Skip to main content
Top
Published in: The Journal of Real Estate Finance and Economics 1/2023

10-08-2020

The Predictability of Real Estate Excess Returns: An Out-of-Sample Economic Value Analysis

Authors: Massimo Guidolin, Manuela Pedio, Milena T. Petrova

Published in: The Journal of Real Estate Finance and Economics | Issue 1/2023

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

We examine the predictability of private and public real estate returns using recursive, out-of-sample, linear and Markov switching models, employing a rich set of predictor variables. We find considerable improved predictive power compared to simple regression models, especially at the intermediate horizon. Next, we test whether such improved forecasting accuracy translates into a positive risk-adjusted out-of-sample performance by performing a recursive mean-variance portfolio allocation analysis. We observe significant improvements in realized Sharpe ratios and mean-variance utility scores, especially when employing Markov switching models and exploiting predictability at intermediate horizons. Furthermore, our results are robust to the inclusion of transaction costs.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Footnotes
1
More specifically, for example, in the case of public real estate and H = 1, we exploit all the information available at the end of December 2004 to forecast the excess return as of the end of January 2005; in the case of H = 6, we exploit the information available at the end of July 2004 to predict the cumulative, 6-month excess return over the period August 2004 – January 2005; in the case of H = 60, we use the information available in January 2000 to forecast the 60-month excess return over the period February 2000 – January 2005. A similar logic is applied to private real estate, but with quarterly frequency.
 
2
At least in-sample, the fit of the model would benefit from setting K > 2. In this sense, our results may be interpreted as providing a lower bound to the empirical results, one could obtain. However, it is unclear whether increasing the number of regimes may improve the OOS predictive accuracy. To balance between empirical fit and estimation burden, especially in the case of private real estate, for which we have shorter available time series, we focus on the case of K = 2.
 
3
Following Campbell and Thompson (2008), Goyal and Welch (2008) and Rapach et al. (2010), we constrain the weights of the risky assets to lie between 0% and 150%, so that wi = 0 if wi < 0,and wi = 150% if wi > 1.5.
 
4
While Ling et al. (2000) also experiment with higher transaction costs, their sample is based a period prior to 2000 when transaction costs were arguably higher than during our 2005–2018 sample period. Therefore, adopting their “low cost” configuration is sensible for the purposes of our analysis.
 
5
The Index of Consumer Sentiment is available at http://​www.​sca.​isr.​umich.​edu/​charts.​html.
 
6
However, to avoid losing an excessive number of observations, in the case of NCREIFMOM, we fill the initially missing values with momentum estimates based on REITs data, available since 1972.
 
7
We do not report all outputs of these estimation problems for brevity. The outputs are available from the authors upon request. Such tables and plots consist of in-sample outputs and are only indirectly related to the forecasting performance of the different models and their power to generate economic value. For instance, MS models (differently from linear predictive regressions) tend to imply increasing R-squares that exploit their non-linear flexible features, but this is known to not always imply a satisfactory forecasting performance.
 
8
In particular, Figs. 1 and 2 refer to the MSIH model.
 
9
The graphs derived from the remaining models carry similar qualitative features and are available from the authors upon request.
 
10
This is not a necessary condition, as the fact that maximum likelihood (ML) estimates of the MS slope coefficients ought to straddle OLS estimates is neither an implication of the problem, nor it has been imposed.
 
11
All models seem to systematically under-predict the actual values of the series. Note that this is possible, although grossly sub-optimal in OOS tests, even though by construction the in-sample residuals are forced to have zero mean.
 
12
The case of H = 60 months sits in between, in the sense that while the MS models struggle to guarantee positive \( {R}_{OOS}^2 \) (even though a few of them lead to \( {R}_{OOS}^2 \) in excess of 0.5), RMSFE tends to favor both MSI and MSIH over linear models.
 
13
In fact, on average for H = 3 and 6 months, MSI tends to generally outperform MSIH, with occasional exceptions. Because MSIH implies more delicate estimation issues vs. MSI, in the text we focus on MSI.
 
