IDEAS home Printed from https://ideas.repec.org/a/taf/repmxx/v26y2020i2p150-160.html
   My bibliography  Save this article

Time-Varying Integration of REITs with Stocks: A Kalman Filter Approach

Author

Listed:
  • Stephen Lee

Abstract

This paper tests the level of market integration between Equity Real Estate Investment Trusts (REITs) and the stock market, using the Korajczyk (1996) market integration index and the Kalman filter methodology. The Kalman-filter technique is employed to capture the dynamic degree of integration between REITs and the stock market. The results show that REITs were highly integrated with the stock market throughout most of the sample period from 1984:1 to 2018:12. Nonetheless, the time varying market integration index displays a number of changes, which coincide with fluctuations in the legislation governing REITs and certain market and economic events. As a robustness check, we also compare the time varying market integration index of REITs with that displayed by Utilities. The results show that Utilities displayed a similar time varying market integration pattern to that of REITs and so indicates that the changes in market integration is not simply a REIT factor but a high yield sector phenomenon. Unlike REITs, from April 2011 Utilities became segmented from the stock market and remained so up to the end of the sample period, even though the static integration index suggested that utility stocks were integrated with the stock market over the whole sample period. Last, results show that the Kalman filter approach is more useful than static models when studying the integration process and so casts strong doubt on the validity of time invariant models to measure market integration.

