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Transport infrastructure equities in mixed-asset portfolios: estimating risk with a Garch-Copula CVaR model

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  • Louis Chakkalakal
  • Ulrich Hommel
  • Wenwei Li

Abstract

Transport infrastructure is an important subsector within infrastructure, but knowledge of its equities in terms of risk-return characteristics and contribution to portfolio performance is still limited. This study assesses the subsector individually and in a multi-asset, index-based portfolio. In doing so, we apply a t-Copula-based Conditional Value-at-Risk model to simulate risk and returns. Our findings reveal that the subsector has a relatively low dependency on other equities, performs like other alternative asset classes such as general real estate, and does not grant significant risk diversification benefits for mainstream institutional investors such as pension funds. Investors aiming for higher target returns may however assign substantial weights to transport infrastructure, supporting our conjecture that it does not share the same asset class characteristics as general infrastructure. By contrasting Value-at-Risk (VaR) and Conditional Value-at-Risk (CVaR) scores for both the mean-variance framework and the t-Copula simulation, we further document the limitations of traditional VaR approaches. Hence, this study’s results support the use of risk assessment tools that incorporate non-normal distributions to represent multivariate dependence structures.

Suggested Citation

  • Louis Chakkalakal & Ulrich Hommel & Wenwei Li, 2018. "Transport infrastructure equities in mixed-asset portfolios: estimating risk with a Garch-Copula CVaR model," Journal of Property Research, Taylor & Francis Journals, vol. 35(2), pages 117-138, April.
  • Handle: RePEc:taf:jpropr:v:35:y:2018:i:2:p:117-138
    DOI: 10.1080/09599916.2018.1461126
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    as
    1. Anish Goorah, 2007. "Real Estate Risk Management with Copulas," Journal of Property Research, Taylor & Francis Journals, vol. 24(4), pages 289-311, December.
    2. Peter Hobbs & Bert Teuben, 2014. "The Asset Owner Real Estate Investment Process: Risk Management Insights from the MSCI/IPD survey," ERES eres2014_200, European Real Estate Society (ERES).
    3. Victor DeMiguel & Lorenzo Garlappi & Raman Uppal, 2009. "Optimal Versus Naive Diversification: How Inefficient is the 1-N Portfolio Strategy?," The Review of Financial Studies, Society for Financial Studies, vol. 22(5), pages 1915-1953, May.
    4. repec:arz:wpaper:eres2014-200 is not listed on IDEAS
    5. Inderst, Georg, 2016. "Infrastructure Investment, Private Finance, and Institutional Investors: Asia from a Global Perspective," ADBI Working Papers 555, Asian Development Bank Institute.
    6. Edwards, Sebastian & Biscarri, Javier Gomez & Perez de Gracia, Fernando, 2003. "Stock market cycles, financial liberalization and volatility," Journal of International Money and Finance, Elsevier, vol. 22(7), pages 925-955, December.
    7. Frédéric Blanc-Brude & Timothy Whittaker & Simon Wilde, 2017. "Erratum to: Searching for a listed infrastructure asset class using mean–variance spanning," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 31(4), pages 515-515, November.
    8. Soosung Hwang & Pa Mitchell & Soosung Hwang & Paul Mitchell, 2007. "Will Private Equity and Hedge Funds Replace Real Estate in Mixed-Asset Portfolios?," ERES eres2007_154, European Real Estate Society (ERES).
    9. Bianchi, Robert J. & Bornholt, Graham & Drew, Michael E. & Howard, Michael F., 2014. "Long-term U.S. infrastructure returns and portfolio selection," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 314-325.
    10. McNeil, Alexander J. & Frey, Rudiger, 2000. "Estimation of tail-related risk measures for heteroscedastic financial time series: an extreme value approach," Journal of Empirical Finance, Elsevier, vol. 7(3-4), pages 271-300, November.
    11. repec:arz:wpaper:eres2007-154 is not listed on IDEAS
    12. Joseph B. Oyedele & Alastair Adair & Stanley McGreal, 2014. "Performance of global listed infrastructure investment in a mixed asset portfolio," Journal of Property Research, Taylor & Francis Journals, vol. 31(1), pages 1-25, March.