14
In Tables 4 and 5, the results for the realized recursive mean returns generally mimic the results reported for the realized Sharpe ratios and utility gains. As there is no evidence of predictive power at H = 60, both the linear and the MS models (especially the MSI model) fail to generate economic value when compared to the sample mean benchmark. We caution the reader that using an H = 60 horizon implies loss of data to perform the back-testing using the last portion of the sample and this implicitly limits the assessment of the economic value over the period of 2005–2013, giving a considerable weight to the realized returns during the GFC.
 
Literature
go back to reference Akinsomi, O., Ong, S. E., Ibrahim, M. F., & Newell, G. (2014). The idiosyncratic risks of a Shariah compliant REIT investor. Journal of Property Research, 31, 211–243.CrossRef Akinsomi, O., Ong, S. E., Ibrahim, M. F., & Newell, G. (2014). The idiosyncratic risks of a Shariah compliant REIT investor. Journal of Property Research, 31, 211–243.CrossRef
go back to reference Ang, A., Hodrick, R. J., Xing, Y., & Zhang, X. (2006). The cross-section of volatility and expected returns. Journal of Finance, 61, 259–299.CrossRef Ang, A., Hodrick, R. J., Xing, Y., & Zhang, X. (2006). The cross-section of volatility and expected returns. Journal of Finance, 61, 259–299.CrossRef
go back to reference Barkham, R., & Geltner, D. (1995). Price discovery in American and British property markets. Real Estate Economics, 23(1), 21–44.CrossRef Barkham, R., & Geltner, D. (1995). Price discovery in American and British property markets. Real Estate Economics, 23(1), 21–44.CrossRef
go back to reference Bianchi, D., & Guidolin, M. (2014). Can linear predictability models time bull and bear real estate markets? Out-of-sample evidence from REIT portfolios. Journal of Real Estate Finance and Economics, 49, 116–164.CrossRef Bianchi, D., & Guidolin, M. (2014). Can linear predictability models time bull and bear real estate markets? Out-of-sample evidence from REIT portfolios. Journal of Real Estate Finance and Economics, 49, 116–164.CrossRef
go back to reference Bond, S. A., & Hwang, S. (2007). Smoothing, nonsynchronous appraisal and cross-sectional aggregation in real estate Price indices. Real Estate Economics, 35, 349–382.CrossRef Bond, S. A., & Hwang, S. (2007). Smoothing, nonsynchronous appraisal and cross-sectional aggregation in real estate Price indices. Real Estate Economics, 35, 349–382.CrossRef
go back to reference Bond, S. A., Hwang, S., & Marcato, G. (2012). Commercial real estate returns: An anatomy of smoothing in asset and index returns. Real Estate Economics, 40, 637–661.CrossRef Bond, S. A., Hwang, S., & Marcato, G. (2012). Commercial real estate returns: An anatomy of smoothing in asset and index returns. Real Estate Economics, 40, 637–661.CrossRef
go back to reference Boudry, W. I., Coulson, N. E., Kallberg, J. G., & Liu, C. H. (2012). On the hybrid nature of REITs. Journal of Real Estate Finance and Economics, 44, 230–249.CrossRef Boudry, W. I., Coulson, N. E., Kallberg, J. G., & Liu, C. H. (2012). On the hybrid nature of REITs. Journal of Real Estate Finance and Economics, 44, 230–249.CrossRef
go back to reference Byrne, P., & Lee, S. (1997). Real estate portfolio analysis under conditions of non-normality: The case of NCREIF. Journal of Real Estate Portfolio Management, 3, 37–46.CrossRef Byrne, P., & Lee, S. (1997). Real estate portfolio analysis under conditions of non-normality: The case of NCREIF. Journal of Real Estate Portfolio Management, 3, 37–46.CrossRef
go back to reference Campbell, J., & Thompson, S. (2008). Predicting excess stock returns out of sample: Can anything beat the historical average? Review of Financial Studies, 21, 1509–1531.CrossRef Campbell, J., & Thompson, S. (2008). Predicting excess stock returns out of sample: Can anything beat the historical average? Review of Financial Studies, 21, 1509–1531.CrossRef
