银行产品组合、多元化与绩效的变化:多元GARCH在加拿大数据中的应用

Christian Calmès, Raymond Théoret
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引用次数: 8

摘要

数据显示,银行业绩的变化可归因于更多地参与非传统活动。事实上,以市场为导向的银行业提高了银行的会计回报,代价是财务业绩的波动性加大。本文的动机是研究银行产品组合对多元化和绩效的影响。由于我们的数据和方法,我们能够对文献中关于市场银行多元化的好处的明显矛盾的结果进行新的阐释。一些关键的条件波动表明,这些好处实际上可能随着商业周期和时间的推移而变化。使用基于多元GARCH程序和改进的Hausman检验的新框架,我们的主要发现表明,相对于传统银行的业务线,非利息收入的大多数组成部分实际上提供了不可忽略的多样化收益。在正常情况下,多元化甚至对与市场导向的银行业务最相关的部分(即交易收入和资本市场费用)也有效。然而,在危机期间,除了起到缓冲作用的保险和证券化之外,这些多样化的好处似乎对大多数组成部分都消失了,这并不奇怪。与文献一致,我们还发现,尽管银行业务模式发生了变化,但与银行传统业务相关的费用——存款、信用卡和贷款费用——仍然是最稳定、最有利可图的收入来源。
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The Change in Banks' Product Mix, Diversification and Performance: An Application of Multivariate GARCH to Canadian Data
Data suggest a change in banks’ performance attributable to a greater involvement in non-traditional activities. Indeed, market-oriented banking increases banks’ accounting returns at the cost of a higher volatility in financial results. The motivation of this paper is to study how bank product mix impacts diversification and performance. Thanks to our data and methodology we are able to shed new light on the apparently contradictory results found in the literature regarding the benefits to diversify in market-based banking. Some keys conditional volatilities reveal these benefits may in fact vary both over the business cycles and through time. Using a new framework based on a multivariate GARCH procedure and a modified Hausman test, our main findings suggest that most components of non-interest income actually provide non-negligible diversification benefits with respect to traditional banks’ business lines. In normal times, diversification even works for the components most related to market-oriented banking, i.e., trading income and capital markets fees. Not so surprisingly however, during crisis episodes these diversification benefits seem to vanish for most of the components, except for insurance and securitization, which act as buffers. Consistent with the literature, we also find that, despite the evolution of the banking business model, fees related to banks’ traditional activities – deposit, credit card and loan fees – remain the most stable and profitable sources of income.
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