IDEAS home Printed from https://ideas.repec.org/a/kap/jrefec/v47y2013i1p1-35.html
   My bibliography  Save this article

Volatility Spillovers, Comovements and Contagion in Securitized Real Estate Markets

Author

Listed:
  • Martin Hoesli
  • Kustrim Reka

Abstract

This paper analyzes the relationships between local and global securitized real estate markets, but also between securitized real estate and common stock markets. First, the volatility transmissions across markets are examined using an asymmetric t-BEKK (Baba-Engle-Kraft-Kroner) specification of their covariance matrix. Second, correlations from that model and tail dependences estimated using a time-varying copula framework are analyzed to assess whether different dynamics underlie the comovements in the whole distribution and those in the tails. Third, we investigate market contagion by testing for structural changes in the tail dependences. We use data for the U.S., the U.K. and Australia for the period 1990–2010 as a basis for our analyses. Spillover effects are found to be the largest in the U.S., both domestically and internationally. Further, comovements in tail distributions between markets appear to be quite important. We also document different dynamics between the conditional tail dependences and correlations. Finally, we find evidence of market contagion between the U.S. and the U.K. markets following the subprime crisis. Copyright Springer Science+Business Media, LLC 2013

Suggested Citation

  • Martin Hoesli & Kustrim Reka, 2013. "Volatility Spillovers, Comovements and Contagion in Securitized Real Estate Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 47(1), pages 1-35, July.
  • Handle: RePEc:kap:jrefec:v:47:y:2013:i:1:p:1-35
    DOI: 10.1007/s11146-011-9346-8
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s11146-011-9346-8
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11146-011-9346-8?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Jian Yang & Yinggang Zhou & Wai Leung, 2012. "Asymmetric Correlation and Volatility Dynamics among Stock, Bond, and Securitized Real Estate Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 45(2), pages 491-521, August.
    2. John Knight & Colin Lizieri & Stephen Satchell, 2005. "Diversification When It Hurts? The Joint Distributions of Real Estate and Equity Markets," Real Estate & Planning Working Papers rep-wp2005-16, Henley Business School, University of Reading.
    3. Anish Goorah, 2007. "Real Estate Risk Management with Copulas," Journal of Property Research, Taylor & Francis Journals, vol. 24(4), pages 289-311, December.
    4. Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(1), pages 122-150, February.
    5. Andrew Ang & Geert Bekaert, 2002. "International Asset Allocation With Regime Shifts," The Review of Financial Studies, Society for Financial Studies, vol. 15(4), pages 1137-1187.
    6. David Michayluk & Patrick J. Wilson & Ralf Zurbruegg, 2006. "Asymmetric Volatility, Correlation and Returns Dynamics Between the U.S. and U.K. Securitized Real Estate Markets," Published Paper Series 2006-5, Finance Discipline Group, UTS Business School, University of Technology, Sydney.
    7. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    8. Kim Liow & Kim Ho & Muhammad Ibrahim & Ziwei Chen, 2009. "Correlation and Volatility Dynamics in International Real Estate Securities Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 39(2), pages 202-223, August.
    9. Susmel, Raul & Engle, Robert F., 1994. "Hourly volatility spillovers between international equity markets," Journal of International Money and Finance, Elsevier, vol. 13(1), pages 3-25, February.
    10. Gerlach, Richard & Wilson, Patrick & Zurbruegg, Ralf, 2006. "Structural breaks and diversification: The impact of the 1997 Asian financial crisis on the integration of Asia-Pacific real estate markets," Journal of International Money and Finance, Elsevier, vol. 25(6), pages 974-991, October.
    11. Hong Miao & Sanjay Ramchander & Marc W. Simpson, 2011. "Return and Volatility Transmission in U.S. Housing Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 39(4), pages 701-741, December.
