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Herding Spillover Effects in US REIT Sectors

Author

Listed:
  • Vassilios Babalos

    (Department of Accounting and Finance, University of the Peloponnese, Antikalamos, 24100 Kalamata, Greece)

  • Geoffrey M. Ngene

    (Department of Accounting and Finance, Deese College of Business and Economics, North Carolina A&T State University. 1601 East Market Street, Greensboro, NC 27411, USA)

  • Rangan Gupta

    (Department of Economics, University of Pretoria, Private Bag X20, Hatfield 0028, South Africa)

  • Elie Bouri

    (School of Business, Lebanese American University, Lebanon)

Abstract

This study examines the sector-level herding behavior and herding spillover across eleven US-listed Real Estate Investment Trusts (REITs) sectors from January 4, 1999 to December 8, 2023. A standard linear model shows no herding behavior for all sectors, except for the lodging and resorts sector; whereas, a more robust quantile regression reveals significant herding in all eleven sectors and for the overall market at the lower tails of the distribution of cross-sectional return dispersion. The time-varying parameter ordinary least squares (TV-OLS) approach demonstrates spasmodic switches between herding and anti-herding behaviors during the sample period across all sectors and the overall market. A spillover analysis highlights significant herding spillover effects across REIT sectors. Evidence of negative spillover effects with portfolio diversification benefits is driven by the stable demand for essential REITs, such as residential and healthcare, and the structure of long-term lease contracts for infrastructural, industrial, office, diversified, and regional malls REITs. Our findings entail implications for the decisions of retail and institutional investors and for the insights of regulatory authorities and policymakers.

