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Real-Estate Risk Effects on Financial Institutions' Stock Return Distribution: a Bivariate GARCH Analysis

机译:房地产风险对金融机构股票收益分配的影响:双变量GARCH分析

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摘要

This paper examines two relationships using the bivariate generalized autoregressive conditionally heteroskedastic (GARCH) methodology. First, the relationship between equity returns of commercial banks, savings and loans (S&Ls) and life insurance companies (LICs), and those of the real-estate investment trusts (REITs), a proxy for the real-estate sector performance. Second, the relationship between conditional volatilities of the stock returns of these financial intermediaries (FIs) and that of REITs. The former relationship allows the spillover of returns between the real-estate and the financial intermediation sector to be analyzed. The latter allows an investigation of the prevalence, direction and strength of inter-sectoral risk transmission to be carried out. Several interesting results are obtained. First, the equity returns of the FIs considered follow a GARCH process and should be modeled accordingly. Second, as found in the literature, returns on REITs should be modeled using the Fama-French multiple factor model. However, this model has to be extended to incorporate a GARCH error structure. Third, all FI returns considered are highly sensitive to REIT returns and the effects are both statistically and economically significant. This is an indication that shocks to REITs returns spillover to the former markets. Fourth, spillover of increased volatility in the real-estate sector to S&Ls and LICs is significant but not to commercial banks.
机译:本文使用双变量广义自回归条件异方差(GARCH)方法研究了两个关系。首先,商业银行,储蓄和贷款(S&L)和人寿保险公司(LIC)的股票收益与房地产投资信托(REIT)的收益之间的关系,房地产投资信托是房地产部门业绩的代理。其次,这些金融中介机构和房地产投资信托基金的股票收益率条件波动率之间的关系。前者的关系可以分析房地产和金融中介部门之间收益的溢出效应。后者允许对部门间风险传递的发生率,方向和强度进行调查。获得了几个有趣的结果。首先,所考虑的金融机构的股本回报率遵循GARCH程序,因此应进行建模。其次,正如文献所发现的那样,应该使用Fama-French多因素模型对REIT的收益进行建模。但是,必须扩展此模型以合并GARCH错误结构。第三,所有考虑的金融投资回报对房地产投资信托回报都高度敏感,其影响在统计和经济上均十分重要。这表明对房地产投资信托基金的冲击使溢出效应回到了以前的市场。第四,房地产市场波动性的增加对S&L和LIC的影响很大,但对商业银行却没有。

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