    12. John Cotter & Simon Stevenson, 2006. "Multivariate Modeling of Daily REIT Volatility," The Journal of Real Estate Finance and Economics, Springer, vol. 32(3), pages 305-325, May.
    13. Lorenzo Cappiello & Robert F. Engle & Kevin Sheppard, 2006. "Asymmetric Dynamics in the Correlations of Global Equity and Bond Returns," Journal of Financial Econometrics, Oxford University Press, vol. 4(4), pages 537-572.
    14. Karolyi, G Andrew & Stulz, Rene M, 1996. "Why Do Markets Move Together? An Investigation of U.S.-Japan Stock Return Comovements," Journal of Finance, American Finance Association, vol. 51(3), pages 951-986, July.
    15. Chiang, Thomas C. & Jeon, Bang Nam & Li, Huimin, 2007. "Dynamic correlation analysis of financial contagion: Evidence from Asian markets," Journal of International Money and Finance, Elsevier, vol. 26(7), pages 1206-1228, November.
    16. Jarl G. Kallberg & Crocker H. Liu & Paolo Pasquariello, 2002. "Regime Shifts in Asian Equity and Real Estate Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(2), pages 263-291.
    17. Longin, Francois & Solnik, Bruno, 1995. "Is the correlation in international equity returns constant: 1960-1990?," Journal of International Money and Finance, Elsevier, vol. 14(1), pages 3-26, February.
    18. Kee-Hong Bae & G. Andrew Karolyi & René M. Stulz, 2003. "A New Approach to Measuring Financial Contagion," The Review of Financial Studies, Society for Financial Studies, vol. 16(3), pages 717-763, July.
    19. Clayton, Jim & MacKinnon, Greg, 2003. "The Relative Importance of Stock, Bond and Real Estate Factors in Explaining REIT Returns," The Journal of Real Estate Finance and Economics, Springer, vol. 27(1), pages 39-60, July.
    20. Kim Liow & Zhiwei Chen & Jingran Liu, 2011. "Multiple Regimes and Volatility Transmission in Securitized Real Estate Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 42(3), pages 295-328, April.
    21. Baele, Lieven, 2005. "Volatility Spillover Effects in European Equity Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(2), pages 373-401, June.
    22. Bekaert, Geert & Wu, Guojun, 2000. "Asymmetric Volatility and Risk in Equity Markets," The Review of Financial Studies, Society for Financial Studies, vol. 13(1), pages 1-42.
    23. Geert Bekaert & Robert J. Hodrick & Xiaoyan Zhang, 2009. "International Stock Return Comovements," Journal of Finance, American Finance Association, vol. 64(6), pages 2591-2626, December.
    24. S. Wong & K. Chau & C. Yiu, 2007. "Volatility Transmission in the Real Estate Spot and Forward Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 35(3), pages 281-293, October.
    25. Mardi Dungey & Diana Zhumabekova, 2001. "Testing for contagion using correlations: some words of caution," Pacific Basin Working Paper Series 2001-09, Federal Reserve Bank of San Francisco.
    26. Jian Zhou, 2010. "Comovement of international real estate securities returns: a wavelet analysis," Journal of Property Research, Taylor & Francis Journals, vol. 27(4), pages 357-373, August.
    27. Shaun Bond & Mardi Dungey & Renée Fry, 2006. "A Web Of Shocks: Crises Across Asian Real Estate Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 32(3), pages 253-274, May.
    28. Ling, David C & Naranjo, Andy, 2002. "Commercial Real Estate Return Performance: A Cross-Country Analysis," The Journal of Real Estate Finance and Economics, Springer, vol. 24(1-2), pages 119-142, Jan.-Marc.
    29. Patrick Wilson & Ralf Zurbruegg & David Michayluk, 2004. "Real Estate Markets," ERES eres2004_560, European Real Estate Society (ERES).
    30. Gregory H. MacKinnon & Ashraf Al Zaman, 2009. "Real Estate for the Long Term: The Effect of Return Predictability on Long‐Horizon Allocations," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(1), pages 117-153, March.
    31. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    32. Geert Bekaert & Campbell R. Harvey & Angela Ng, 2005. "Market Integration and Contagion," The Journal of Business, University of Chicago Press, vol. 78(1), pages 39-70, January.