go back to reference Case, B., Guidolin, M., & Yildirim, Y. (2014). Markov switching dynamics in REIT returns: Univariate and multivariate evidence on forecasting performance. Real Estate Economics, 42, 279–342.CrossRef Case, B., Guidolin, M., & Yildirim, Y. (2014). Markov switching dynamics in REIT returns: Univariate and multivariate evidence on forecasting performance. Real Estate Economics, 42, 279–342.CrossRef
go back to reference Chun, G., Sa-Aadu, J., & Shilling, J. (2004). The role of real estate in an institutional investor’s portfolio. Journal of Real Estate Finance and Economics, 29, 295–320.CrossRef Chun, G., Sa-Aadu, J., & Shilling, J. (2004). The role of real estate in an institutional investor’s portfolio. Journal of Real Estate Finance and Economics, 29, 295–320.CrossRef
go back to reference Clayton, J., & MacKinnon, G. (2001). The time-varying nature of the link between REIT, real estate and financial asset returns. Journal of Real Estate Portfolio Management, 7, 43–54.CrossRef Clayton, J., & MacKinnon, G. (2001). The time-varying nature of the link between REIT, real estate and financial asset returns. Journal of Real Estate Portfolio Management, 7, 43–54.CrossRef
go back to reference Clayton, J., Ling, D. C., & Naranjo, A. (2009). Commercial real estate valuation: Fundamentals versus investor sentiment. Journal of Real Estate Finance and Economics, 38, 5–37.CrossRef Clayton, J., Ling, D. C., & Naranjo, A. (2009). Commercial real estate valuation: Fundamentals versus investor sentiment. Journal of Real Estate Finance and Economics, 38, 5–37.CrossRef
go back to reference Cotter, J., & Roll, R. (2015). A comparative anatomy of residential REITs and private real estate markets: Returns, risks and distributional characteristics. Real Estate Economics, 43, 209–240.CrossRef Cotter, J., & Roll, R. (2015). A comparative anatomy of residential REITs and private real estate markets: Returns, risks and distributional characteristics. Real Estate Economics, 43, 209–240.CrossRef
go back to reference Crawford, G., & Fratantoni, M. (2003). Assessing the forecasting performance of regime switching, ARIMA and GARCH models of house prices. Real Estate Economics, 31, 223–243.CrossRef Crawford, G., & Fratantoni, M. (2003). Assessing the forecasting performance of regime switching, ARIMA and GARCH models of house prices. Real Estate Economics, 31, 223–243.CrossRef
go back to reference Dal Pra, G., Guidolin, M., Pedio, M., & Vasile, F. (2018). Regime shifts in excess stock return predictability: An out-of-sample portfolio analysis. Journal of Portfolio Management, 44, 10–24.CrossRef Dal Pra, G., Guidolin, M., Pedio, M., & Vasile, F. (2018). Regime shifts in excess stock return predictability: An out-of-sample portfolio analysis. Journal of Portfolio Management, 44, 10–24.CrossRef
go back to reference Dempster, A. P., Laird, N. M., & Rubin, D. B. (1977). Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society: Series B (Methodological), 39, 1–22. Dempster, A. P., Laird, N. M., & Rubin, D. B. (1977). Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society: Series B (Methodological), 39, 1–22.
go back to reference Fugazza, C., Guidolin, M., & Nicodano, G. (2007). Investing for the long-run in European real-estate. Journal of Real Estate Finance and Economics, 34, 35–80.CrossRef Fugazza, C., Guidolin, M., & Nicodano, G. (2007). Investing for the long-run in European real-estate. Journal of Real Estate Finance and Economics, 34, 35–80.CrossRef
go back to reference Fugazza, C., Guidolin, M., & Nicodano, G. (2009). Time and risk diversification in real estate investments: Assessing the ex-post economic values. Real Estate Economics, 37, 341–381.CrossRef Fugazza, C., Guidolin, M., & Nicodano, G. (2009). Time and risk diversification in real estate investments: Assessing the ex-post economic values. Real Estate Economics, 37, 341–381.CrossRef