Suggested Citation

  • Stephen Lee, 2020. "Time-Varying Integration of REITs with Stocks: A Kalman Filter Approach," Journal of Real Estate Portfolio Management, Taylor & Francis Journals, vol. 26(2), pages 150-160, December.
  • Handle: RePEc:taf:repmxx:v:26:y:2020:i:2:p:150-160
    DOI: 10.1080/10835547.2020.1858009
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1080/10835547.2020.1858009
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/10835547.2020.1858009?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Steven Simon & Wing Lon Ng, 2009. "The Effect of the Real Estate Downturn on the Link between REITs and the Stock Market," Journal of Real Estate Portfolio Management, Taylor & Francis Journals, vol. 15(3), pages 211-219, January.
    2. Chui, Andy C. W. & Titman, Sheridan & Wei, K. C. John, 2003. "Intra-industry momentum: the case of REITs," Journal of Financial Markets, Elsevier, vol. 6(3), pages 363-387, May.
    3. Philip Kofi Adom, 2013. "Time-varying analysis of aggregate electricity demand in Ghana: a rolling analysis," OPEC Energy Review, Organization of the Petroleum Exporting Countries, vol. 37(1), pages 63-80, March.
    4. Devaney, Michael, 2012. "Financial crisis, REIT short-sell restrictions and event induced volatility," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(2), pages 219-226.
    5. Bomhoff, E.J., 1992. "Four econometric fashions and the Kalman filter alternative : A simulation study," Discussion Paper 1992-27, Tilburg University, Center for Economic Research.
    6. Szu-Yin Hung & John Glascock, 2010. "Volatilities and Momentum Returns in Real Estate Investment Trusts," The Journal of Real Estate Finance and Economics, Springer, vol. 41(2), pages 126-149, August.
    7. Jaroslaw Morawski & Heinz Rehkugler & Roland Füss, 2008. "The nature of listed real estate companies: property or equity market?," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 22(2), pages 101-126, June.
    8. Liu, Crocker H & Mei, Jianping, 1992. "The Predictability of Returns on Equity REITs and Their Co-movement with Other Assets," The Journal of Real Estate Finance and Economics, Springer, vol. 5(4), pages 401-418, December.
    9. Rockinger, Michael & Urga, Giovanni, 2001. "A Time-Varying Parameter Model to Test for Predictability and Integration in the Stock Markets of Transition Economies," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(1), pages 73-84, January.
    10. Robert D. Brooks & Robert W. Faff & Michael D. McKenzie, 1998. "Time†Varying Beta Risk of Australian Industry Portfolios: A Comparison of Modelling Techniques," Australian Journal of Management, Australian School of Business, vol. 23(1), pages 1-22, June.
    11. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    12. Daniel C. Quan & Sheridan Titman, 1999. "Do Real Estate Prices and Stock Prices Move Together? An International Analysis," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 27(2), pages 183-207, June.
    13. Ross, Stephen A & Zisler, Randall C, 1991. "Risk and Return in Real Estate," The Journal of Real Estate Finance and Economics, Springer, vol. 4(2), pages 175-190, June.
    14. Roger G. Ibbotson & Laurence B. Siegel, 1984. "Real Estate Returns: A Comparison with Other Investments," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 12(3), pages 219-242, September.
    15. Glenn R. Mueller & Keith R. Pauley, 1995. "The Effect of Interest-Rate Movements on Real Estate Investment Trusts," Journal of Real Estate Research, American Real Estate Society, vol. 10(3), pages 319-326.
    16. Jeroen Derwall & Joop Huij & Dirk Brounen & Wessel Marquering, 2009. "REIT Momentum and the Performance of Real Estate Mutual Funds," Financial Analysts Journal, Taylor & Francis Journals, vol. 65(5), pages 24-34, September.
    17. Taufiq Choudhry & Hao Wu, 2008. "Forecasting ability of GARCH vs Kalman filter method: evidence from daily UK time-varying beta," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 27(8), pages 670-689.
    18. Geltner, David Michael, 1991. "Smoothing in Appraisal-Based Returns," The Journal of Real Estate Finance and Economics, Springer, vol. 4(3), pages 327-345, September.
    19. Okunev, John & Wilson, Patrick & Zurbruegg, Ralf, 2000. "The Causal Relationship between Real Estate and Stock Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 21(3), pages 251-261, November.
    20. Yuming Li & Ko Wang, 1995. "The Predictability of REIT Returns and Market Segmentatio," Journal of Real Estate Research, American Real Estate Society, vol. 10(4), pages 471-482.
    21. Korajczyk, Robert A, 1996. "A Measure of Stock Market Integration for Developed and Emerging Markets," The World Bank Economic Review, World Bank, vol. 10(2), pages 267-289, May.
    22. Glascock, John L & Lu, Chiuling & So, Raymond W, 2000. "Further Evidence on the Integration of REIT, Bond, and Stock Returns," The Journal of Real Estate Finance and Economics, Springer, vol. 20(2), pages 177-194, March.