Suggested Citation

  • Vassilios Babalos & Geoffrey M. Ngene & Rangan Gupta & Elie Bouri, 2025. "Herding Spillover Effects in US REIT Sectors," Working Papers 202531, University of Pretoria, Department of Economics.
  • Handle: RePEc:pre:wpaper:202531
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    1. Esin Cakan & Rıza Demirer & Rangan Gupta & Hardik A. Marfatia, 2019. "Oil speculation and herding behavior in emerging stock markets," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 43(1), pages 44-56, January.
    2. da Gama Silva, Paulo Vitor Jordão & Klotzle, Marcelo Cabus & Pinto, Antonio Carlos Figueiredo & Gomes, Leonardo Lima, 2019. "Herding behavior and contagion in the cryptocurrency market," Journal of Behavioral and Experimental Finance, Elsevier, vol. 22(C), pages 41-50.
    3. Hoesli, Martin & Oikarinen, Elias, 2012. "Are REITs real estate? Evidence from international sector level data," Journal of International Money and Finance, Elsevier, vol. 31(7), pages 1823-1850.
    4. Chang, Eric C. & Cheng, Joseph W. & Khorana, Ajay, 2000. "An examination of herd behavior in equity markets: An international perspective," Journal of Banking & Finance, Elsevier, vol. 24(10), pages 1651-1679, October.
    5. Lakonishok, Josef & Shleifer, Andrei & Vishny, Robert W., 1992. "The impact of institutional trading on stock prices," Journal of Financial Economics, Elsevier, vol. 32(1), pages 23-43, August.
    6. Omokolade Akinsomi & Yener Coskun & Rangan Gupta, 2018. "Analysis of Herding in Reits of an Emerging Market: The Case of Turkey," Journal of Real Estate Portfolio Management, Taylor & Francis Journals, vol. 24(1), pages 65-81, January.
    7. Frey, Stefan & Herbst, Patrick & Walter, Andreas, 2014. "Measuring mutual fund herding – A structural approach," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 32(C), pages 219-239.
    8. Bing Zhu & Stanimira Milcheva, 2020. "The Pricing of Spatial Linkages in Companies’ Underlying Assets," The Journal of Real Estate Finance and Economics, Springer, vol. 61(3), pages 443-475, October.
    9. Giovanni Cespa & Thierry Foucault, 2014. "Illiquidity Contagion and Liquidity Crashes," The Review of Financial Studies, Society for Financial Studies, vol. 27(6), pages 1615-1660.
    10. Isabel Casas & Xiuping Mao & Helena Veiga, 2018. "Reexamining financial and economic predictability with new estimators of realized variance and variance risk premium," CREATES Research Papers 2018-10, Department of Economics and Business Economics, Aarhus University.
    11. Eduardo Borensztein & R. Gaston Gelos, 2003. "A Panic-Prone Pack? The Behavior of Emerging Market Mutual Funds," IMF Staff Papers, Palgrave Macmillan, vol. 50(1), pages 1-3.
    12. Graeme Newell & Hsu Wen, 2006. "The Role of Non-Traditional Real Estate Sectors in REIT Portfolios," Journal of Real Estate Portfolio Management, Taylor & Francis Journals, vol. 12(2), pages 155-166, January.
    13. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    14. Chyi Lin Lee & Simon Stevenson & Ming‐Long Lee, 2018. "Low‐frequency volatility of real estate securities and macroeconomic risk," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 58(S1), pages 311-342, November.
    15. Yung, Kenneth & Nafar, Nadia, 2017. "Investor attention and the expected returns of reits," International Review of Economics & Finance, Elsevier, vol. 48(C), pages 423-439.
    16. Ming-Yu Liu & Chiuling Lu, 2020. "The Continuing Overreaction in the REIT Market," The Journal of Real Estate Finance and Economics, Springer, vol. 61(1), pages 129-149, June.
    17. Randy Anderson & Justin Benefield & Matthew Hurst, 2015. "Property-type diversification and REIT performance: an analysis of operating performance and abnormal returns," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 39(1), pages 48-74, January.
    18. Kaiser, Lars & Stöckl, Sebastian, 2020. "Cryptocurrencies: Herding and the transfer currency," Finance Research Letters, Elsevier, vol. 33(C).
    19. Economou, Fotini & Kostakis, Alexandros & Philippas, Nikolaos, 2011. "Cross-country effects in herding behaviour: Evidence from four south European markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(3), pages 443-460, July.
    20. Hasan, Iftekhar & Tunaru, Radu & Vioto, Davide, 2023. "Herding behavior and systemic risk in global stock markets," Journal of Empirical Finance, Elsevier, vol. 73(C), pages 107-133.
    21. Demirer, Rıza & Lee, Hsiang-Tai & Lien, Donald, 2015. "Does the stock market drive herd behavior in commodity futures markets?," International Review of Financial Analysis, Elsevier, vol. 39(C), pages 32-44.
    22. Gjergji Cici & Jack Corgel & Scott Gibson, 2011. "Can Fund Managers Select Outperforming REITs? Examining Fund Holdings and Trades," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 39(3), pages 455-486, September.
    23. Galariotis, Emilios C. & Rong, Wu & Spyrou, Spyros I., 2015. "Herding on fundamental information: A comparative study," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 589-598.
    24. Whitney Newey & Kenneth West, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    25. Choi, Nicole & Sias, Richard W., 2009. "Institutional industry herding," Journal of Financial Economics, Elsevier, vol. 94(3), pages 469-491, December.
    26. David Y. Aharon, 2021. "Uncertainty, Fear and Herding Behavior: Evidence from Size-Ranked Portfolios," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 22(3), pages 320-337, July.
    27. Bohl, Martin T. & Branger, Nicole & Trede, Mark, 2017. "The case for herding is stronger than you think," Journal of Banking & Finance, Elsevier, vol. 85(C), pages 30-40.