go back to reference Füss, R., Stein, M., & Zietz, J. (2012). A regime-switching approach to modelling rental prices of UK real estate sectors. Real Estate Economics, 40, 317–350.CrossRef Füss, R., Stein, M., & Zietz, J. (2012). A regime-switching approach to modelling rental prices of UK real estate sectors. Real Estate Economics, 40, 317–350.CrossRef
go back to reference Geltner, D., MacGregor, B. D., & Schwann, G. M. (2003). Appraisal smoothing and price discovery in real estate markets. Urban Studies, 40(5/6), 1047–1064.CrossRef Geltner, D., MacGregor, B. D., & Schwann, G. M. (2003). Appraisal smoothing and price discovery in real estate markets. Urban Studies, 40(5/6), 1047–1064.CrossRef
go back to reference Ghysels, E., Plazzi, A., Torous, W.N. and Valkanov, R.I. (2013). Forecasting real estate prices. In Handbook of Economic Forecasting. pp. 509–580, Elsevier. Ghysels, E., Plazzi, A., Torous, W.N. and Valkanov, R.I. (2013). Forecasting real estate prices. In Handbook of Economic Forecasting. pp. 509–580, Elsevier.
go back to reference Goyal, A., & Welch, I. (2008). A comprehensive look at the empirical performance of equity premium prediction. Review of Financial Studies, 21, 1455–1508.CrossRef Goyal, A., & Welch, I. (2008). A comprehensive look at the empirical performance of equity premium prediction. Review of Financial Studies, 21, 1455–1508.CrossRef
go back to reference Guidolin, M., & Pedio, M. (2018). Essentials of time series for financial applications. Academic Press. San Diego, US Guidolin, M., & Pedio, M. (2018). Essentials of time series for financial applications. Academic Press. San Diego, US
go back to reference Guirguis, H., Giannikos, C., & Anderson, R. (2005). The US housing market: Asset pricing forecasts using time varying coefficients. Journal of Real Estate Finance and Economics, 30, 33–53.CrossRef Guirguis, H., Giannikos, C., & Anderson, R. (2005). The US housing market: Asset pricing forecasts using time varying coefficients. Journal of Real Estate Finance and Economics, 30, 33–53.CrossRef
go back to reference Hamilton, J. D. (1989). A new approach to the economic analysis of nonstationary time series and the business cycle. Econometrica, 57, 357–384.CrossRef Hamilton, J. D. (1989). A new approach to the economic analysis of nonstationary time series and the business cycle. Econometrica, 57, 357–384.CrossRef
go back to reference Henkel, S., Martin, J., & Nardari, F. (2011). Time-varying short-horizon predictability. Journal of Financial Economics, 99, 560–580.CrossRef Henkel, S., Martin, J., & Nardari, F. (2011). Time-varying short-horizon predictability. Journal of Financial Economics, 99, 560–580.CrossRef
go back to reference Hung, K., Onayev, Z., & Tu, C. (2008). Time-varying diversification effect of real estate in institutional portfolio. Journal of Real Estate Portfolio Management, 14, 241–261.CrossRef Hung, K., Onayev, Z., & Tu, C. (2008). Time-varying diversification effect of real estate in institutional portfolio. Journal of Real Estate Portfolio Management, 14, 241–261.CrossRef
go back to reference Karolyi, G. A., & Sanders, A. B. (1998). The variation of economic risk premiums in real estate returns. Journal of Real Estate Finance and Economics, 17, 245–262.CrossRef Karolyi, G. A., & Sanders, A. B. (1998). The variation of economic risk premiums in real estate returns. Journal of Real Estate Finance and Economics, 17, 245–262.CrossRef
go back to reference Lee, M. L., & Chiang, K. (2010). Long-run price behavior of equity REITs: Become more like common stocks after the early 1990s? Journal of Property Investment and Finance, 28, 454–465.CrossRef Lee, M. L., & Chiang, K. (2010). Long-run price behavior of equity REITs: Become more like common stocks after the early 1990s? Journal of Property Investment and Finance, 28, 454–465.CrossRef