    33. John Knight & Colin Lizieri & Stephen Satchell, 2005. "Diversification when It Hurts? The Joint Distributions of Real Estate and Equity Markets1," Journal of Property Research, Taylor & Francis Journals, vol. 22(4), pages 309-323, December.
    34. Engle, Robert F & Ng, Victor K, 1993. "Measuring and Testing the Impact of News on Volatility," Journal of Finance, American Finance Association, vol. 48(5), pages 1749-1778, December.
    35. Engle, Robert, 2002. "Dynamic Conditional Correlation: A Simple Class of Multivariate Generalized Autoregressive Conditional Heteroskedasticity Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(3), pages 339-350, July.
    36. Kim Hiang Liow & Graeme Newell, 2012. "Investment Dynamics of the Greater China Securitized Real Estate Markets," Journal of Real Estate Research, American Real Estate Society, vol. 34(3), pages 399-428.
    37. Hamao, Yasushi & Masulis, Ronald W & Ng, Victor, 1990. "Correlations in Price Changes and Volatility across International Stock Markets," The Review of Financial Studies, Society for Financial Studies, vol. 3(2), pages 281-307.
    38. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    39. Andrew J. Patton, 2006. "Modelling Asymmetric Exchange Rate Dependence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(2), pages 527-556, May.
    40. Bollerslev, Tim & Engle, Robert F & Wooldridge, Jeffrey M, 1988. "A Capital Asset Pricing Model with Time-Varying Covariances," Journal of Political Economy, University of Chicago Press, vol. 96(1), pages 116-131, February.
    41. Kim Hiang Liow, 2012. "Co‐movements and Correlations Across Asian Securitized Real Estate and Stock Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 40(1), pages 97-129, March.
    42. repec:arz:wpaper:eres2007-170 is not listed on IDEAS
    43. Longstaff, Francis A., 2010. "The subprime credit crisis and contagion in financial markets," Journal of Financial Economics, Elsevier, vol. 97(3), pages 436-450, September.
    44. Thomas Moser, 2003. "What Is International Financial Contagion?," International Finance, Wiley Blackwell, vol. 6(2), pages 157-178, July.
    45. Kroner, Kenneth F & Ng, Victor K, 1998. "Modeling Asymmetric Comovements of Asset Returns," The Review of Financial Studies, Society for Financial Studies, vol. 11(4), pages 817-844.
    46. 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.
    47. Kristin J. Forbes & Roberto Rigobon, 2002. "No Contagion, Only Interdependence: Measuring Stock Market Comovements," Journal of Finance, American Finance Association, vol. 57(5), pages 2223-2261, October.
    48. François Longin & Bruno Solnik, 2001. "Extreme Correlation of International Equity Markets," Journal of Finance, American Finance Association, vol. 56(2), pages 649-676, April.
    49. Bae, Kee-Hong & Andrew Karolyi, G., 1995. "Good news, band news and international spilovers of stock return volatility between Japan and the U.S," Pacific-Basin Finance Journal, Elsevier, vol. 3(1), pages 144-144, May.
    50. David Geltner & Brian Kluger, 1998. "REIT‐Based Pure‐Play Portfolios: The Case of Property Types," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 26(4), pages 581-612, December.
    51. Elias Oikarinen & Martin Hoesli & Camilo Serrano, 2011. "The Long-Run Dynamics between Direct and Securitized Real Estate," Journal of Real Estate Research, American Real Estate Society, vol. 33(1), pages 73-104.
    52. Ashok Bardhan & Robert Edelstein & Desmond Tsang, 2008. "Global Financial Integration and Real Estate Security Returns," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 36(2), pages 285-311, June.
    53. Ang, Andrew & Chen, Joseph, 2002. "Asymmetric correlations of equity portfolios," Journal of Financial Economics, Elsevier, vol. 63(3), pages 443-494, March.
    54. 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.
