraeus, vol. 65(1-2), pages 67-86, January-M.
    11. Sunil K. Mohanty & Roar Aadland & Sjur Westgaard & Stein Frydenberg & Hilde Lillienskiold & Cecilie Kristensen, 2021. "Modelling Stock Returns and Risk Management in the Shipping Industry," JRFM, MDPI, vol. 14(4), pages 1-25, April.
    12. Maitra, Debasish & Chandra, Saurabh & Dash, Saumya Ranjan, 2020. "Liner shipping industry and oil price volatility: Dynamic connectedness and portfolio diversification," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 138(C).
    13. Giamouzi, Maria & Nomikos, Nikos K, 2021. "Identifying shipowners’ risk attitudes over gains and losses: Evidence from the dry bulk freight market," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 145(C).
    14. Nektarios A. Michail & Konstantinos D. Melas, 2019. "A cointegrating stock trading strategy: application to listed tanker shipping companies," Journal of Shipping and Trade, Springer, vol. 4(1), pages 1-10, December.
    15. Wenming Shi & Kevin X. Li, 2017. "Themes and tools of maritime transport research during 2000-2014," Maritime Policy & Management, Taylor & Francis Journals, vol. 44(2), pages 151-169, February.
    16. Gavalas, Dimitris & Syriopoulos, Theodoros & Tsatsaronis, Michael, 2022. "COVID–19 impact on the shipping industry: An event study approach," Transport Policy, Elsevier, vol. 116(C), pages 157-164.
    17. Drobetz, Wolfgang & Menzel, Christina & Schröder, Henning, 2016. "Systematic risk behavior in cyclical industries: The case of shipping," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 88(C), pages 129-145.
    18. Su-Han Woo & Min-Su Kwon & Kum Fai Yuen, 2021. "Financial determinants of credit risk in the logistics and shipping industries," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 23(2), pages 268-290, June.
    19. Sakawa, Hideaki & Watanabel, Naoki, 2023. "The impact of the COVID-19 outbreak on Japanese shipping industry: An event study approach," Transport Policy, Elsevier, vol. 130(C), pages 130-140.
    20. Kavussanos, Manolis G. & Tsouknidis, Dimitris A., 2014. "The determinants of credit spreads changes in global shipping bonds," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 70(C), pages 55-75.
    21. Bai, Xiwen & Cheng, Liangqi & Iris, Çağatay, 2022. "Data-driven financial and operational risk management: Empirical evidence from the global tramp shipping industry," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 158(C).
    22. Mhd Ruslan, Siti Marsila & Mokhtar, Kasypi, 2021. "Stock market volatility on shipping stock prices: GARCH models approach," The Journal of Economic Asymmetries, Elsevier, vol. 24(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Dahlquist, Magnus & Sallstrom, Torbjorn, 2002. "An Evaluation of International Asset Pricing Models," CEPR Discussion Papers 3145, C.E.P.R. Discussion Papers.
    2. Harvey, Campbell R, 1995. "Predictable Risk and Returns in Emerging Markets," The Review of Financial Studies, Society for Financial Studies, vol. 8(3), pages 773-816.
    3. Francesca Carrieri & Vihang Errunza & Sergei Sarkissian, 2004. "Industry Risk and Market Integration," Management Science, INFORMS, vol. 50(2), pages 207-221, February.
    4. Ferson, Wayne E. & Harvey, Campbell R., 1997. "Fundamental determinants of national equity market returns: A perspective on conditional asset pricing," Journal of Banking & Finance, Elsevier, vol. 21(11-12), pages 1625-1665, December.
    5. Amit Goyal, 2012. "Empirical cross-sectional asset pricing: a survey," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 26(1), pages 3-38, March.
    6. Astrid Eisenberg & Markus Rudolf, 2007. "Exchange Rates and the Conversion of Currency‐Specific Risk Premia," European Financial Management, European Financial Management Association, vol. 13(4), pages 672-701, September.
    7. Drobetz, Wolfgang & Menzel, Christina & Schröder, Henning, 2016. "Systematic risk behavior in cyclical industries: The case of shipping," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 88(C), pages 129-145.
    8. Ghysels, E., 1995. "On Stable Factor Structurs in the Pricing of Risk," Cahiers de recherche 9525, Universite de Montreal, Departement de sciences economiques.
    9. Colin T. Bowers & Chris Heaton, 2013. "What does high-dimensional factor analysis tell us about risk factors in the Australian stock market?," Applied Economics, Taylor & Francis Journals, vol. 45(11), pages 1395-1404, April.
    10. Javid, Attiya Yasmin, 2008. "Time Varying Risk Return Relationship: Evidence from Listed Pakistani Firms," MPRA Paper 37561, University Library of Munich, Germany.
    11. De Moor, Lieven & Sercu, Piet, 2013. "The smallest firm effect: An international study," Journal of International Money and Finance, Elsevier, vol. 32(C), pages 129-155.
    12. Kodongo, Odongo & Ojah, Kalu, 2011. "Foreign exchange risk pricing and equity market segmentation in Africa," Journal of Banking & Finance, Elsevier, vol. 35(9), pages 2295-2310, September.
    13. Ferson, Wayne E. & Harvey, Campbell R., 1994. "Sources of risk and expected returns in global equity markets," Journal of Banking & Finance, Elsevier, vol. 18(4), pages 775-803, September.
    14. Chaieb, Ines & Errunza, Vihang, 2007. "International asset pricing under segmentation and PPP deviations," Journal of Financial Economics, Elsevier, vol. 86(2), pages 543-578, November.
    15. Campbell R. Harvey & Bruno Solnik & Guofu Zhou, 2002. "What Determines Expected International Asset Returns?," Annals of Economics and Finance, Society for AEF, vol. 3(2), pages 249-298, November.
    16. Nawalkha, Sanjay K., 1997. "A multibeta representation theorem for linear asset pricing theories," Journal of Financial Economics, Elsevier, vol. 46(3), pages 357-381, December.
    17. Tai, Chu-Sheng, 2007. "Market integration and currency risk in Asian emerging markets," Research in International Business and Finance, Elsevier, vol. 21(1), pages 98-117, January.
    18. Chaieb, Ines & Langlois, Hugues & Scaillet, Olivier, 2021. "Factors and risk premia in individual international stock returns," Journal of Financial Economics, Elsevier, vol. 141(2), pages 669-692.
    19. Sadok El Ghoul & Omrane Guedhami & Sattar A. Mansi & Oumar Sy, 2023. "Event studies in international finance research," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 54(2), pages 344-364, March.
    20. Karen K. Lewis, 2011. "Global Asset Pricing," Annual Review of Financial Economics, Annual Reviews, vol. 3(1), pages 435-466, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:taf:marpmg:v:37:y:2010:i:2:p:93-120. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/TMPM20 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.