Fundamental Credit Analysis through Dynamical Modeling and Simulation of the Balance Sheet: Case Study of Chinese Real Estate Developers

IF 0.4 Q4 BUSINESS, FINANCE
J. W. Xu
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引用次数: 0

Abstract

Fundamental credit analysis, widely performed by fixed-income analysts and financial institutions, has yet to develop a method that computes, directly from a company’s financial statements, the default probability, recovery rate upon default, and the fundamental valuation of a company’s credit risk in terms of the prices of its debts. This article introduces a computationally scalable approach to achieve these goals by modeling the dynamics of the multidimensional balance sheet, in which default is defined as the negative level of cash. Using six to eight years of annual financial statements up till 2020 as inputs, the method is applied to several Chinese real estate developers to forecast by simulation their future financials, including default scenarios, and to derive their fundamental credit spreads. The results both agreed and disagreed with the market-traded credit spreads at the time of the forecasts. The model priced the China Evergrande Group’s debt in deep distress-levels more than six months before the company’s actual default.
基于资产负债表动态建模与仿真的基础信用分析——以中国房地产开发商为例
固定收益分析师和金融机构广泛进行的基本信用分析尚未开发出一种方法,直接从公司的财务报表中计算违约概率、违约回收率,以及根据债务价格对公司信用风险的基本估值。本文介绍了一种可计算扩展的方法,通过对多维资产负债表的动态建模来实现这些目标,其中违约被定义为负现金水平。该方法以截至2020年的六到八年年度财务报表为输入,应用于几家中国房地产开发商,通过模拟其未来财务状况(包括违约情况)进行预测,并得出其基本信用利差。结果与预测时的市场交易信用利差既一致又不一致。该模型在中国恒大集团实际违约六个多月前将其陷入深度困境的债务定价。
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来源期刊
Journal of Structured Finance
Journal of Structured Finance BUSINESS, FINANCE-
CiteScore
0.60
自引率
25.00%
发文量
28
期刊介绍: The Journal of Structured Finance (JSF) is the only international, peer-reviewed journal devoted to empirical analysis and practical guidance on structured finance instruments, techniques, and strategies. JSF covers a wide range of topics including credit derivatives and synthetic securitization, secondary trading in the CDO market, securitization in emerging markets, trends in major consumer loan categories, accounting, regulatory, and tax issues in the structured finance industry.
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