go back to reference Ling, D., & Naranjo, A. (1997). Economic risk factors and commercial real estate returns. Journal of Real Estate Finance and Economics, 14, 283–301.CrossRef Ling, D., & Naranjo, A. (1997). Economic risk factors and commercial real estate returns. Journal of Real Estate Finance and Economics, 14, 283–301.CrossRef
go back to reference Ling, D. C., & Naranjo, A. (1999). The integration of commercial real estate markets and stock markets. Real Estate Economics, 27, 483–515.CrossRef Ling, D. C., & Naranjo, A. (1999). The integration of commercial real estate markets and stock markets. Real Estate Economics, 27, 483–515.CrossRef
go back to reference Ling, D. C., & Naranjo, A. (2015). Returns and information transmission dynamics in public and private real estate markets. Real Estate Economics, 43, 163–208.CrossRef Ling, D. C., & Naranjo, A. (2015). Returns and information transmission dynamics in public and private real estate markets. Real Estate Economics, 43, 163–208.CrossRef
go back to reference Ling, D. C., Naranjo, A., & Ryngaert, M. D. (2000). The predictability of equity REIT returns: Time variation and economic significance. Journal of Real Estate Finance and Economics, 20, 117–136.CrossRef Ling, D. C., Naranjo, A., & Ryngaert, M. D. (2000). The predictability of equity REIT returns: Time variation and economic significance. Journal of Real Estate Finance and Economics, 20, 117–136.CrossRef
go back to reference Liow, K., Chen, Z., & Liu, J. (2011). Multiple regimes and volatility transmission in securitized real estate markets. Journal of Real Estate Finance and Economics, 42, 295–328.CrossRef Liow, K., Chen, Z., & Liu, J. (2011). Multiple regimes and volatility transmission in securitized real estate markets. Journal of Real Estate Finance and Economics, 42, 295–328.CrossRef
go back to reference Liu, C. H., & Mei, J. (1992). The predictability of returns on equity REITs and their co-movement with other assets. Journal of Real Estate Finance and Economics, 5, 401–418.CrossRef Liu, C. H., & Mei, J. (1992). The predictability of returns on equity REITs and their co-movement with other assets. Journal of Real Estate Finance and Economics, 5, 401–418.CrossRef
go back to reference Liu, C. H., & Mei, J. (1994). The predictability of real estate returns and market timing. Journal of Real Estate Finance and Economics, 8, 115–135.CrossRef Liu, C. H., & Mei, J. (1994). The predictability of real estate returns and market timing. Journal of Real Estate Finance and Economics, 8, 115–135.CrossRef
go back to reference MacKinnon, G., & Al Zaman, A. (2009). Real estate for the long term: The effect of return predictability on long-horizon allocations. Real Estate Economics, 37, 117–153.CrossRef MacKinnon, G., & Al Zaman, A. (2009). Real estate for the long term: The effect of return predictability on long-horizon allocations. Real Estate Economics, 37, 117–153.CrossRef
go back to reference Neil Myer, F., & Webb, J. (1993). Return properties of equity REITs, common stocks, and commercial real estate: A comparison. Journal of Real Estate Research, 8, 87–106.CrossRef Neil Myer, F., & Webb, J. (1993). Return properties of equity REITs, common stocks, and commercial real estate: A comparison. Journal of Real Estate Research, 8, 87–106.CrossRef
go back to reference Nelling, E., & Gyourko, J. (1998). The predictability of equity REIT returns. Journal of Real Estate Research, 16, 251–268.CrossRef Nelling, E., & Gyourko, J. (1998). The predictability of equity REIT returns. Journal of Real Estate Research, 16, 251–268.CrossRef
go back to reference Okunev, J., Wilson, P., & Zurbruegg, R. (2000). The casual relationship between real estate and stock markets. Journal of Real Estate Finance and Economics, 21, 251–261.CrossRef Okunev, J., Wilson, P., & Zurbruegg, R. (2000). The casual relationship between real estate and stock markets. Journal of Real Estate Finance and Economics, 21, 251–261.CrossRef