    55. Nafeesa Yunus, 2009. "Increasing Convergence Between U.S. and International Securitized Property Markets: Evidence Based on Cointegration Tests," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(3), pages 383-411, September.
    56. Piet Eichholtz & Ronald Huisman & Kees Koedijk & Lisa Schuin, 1998. "Continental Factors in International Real Estate Returns," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 26(3), pages 493-509, September.
    57. 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.
    58. Caporale, Guglielmo Maria & Cipollini, Andrea & Spagnolo, Nicola, 2005. "Testing for contagion: a conditional correlation analysis," Journal of Empirical Finance, Elsevier, vol. 12(3), pages 476-489, June.
    59. Kim Hiang Liow, 2008. "Extreme returns and value at risk in international securitized real estate markets," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 26(5), pages 418-446, August.
    60. repec:bla:intfin:v:6:y:2003:i:2:p:157-78 is not listed on IDEAS
    61. Kristin J. Forbes, 2002. "Are Trade Linkages Important Determinants of Country Vulnerability to Crises?," NBER Chapters, in: Preventing Currency Crises in Emerging Markets, pages 77-132, National Bureau of Economic Research, Inc.
    62. David C. Ling & Andy Naranjo, 1999. "The Integration of Commercial Real Estate Markets and Stock Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 27(3), pages 483-515, September.
    63. Anish Goorah, 2007. "Risk Management with Copulas," ERES eres2007_170, European Real Estate Society (ERES).
    64. Jushan Bai & Pierre Perron, 2003. "Computation and analysis of multiple structural change models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(1), pages 1-22.
    65. King, Mervyn & Sentana, Enrique & Wadhwani, Sushil, 1994. "Volatility and Links between National Stock Markets," Econometrica, Econometric Society, vol. 62(4), pages 901-933, July.
    66. Martin Hoesli & Jon Lekander & Witold Witkiewicz, 2004. "New International Evidence on Real Estate as a Portfolio Diversifier," Journal of Real Estate Research, American Real Estate Society, vol. 26(2), pages 161-206.
    67. Jushan Bai & Robin L. Lumsdaine & James H. Stock, 1998. "Testing For and Dating Common Breaks in Multivariate Time Series," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(3), pages 395-432.
    68. David Michayluk & Patrick J. Wilson & Ralf Zurbruegg, 2006. "Asymmetric Volatility, Correlation and Returns Dynamics Between the U.S. and U.K. Securitized Real Estate Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 34(1), pages 109-131, March.
    69. Karolyi, G Andrew, 1995. "A Multivariate GARCH Model of International Transmissions of Stock Returns and Volatility: The Case of the United States and Canada," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(1), pages 11-25, January.
    70. Rodriguez, Juan Carlos, 2007. "Measuring financial contagion: A Copula approach," Journal of Empirical Finance, Elsevier, vol. 14(3), pages 401-423, June.
    71. James D. Peterson & Cheng‐Ho Hsieh, 1997. "Do Common Risk Factors in the Returns on Stocks and Bonds Explain Returns on REITs?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 25(2), pages 321-345, June.
    72. Martens, Martin & Poon, Ser-Huang, 2001. "Returns synchronization and daily correlation dynamics between international stock markets," Journal of Banking & Finance, Elsevier, vol. 25(10), pages 1805-1827, October.
    73. Sebastian Edwards & Jeffrey A. Frankel, 2002. "Preventing Currency Crises in Emerging Markets," NBER Books, National Bureau of Economic Research, Inc, number edwa02-2.
    74. Terence Khoo & David Hartzell & Martin Hoesli, 1993. "An Investigation of the Change in Real Estate Investment Trust Betas," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 21(2), pages 107-130, June.
    75. Ser-Huang Poon, 2004. "Extreme Value Dependence in Financial Markets: Diagnostics, Models, and Financial Implications," The Review of Financial Studies, Society for Financial Studies, vol. 17(2), pages 581-610.
    76. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
    Full references (including those not matched with items on IDEAS)