    23. S. Michael Giliberto, 1990. "Equity Real Estate Investment Trusts and Real Estate Returns," Journal of Real Estate Research, American Real Estate Society, vol. 5(2), pages 259-264.
    24. Bekaert, Geert & Harvey, Campbell R, 1995. "Time-Varying World Market Integration," Journal of Finance, American Finance Association, vol. 50(2), pages 403-444, June.
    25. Liu, Crocker H. & Hartzell, David J. & Greig, Wylie & Grissom, Terry V., 1990. "The Integration of the Real Estate Market and the Stock Market: Some Preliminary Evidence," The Journal of Real Estate Finance and Economics, Springer, vol. 3(3), pages 261-282, September.
    26. Nicolaas Groenewald & Patricia Fraser, 2000. "Forecasting Beta: How Well Does the 'Five-Year Rule of Thumb' Do?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(7&8), pages 953-982.
    27. Sascha Mergner & Jan Bulla, 2008. "Time-varying beta risk of Pan-European industry portfolios: A comparison of alternative modeling techniques," The European Journal of Finance, Taylor & Francis Journals, vol. 14(8), pages 771-802.
    28. Frida Lie & Robert Brooks & Robert Faff, 2000. "Modelling the Equity Beta Risk of Australian Financial Sector Companies," Australian Economic Papers, Wiley Blackwell, vol. 39(3), pages 301-311, September.
    29. Robert W. Faff & David Hillier & Joseph Hillier, 2000. "Time Varying Beta Risk: An Analysis of Alternative Modelling Techniques," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(5‐6), pages 523-554, June.
    30. Markus Ebner & Thorsten Neumann, 2005. "Time-Varying Betas of German Stock Returns," Financial Markets and Portfolio Management, Springer;Swiss Society for Financial Market Research, vol. 19(1), pages 29-46, June.
    31. Kevin C.H. Chiang & Ming-Long Lee & Craig H. Wisen, 2005. "On the Time-Series Properties of Real Estate Investment Trust Betas," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 33(2), pages 381-396, June.
    32. 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.
    33. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    34. John Okunev & Patrick J. Wilson, 1997. "Using Nonlinear Tests to Examine Integration Between Real Estate and Stock Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 25(3), pages 487-503, September.
    35. Joseph Gyourko & Donald B. Keim, "undated". "What Does the Stock Market Tell Us About Real Estate Returns? (Revision of 18-91) (Reprint 030)," Rodney L. White Center for Financial Research Working Papers 11-92, Wharton School Rodney L. White Center for Financial Research.
    36. repec:bla:ausecp:v:39:y:2000:i:3:p:301-11 is not listed on IDEAS
    37. Ling, David C. & Ryngaert, Michael, 1997. "Valuation uncertainty, institutional involvement, and the underpricing of IPOs: The case of REITs," Journal of Financial Economics, Elsevier, vol. 43(3), pages 433-456, March.
    38. 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.
    39. Nicolaas Groenewald & Patricia Fraser, 2000. "Forecasting Beta: How Well Does the ‘Five‐Year Rule of Thumb’ Do?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(7‐8), pages 953-982, September.
    40. Bruce Hearn, 2011. "Development strategy in offshore markets: evidence from the Channel Islands," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 38(1), pages 30-51, January.
    41. Apergis, Nicholas & Lamprinidis, Lampros, 2007. "More Evidence on the Relationship between the Stock and the Real Estate Market," MPRA Paper 124596, University Library of Munich, Germany, revised 2011.
    42. Sheridan Titman & Arthur Warga, 1986. "Risk and the Performance of Real Estate Investment Trusts: A Multiple Index Approach," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 14(3), pages 414-431, September.
    43. I-Chun Tsai & Tien Foo Sing & Ming-Chi Chen & Tai Ma, 2012. "The structure of REIT-beta," Applied Financial Economics, Taylor & Francis Journals, vol. 22(10), pages 827-836, May.
    44. S.Aydin Yuksel & Asli Yuksel & Umit Erol & Hakki Ozturk, 2017. "The Impact of the Global Financial Crisis on the Co-Integration Relationship between Reit and Stock Markets: A Dynamic Co-Integration Approach," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 9(7), pages 86-98, July.
    45. Mei, Jianping & Lee, Ahyee, 1994. "Is There a Real Estate Factor Premium?," The Journal of Real Estate Finance and Economics, Springer, vol. 9(2), pages 113-126, September.
    46. 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.
    47. Joseph Gyourko & Donald B. Keim, 1992. "What Does the Stock Market Tell Us About Real Estate Returns?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 20(3), pages 457-485, September.
    48. Bomhoff, E.J., 1992. "Four Econometric Fashions and the Kalman Filter Alternative," RCER Working Papers 324, University of Rochester - Center for Economic Research (RCER).
    49. Bruce Hearn, 2011. "Development strategy in offshore markets: evidence from the Channel Islands," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 38(1), pages 30-51, January.
