Shared exposures or management fashions? Antecedents of convergence in the insurance and banking industries

IF 1.7 3区 经济学 Q2 BUSINESS, FINANCE
Lei Fang, Gianvito Lanzolla, Andreas Tsanakas
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引用次数: 0

Abstract

We study convergence in the attention of decision-makers across the insurance and banking industries. Our analysis is based on textual risk disclosures (10-K reports, 2006–2018), providing a snapshot of corporate priorities and contexts. We theoretically link convergence with decision-making contexts via the Attention-Based View. Leveraging strategic management theory, we identify antecedents of convergence in attention and, therefore, potentially, risk contagion. These include common trends in the macro-environment, substitution threats, and management fashions. We combine this theoretical framework with machine learning tools to create quantitative measures of convergence in attention and its antecedents. We find that the proposed measure of convergence is predictive of inter- and intra-industry stock correlations. Finally, based on regression and sensitivity analyses, we identify the relative importance of different antecedents, showing that shared risk management fashions largely drive Inter-industry convergence in attention. This highlights challenges when interpreting regulatory text data in the context of predicting contagion risk.

Abstract Image

共享公开还是管理模式?保险业和银行业融合的先兆
我们研究了保险和银行业决策者注意力的趋同。我们的分析基于文本风险披露(2006-2018年10-K报告),提供了企业优先事项和背景的快照。从理论上讲,我们通过基于注意的观点将趋同与决策环境联系起来。利用战略管理理论,我们确定了注意力趋同的先决条件,因此,潜在的风险传染。这些包括宏观环境中的共同趋势、替代威胁和管理模式。我们将这一理论框架与机器学习工具相结合,以创建注意力收敛及其先决条件的定量测量。我们发现,所提出的收敛度量可以预测行业间和行业内的股票相关性。最后,基于回归分析和敏感性分析,我们确定了不同前因的相对重要性,表明共享风险管理模式在很大程度上推动了行业间注意力的趋同。这突出了在预测传染风险的背景下解释监管文本数据时的挑战。
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来源期刊
CiteScore
3.50
自引率
15.80%
发文量
43
期刊介绍: The Journal of Risk and Insurance (JRI) is the premier outlet for theoretical and empirical research on the topics of insurance economics and risk management. Research in the JRI informs practice, policy-making, and regulation in insurance markets as well as corporate and household risk management. JRI is the flagship journal for the American Risk and Insurance Association, and is currently indexed by the American Economic Association’s Economic Literature Index, RePEc, the Social Sciences Citation Index, and others. Issues of the Journal of Risk and Insurance, from volume one to volume 82 (2015), are available online through JSTOR . Recent issues of JRI are available through Wiley Online Library. In addition to the research areas of traditional strength for the JRI, the editorial team highlights below specific areas for special focus in the near term, due to their current relevance for the field.
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