    28. Geoffrey M. Ngene & Jinghua Wang, 2024. "Transitory and permanent shock transmissions between real estate investment trusts and other assets: Evidence from time‐frequency decomposition and machine learning," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 64(1), pages 539-573, March.
    29. Randy I. Anderson & Richard McLemore & Philip Conner & Youguo Liang, 2003. "Portfolio Implications of Apartment Investing," Journal of Real Estate Research, American Real Estate Society, vol. 25(2), pages 113-132.
    30. Pablo Kurlat, 2016. "Asset Markets With Heterogeneous Information," Econometrica, Econometric Society, vol. 84, pages 33-85, January.
    31. Mobarek, Asma & Mollah, Sabur & Keasey, Kevin, 2014. "A cross-country analysis of herd behavior in Europe," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 32(C), pages 107-127.
    32. Philippas, Nikolaos & Economou, Fotini & Babalos, Vassilios & Kostakis, Alexandros, 2013. "Herding behavior in REITs: Novel tests and the role of financial crisis," International Review of Financial Analysis, Elsevier, vol. 29(C), pages 166-174.
    33. Jian Zhou & Randy Anderson, 2013. "An Empirical Investigation of Herding Behavior in the U.S. REIT Market," The Journal of Real Estate Finance and Economics, Springer, vol. 47(1), pages 83-108, July.
    34. Oehler, Andreas & Chao, George Goeth-Chi, 2000. "Institutional Herding in Bond Markets," Discussion Papers 13, University of Bamberg, Chair of Finance.
    35. Cai, Fang & Han, Song & Li, Dan & Li, Yi, 2019. "Institutional herding and its price impact: Evidence from the corporate bond market," Journal of Financial Economics, Elsevier, vol. 131(1), pages 139-167.
    36. Economou, Fotini & Katsikas, Epameinondas & Vickers, Gregory, 2016. "Testing for herding in the Athens Stock Exchange during the crisis period," Finance Research Letters, Elsevier, vol. 18(C), pages 334-341.
    37. 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.
    38. Kevin Chiang, 2010. "On the Comovement of REIT Prices," Journal of Real Estate Research, Taylor & Francis Journals, vol. 32(2), pages 187-200, January.
    39. Itzhak Venezia & Amrut Nashikkar & Zur Shapira, 2011. "Firm specific and macro herding by professional and amateur investors and their effects on market volatility," Discussion Paper Series dp586, The Federmann Center for the Study of Rationality, the Hebrew University, Jerusalem.
    40. Geoffrey M. Ngene & Daniel P. Sohn & M. Kabir Hassan, 2017. "Time-Varying and Spatial Herding Behavior in the US Housing Market: Evidence from Direct Housing Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 54(4), pages 482-514, May.
    41. Venezia, Itzhak & Nashikkar, Amrut & Shapira, Zur, 2011. "Firm specific and macro herding by professional and amateur investors and their effects on market volatility," Journal of Banking & Finance, Elsevier, vol. 35(7), pages 1599-1609, July.
    42. Spyros Spyrou, 2013. "Herding in financial markets: a review of the literature," Review of Behavioral Finance, Emerald Group Publishing Limited, vol. 5(2), pages 175-194, November.
    43. Mejda Bahlous-Boldi & Ahmad Al Izham Izadin & Rosylin Mohd Yusof, 2025. "Economic policy uncertainty and US sector REITs: what can we learn from spillovers?," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 43(3), pages 268-287, January.
    44. Júnior, Gerson de Souza Raimundo & Palazzi, Rafael Baptista & Klotzle, Marcelo Cabus & Pinto, Antonio Carlos Figueiredo, 2020. "Analyzing herding behavior in commodities markets – an empirical approach," Finance Research Letters, Elsevier, vol. 35(C).
    45. Balcilar, Mehmet & Demirer, Rıza & Hammoudeh, Shawkat, 2014. "What drives herding in oil-rich, developing stock markets? Relative roles of own volatility and global factors," The North American Journal of Economics and Finance, Elsevier, vol. 29(C), pages 418-440.
    46. Spyros Spyrou, 2013. "Herding in financial markets: a review of the literature," Review of Behavioral Finance, Emerald Group Publishing Limited, vol. 5(2), pages 175-194, November.
    47. Randy Anderson & Richard McLemore & Philip Conner & Youguo Liang, 2003. "Portfolio Implications of Apartment Investing," Journal of Real Estate Research, Taylor & Francis Journals, vol. 25(2), pages 113-132, January.
    48. Martin Hoesli & Elias Oikarinen, 2016. "Are Public and Private Asset Returns and Risks the Same? Evidence from Real Estate Data," Journal of Real Estate Portfolio Management, Taylor & Francis Journals, vol. 22(2), pages 179-198, January.
    49. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    50. repec:arz:wpaper:eres2012-232 is not listed on IDEAS
    51. Demirer, Rıza & Leggio, Karyl B. & Lien, Donald, 2019. "Herding and flash events: Evidence from the 2010 Flash Crash," Finance Research Letters, Elsevier, vol. 31(C).
    52. Zeno Adams & Roland Füss & Felix Schindler, 2015. "The Sources of Risk Spillovers among U.S. REITs: Financial Characteristics and Regional Proximity," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 43(1), pages 67-100, March.
    53. SeungHan Ro & Paul Gallimore, 2014. "Real Estate Mutual Funds: Herding, Momentum Trading and Performance," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 42(1), pages 190-222, March.
    54. Babalos, Vassilios & Balcilar, Mehmet & Gupta, Rangan, 2015. "Herding behavior in real estate markets: Novel evidence from a Markov-switching model," Journal of Behavioral and Experimental Finance, Elsevier, vol. 8(C), pages 40-43.
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