    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. Jamie Alcock & Eva Steiner, 2018. "Fundamental Drivers of Dependence in REIT Returns," The Journal of Real Estate Finance and Economics, Springer, vol. 57(1), pages 4-42, July.
    2. Rajan Sruthi & Santhakumar Shijin, 2020. "Investigating liquidity constraints as a channel of contagion: a regime switching approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-21, December.
    3. Andersen, Torben G. & Bollerslev, Tim & Christoffersen, Peter F. & Diebold, Francis X., 2013. "Financial Risk Measurement for Financial Risk Management," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1127-1220, Elsevier.
    4. Maria Kasch & Massimiliano Caporin, 2013. "Volatility Threshold Dynamic Conditional Correlations: An International Analysis," Journal of Financial Econometrics, Oxford University Press, vol. 11(4), pages 706-742, September.
    5. Guojie Ma, 2016. "Corporate Behaviour and Market Integration: Evidence from the Asia-Pacific Real Estate Market," PhD Thesis, Finance Discipline Group, UTS Business School, University of Technology, Sydney, number 3-2016, January-A.
    6. Andrey Pavlov & Eva Steiner & Susan Wachter, 2018. "The Consequences of REIT Index Membership for Return Patterns," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 46(1), pages 210-250, March.
    7. Anderson, Randy I. & Chen, Yi-Chi & Wang, Li-Min, 2015. "A range-based volatility approach to measuring volatility contagion in securitized real estate markets," Economic Modelling, Elsevier, vol. 45(C), pages 223-235.
    8. repec:uts:finphd:35 is not listed on IDEAS
    9. Kim Hiang Liow, 2012. "Co‐movements and Correlations Across Asian Securitized Real Estate and Stock Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 40(1), pages 97-129, March.
    10. 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.
    11. Gagnon, Louis & Karolyi, G. Andrew, 2006. "Price and Volatility Transmission across Borders," Working Paper Series 2006-5, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    12. Linyu Cao & Ruili Sun & Tiefeng Ma & Conan Liu, 2023. "On Asymmetric Correlations and Their Applications in Financial Markets," JRFM, MDPI, vol. 16(3), pages 1-18, March.
    13. Baele, Lieven, 2005. "Volatility Spillover Effects in European Equity Markets," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(2), pages 373-401, June.
    14. Simon Stevenson, 2016. "Macro-Economic and Financial Determinants of Comovement across Global Real Estate Security Markets," Journal of Real Estate Research, American Real Estate Society, vol. 38(4), pages 595-624.
    15. Kim Hiang Liow & Xiaoxia Zhou & Qing Ye, 2015. "Correlation Dynamics and Determinants in International Securitized Real Estate Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 43(3), pages 537-585, September.
    16. Aboura, Sofiane & Chevallier, Julien, 2015. "Volatility returns with vengeance: Financial markets vs. commodities," Research in International Business and Finance, Elsevier, vol. 33(C), pages 334-354.
    17. Bartram, Sohnke M. & Taylor, Stephen J. & Wang, Yaw-Huei, 2007. "The Euro and European financial market dependence," Journal of Banking & Finance, Elsevier, vol. 31(5), pages 1461-1481, May.
    18. repec:dau:papers:123456789/13359 is not listed on IDEAS
    19. Su, EnDer, 2014. "Measuring Contagion Risk in High Volatility State between Major Banks in Taiwan by Threshold Copula GARCH Model," MPRA Paper 58161, University Library of Munich, Germany.
    20. Torben G. Andersen & Tim Bollerslev & Peter F. Christoffersen & Francis X. Diebold, 2005. "Volatility Forecasting," PIER Working Paper Archive 05-011, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    21. Andersen, Torben G. & Bollerslev, Tim & Christoffersen, Peter F. & Diebold, Francis X., 2006. "Volatility and Correlation Forecasting," Handbook of Economic Forecasting, in: G. Elliott & C. Granger & A. Timmermann (ed.), Handbook of Economic Forecasting, edition 1, volume 1, chapter 15, pages 777-878, Elsevier.
    22. Das, Mahamitra & Kundu, Srikanta & Sarkar, Nityananda, 2019. "Mean and Volatility Spillovers between REIT and Stocks Returns A STVAR-BTGARCH-M Model," MPRA Paper 94707, University Library of Munich, Germany.

    More about this item

    Keywords

    Volatility spillovers; Financial contagion; Asymmetric BEKK model; Copulas; Structural breaks; Real estate securities; G11; G15; C32;
    All these keywords.

    JEL classification:

    • R3 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location

    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:kap:jrefec:v:47:y:2013:i:1:p:1-35. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.