Financial Contagion of Russian Companies during the COVID-19 Pandemic

Марина Малкина, Дмитрий Рогачев
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Abstract

The article examines the financial contagion of Russian companies during the pandemic COVID-19. Financial contagion refers to the strengthening of interconnections between segments of the financial market during a crisis, when turbulence from one market is transferred to others, and the relationship between parameters goes beyond normal market interactions. The study involved shares of 27 companies in the energy, financial, telecommunications, consumer and raw materials sectors of the Russian economy. As exogenous variables supposedly influencing the market values of these companies, we tested the rouble exchange rate against the US dollar, the spot price of Urals oil and the yield on annual government bonds (proxies for the cost of borrowings). Identification of the potential contagion period was based of the sliding coefficientof variation of these variables. The construction of VARX models convincingly proved the increasing influenceof the exchange rate and the bond yield rate on the fundamental (market) return of Russian companies in the short term (during the acute phase of the pandemic) and the delayed impact of oil prices on it, which manifested itself during the chronic crisis. Contagion testing was also carried out on the basis of a change (growth) in the coefficient of determination in the acute phase of the pandemic as compared to the pre-crisis and post-crisis periods. For a more accurate assessment of the contribution of each variable to contagion, we used the method of source decomposition of the coefficient of determination with a correction for heteroscedasticity. This made it possible to identify the companies most vulnerable tofinancial contagion during the pandemic, and the sources of their contagion, as well as the market segments that showed the greatest resilience. The study can be useful for managers in maintaining their companies’ market value, for investors in effective portfolio diversification, and for public authorities when pursuing a policy of financial stabilization in a crisis. The limitations of the study are related to the imperfections of the VARX models method, as well as to the specifics of the pandemic crisis, the conclusions from which can only be partially applied to other types of crises.
COVID-19 大流行期间俄罗斯公司的金融疫情
本文研究了 COVID-19 大流行期间俄罗斯公司的金融传染。金融传染是指在危机期间,金融市场各部分之间的相互联系加强,此时一个市场的动荡会转移到其他市场,各参数之间的关系超出了正常的市场互动。这项研究涉及俄罗斯经济中能源、金融、电信、消费和原材料领域的 27 家公司的股票。作为可能影响这些公司市场价值的外生变量,我们测试了卢布对美元的汇率、乌拉尔石油现货价格和年度政府债券收益率(借贷成本的代理变量)。根据这些变量的滑动变异系数来确定潜在的传染期。VARX 模型的构建令人信服地证明了汇率和债券收益率在短期内(大流行病急性期)对俄罗斯公司基本(市场)收益率的影响越来越大,而石油价格对其影响的延迟性在长期危机中表现得淋漓尽致。此外,还根据与危机前和危机后相比,大流行病急性期决定系数的变化(增长)进行了传染测试。为了更准确地评估各变量对传染的影响,我们采用了对决定系数进行源分解并对异方差进行校正的方法。这使得我们能够确定在大流行病期间最容易受到金融传染影响的公司及其传染源,以及表现出最大复原力的细分市场。这项研究有助于管理者维护公司的市场价值,有助于投资者有效地分散投资组合,也有助于公共当局在危机中推行金融稳定政策。研究的局限性在于 VARX 模型方法的不完善以及大流行病危机的特殊性,其结论只能部分地应用于其他类型的危机。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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