    50. Robert W. Faff & David Hillier & Joseph Hillier, 2000. "Time Varying Beta Risk: An Analysis of Alternative Modelling Techniques," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 27(5‐6), pages 523-554, June.
    51. Mike Miles & Rebel Cole & David Guilkey, 1990. "A Different Look at Commercial Real Estate Returns," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 18(4), pages 403-430, December.
    52. Erik Devos & Seow-Eng Ong & Andrew Spieler & Desmond Tsang, 2013. "REIT Institutional Ownership Dynamics and the Financial Crisis," The Journal of Real Estate Finance and Economics, Springer, vol. 47(2), pages 266-288, August.
    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. Maria I. Kyriakou & Athanasios Koulakiotis & Apostolos Kiohos & Vassilios Babalos, 2023. "Fractional Integration and Volatility Transmission Between Real Estate and Stock Markets: Novel Evidence from a FIGARCH-BEKK Approach," The Journal of Real Estate Finance and Economics, Springer, vol. 66(4), pages 939-962, May.
    2. K.W. Chau & Bryan D. MacGregor & Gregory M. Schwann, 2001. "Price discovery in the Hong Kong real estate market," Journal of Property Research, Taylor & Francis Journals, vol. 18(3), pages 187-216.
    3. Coletta Cuono Massimo & Busato Francesco, 2019. "U.S. REITs: A Financial Economics Review as of 2018," Real Estate Management and Valuation, Sciendo, vol. 27(2), pages 20-32, June.
    4. Minye Zhang & Yongheng Deng, 2008. "REITs Return Behavior and Legal Infrastructure: The 1993 Revenue Reconciliation Act & Inspirations for China's Emerging REITS Market," Working Paper 8532, USC Lusk Center for Real Estate.
    5. Korhan Gokmenoglu & Siamand Hesami, 2019. "Real estate prices and stock market in Germany: analysis based on hedonic price index," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 12(4), pages 687-707, April.
    6. Liow, Kim Hiang & Huang, Yuting & Song, Jeonseop, 2019. "Relationship between the United States housing and stock markets: Some evidence from wavelet analysis," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
    7. Nikiforos Laopodis, 2009. "REITs, the stock market and economic activity," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 27(6), pages 563-578, September.
    8. Oikarinen, Elias, 2006. "Price Linkages between Stock, Bond and Housing Markets - Evidence from Finnish Data," Discussion Papers 1004, The Research Institute of the Finnish Economy.
    9. Camilo Serrano & Martin Hoesli, 2012. "Fractional Cointegration Analysis of Securitized Real Estate," The Journal of Real Estate Finance and Economics, Springer, vol. 44(3), pages 319-338, April.
    10. Kevin Chiang, 2009. "Discovering REIT Price Discovery: A New Data Setting," The Journal of Real Estate Finance and Economics, Springer, vol. 39(1), pages 74-91, July.
    11. Ata Assaf, 2006. "Canadian REITs and Stock Prices: Fractional Cointegration and Long Memory," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 9(03), pages 441-462.
    12. Chien‐Yun Chang & Jian‐Hsin Chou & Hung‐Gay Fung, 2012. "Time dependent behavior of the Asian and the US REITs around the subprime crisis," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 30(3), pages 282-303, April.
    13. James Payne & George Waters, 2007. "Have Equity REITs Experienced Periodically Collapsing Bubbles?," The Journal of Real Estate Finance and Economics, Springer, vol. 34(2), pages 207-224, February.
    14. Kim Hiang Liow & Felix Schindler, 2014. "An Assessment of the Relationship between Public Real Estate and Stock Markets at the Local, Regional, and Global Levels," International Real Estate Review, Global Social Science Institute, vol. 17(2), pages 157-202.
    15. Ogonna Nneji & Chris Brooks & Charles Ward, 2013. "Commercial Real Estate and Equity Market Bubbles: Are They Contagious to REITs?," Urban Studies, Urban Studies Journal Limited, vol. 50(12), pages 2496-2516, September.
    16. Ogonna Nneji & Chris Brooks & Charles Ward, 2011. "Housing and equity bubbles: Are they contagious to REITs?," ICMA Centre Discussion Papers in Finance icma-dp2011-11, Henley Business School, University of Reading.
    17. Tien Foo Sing, 2004. "Common risk factors and risk premia in direct and securitized real estate markets," Journal of Property Research, Taylor & Francis Journals, vol. 21(3), pages 189-207, December.
    18. Ming-Chu Chiang & Tien Foo Sing & I-Chun Tsai, 2017. "Spillover Risks in REITs and other Asset Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 54(4), pages 579-604, May.
    19. Prukumpai, Suthawan, 2015. "Time-varying Industrial Portfolio Betas under the Regime-switching Model:Evidence from the Stock Exchange of Thailand," Asian Journal of Applied Economics, Kasetsart University, Center for Applied Economics Research, vol. 22(2), December.
    20. 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.

    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:repmxx:v:26:y:2020:i:2:p:150-160. 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/repm20 .

    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.