针对抵押贷款违约概率的气候压力测试

IF 7.5 1区 经济学 Q1 BUSINESS, FINANCE International Review of Financial Analysis Pub Date : 2024-07-25 DOI:10.1016/j.irfa.2024.103497
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引用次数: 0

摘要

热带气旋等极端自然灾害发生的概率很低,但对社会和经济的影响却很大,包括对金融机构的波及。我们提出了一个对抵押贷款违约概率进行气候压力测试的框架。我们估算了一个基于生存分析的动态信用评分模型,并利用热带气旋的风速建立了一个相对损害指数。我们考虑了不同重现期的热带气旋风速情景。我们分析了路易斯安那州发放的约 190,000 笔抵押贷款组合,该州是美国受热带气旋影响最严重的州之一。我们的研究结果表明,海岸线地区最容易受到热带气旋的严重破坏。如果该地区遭受重现期为 1,000 年一遇的特大灾害,则与没有热带气旋的基线情景相比,违约概率会增加约 9 个百分点。然而,保险覆盖面减轻了这一结果。在没有保险的情况下,这一比例增加到近 20%。
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Climate stress testing for mortgage default probability

Extreme natural disasters, such as tropical cyclones, have a low probability of materialising, but a high social and economic impact, including spillover to financial institutions. We propose a framework for performing a climate-stress testing exercise for the default probability of mortgage loans. We estimated a dynamic credit scoring model based on survival analysis with a relative damage index built using the wind speed of tropical cyclones. We considered scenarios involving tropical cyclone wind speeds with different return periods. We analyse a portfolio of approximately 190,000 mortgage loans granted in Louisiana, one of the US states most affected by tropical cyclones. Our findings suggest that coastline areas are most exposed to severe damage from tropical cyclones. If the geographical area is exposed to an event with a very large return period of 1-in-1,000 years, the probability of default increases by approximately nine percentage points compared to a baseline scenario in the absence of tropical cyclones. However, this finding was mitigated by the insurance coverage. This percentage increases to almost 20 percent in the absence of insurance coverage.

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来源期刊
CiteScore
10.30
自引率
9.80%
发文量
366
期刊介绍: The International Review of Financial Analysis (IRFA) is an impartial refereed journal designed to serve as a platform for high-quality financial research. It welcomes a diverse range of financial research topics and maintains an unbiased selection process. While not limited to U.S.-centric subjects, IRFA, as its title suggests, is open to valuable research contributions from around the world.
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