go back to reference Ooi, J. T., Wang, J., & Webb, J. R. (2009). Idiosyncratic risk and REIT returns. Journal of Real Estate Finance and Economics, 38, 420–442.CrossRef Ooi, J. T., Wang, J., & Webb, J. R. (2009). Idiosyncratic risk and REIT returns. Journal of Real Estate Finance and Economics, 38, 420–442.CrossRef
go back to reference Pagliari, J. L., Jr. (2017). Another take on real estate's role in mixed-asset portfolio allocations. Real Estate Economics, 45, 75–132.CrossRef Pagliari, J. L., Jr. (2017). Another take on real estate's role in mixed-asset portfolio allocations. Real Estate Economics, 45, 75–132.CrossRef
go back to reference Rapach, D. E., Strauss, J. K., & Zhou, G. (2010). Out-of-sample equity premium prediction: Combination forecasts and links to the real economy. Review of Financial Studies, 23, 821–862.CrossRef Rapach, D. E., Strauss, J. K., & Zhou, G. (2010). Out-of-sample equity premium prediction: Combination forecasts and links to the real economy. Review of Financial Studies, 23, 821–862.CrossRef
go back to reference Rapach, D., & Zhou, G. (2013). Forecasting stock returns. In Handbook of economic forecasting. pp. 328-383, Elsevier . Rapach, D., & Zhou, G. (2013). Forecasting stock returns. In Handbook of economic forecasting. pp. 328-383, Elsevier .
go back to reference Rerhing, C. (2012). Real estate in a mixed-asset portfolio: The role of the investment horizon. Real Estate Economics, 40, 65–95.CrossRef Rerhing, C. (2012). Real estate in a mixed-asset portfolio: The role of the investment horizon. Real Estate Economics, 40, 65–95.CrossRef
go back to reference Sa-Aadu, J., Shilling, J., & Tiwari, A. (2010). On the portfolio properties of real estate in good times and bad times. Real Estate Economics, 38, 529–565.CrossRef Sa-Aadu, J., Shilling, J., & Tiwari, A. (2010). On the portfolio properties of real estate in good times and bad times. Real Estate Economics, 38, 529–565.CrossRef
go back to reference Seiler, M., Webb, J., & Neil Mye, F. (2001). Can private real estate portfolios be rebalanced/diversified using equity REIT shares? Journal of Real Estate Portfolio Management, 7, 25–41.CrossRef Seiler, M., Webb, J., & Neil Mye, F. (2001). Can private real estate portfolios be rebalanced/diversified using equity REIT shares? Journal of Real Estate Portfolio Management, 7, 25–41.CrossRef
go back to reference Serrano, C., & Hoesli, M. (2010). Are securitized real estate returns more predictable than stock returns? Journal of Real Estate Finance and Economics, 41, 170–192.CrossRef Serrano, C., & Hoesli, M. (2010). Are securitized real estate returns more predictable than stock returns? Journal of Real Estate Finance and Economics, 41, 170–192.CrossRef
go back to reference Timmermann, A. (2008). Elusive return predictability. International Journal of Forecasting, 24, 1–18.CrossRef Timmermann, A. (2008). Elusive return predictability. International Journal of Forecasting, 24, 1–18.CrossRef
go back to reference Wong, S. K., Yiu, C. Y., & Chau, K. W. (2012). Liquidity and information asymmetry in the real estate market. Journal of Real Estate Finance and Economics, 45, 49–62.CrossRef Wong, S. K., Yiu, C. Y., & Chau, K. W. (2012). Liquidity and information asymmetry in the real estate market. Journal of Real Estate Finance and Economics, 45, 49–62.CrossRef
Metadata
Title
The Predictability of Real Estate Excess Returns: An Out-of-Sample Economic Value Analysis
Authors
Massimo Guidolin
Manuela Pedio
Milena T. Petrova
Publication date
10-08-2020
Publisher
Springer US
Published in
The Journal of Real Estate Finance and Economics / Issue 1/2023
Print ISSN: 0895-5638
Electronic ISSN: 1573-045X
DOI
https://doi.org/10.1007/s11146-020-09769-2

Other articles of this Issue 1/2023

The Journal of Real Estate Finance and Economics 1/2023 Go to the issue