    13. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    14. Carolina Fugazza & Massimo Guidolin & Giovanna Nicodano, 2007. "Investing for the Long-run in European Real Estate," The Journal of Real Estate Finance and Economics, Springer, vol. 34(1), pages 35-80, January.
    15. Tobias Dechant & Konrad Finkenzeller, 2013. "How much into infrastructure? Evidence from dynamic asset allocation," Journal of Property Research, Taylor & Francis Journals, vol. 30(2), pages 103-127, June.
    16. repec:arz:wpaper:eres2007-170 is not listed on IDEAS
    17. Matthieu Dulguerov, 2009. "Real estate and portfolio risk: an analysis based on copula functions," Journal of Property Research, Taylor & Francis Journals, vol. 26(3), pages 265-280, September.
    18. Patton, Andrew J., 2012. "A review of copula models for economic time series," Journal of Multivariate Analysis, Elsevier, vol. 110(C), pages 4-18.
    19. Ron Bird & Harry Liem & Susan Thorp, 2014. "Infrastructure: Real Assets and Real Returns," European Financial Management, European Financial Management Association, vol. 20(4), pages 802-824, September.
    20. Ben Ammar, Semir & Eling, Martin, 2015. "Common risk factors of infrastructure investments," Energy Economics, Elsevier, vol. 49(C), pages 257-273.
    21. Joseph B. Oyedele & Alastair Adair & Stanley McGreal, 2014. "Performance of global listed infrastructure investment in a mixed asset portfolio," Journal of Property Research, Taylor & Francis Journals, vol. 31(1), pages 1-1, March.
    22. Daniel Wurstbauer & Wolfgang Schäfers, 2015. "Inflation hedging and protection characteristics of infrastructure and real estate assets," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 33(1), pages 19-44, February.
    23. Topaloglou, Nikolas & Vladimirou, Hercules & Zenios, Stavros A., 2002. "CVaR models with selective hedging for international asset allocation," Journal of Banking & Finance, Elsevier, vol. 26(7), pages 1535-1561, July.
    24. Wouter Thierie & Lieven Moor, 2016. "The characteristics of infrastructure as an investment class," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 30(3), pages 277-297, August.
    25. Jondeau, Eric & Rockinger, Michael, 2006. "The Copula-GARCH model of conditional dependencies: An international stock market application," Journal of International Money and Finance, Elsevier, vol. 25(5), pages 827-853, August.
    26. Philippe Artzner & Freddy Delbaen & Jean‐Marc Eber & David Heath, 1999. "Coherent Measures of Risk," Mathematical Finance, Wiley Blackwell, vol. 9(3), pages 203-228, July.
    27. Frédéric Blanc-Brude & Timothy Whittaker & Simon Wilde, 2017. "Searching for a listed infrastructure asset class using mean–variance spanning," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 31(2), pages 137-179, May.
    28. Jian Zhou & Yanmin Gao, 2012. "Tail Dependence in International Real Estate Securities Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 45(1), pages 128-151, June.
    29. Anish Goorah, 2007. "Risk Management with Copulas," ERES eres2007_170, European Real Estate Society (ERES).
    30. Konrad Finkenzeller & Tobias Dechant & Wolfgang Schäfers, 2010. "Infrastructure: a new dimension of real estate? An asset allocation analysis," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 28(4), pages 263-274, July.
    31. Daniel Wurstbauer & Stephan Lang & Christoph Rothballer & Wolfgang Schaefers, 2016. "Can common risk factors explain infrastructure equity returns? Evidence from European capital markets," Journal of Property Research, Taylor & Francis Journals, vol. 33(2), pages 97-120, April.
    32. Inderst, Georg, 2010. "Infrastructure as an asset class," EIB Papers 3/2010, European Investment Bank, Economics Department.
    33. Luke R. Hartigan & Ritesh Prasad & Anthony J. De Francesco, 2010. "Constructing an investment return series for the UK unlisted infrastructure market: estimation and application," Journal of Property Research, Taylor & Francis Journals, vol. 28(1), pages 35-58, September.
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