Inter-portfolio credit risk contagion including macroeconomic and financial factors: A case study for Ecuador

被引:3
|
作者
Uquillas, Adriana [1 ]
Tonato, Ronny [2 ]
机构
[1] Escuela Politec Nacl, Dept Math, Quito, Ecuador
[2] Escuela Politec Nacl, Quito, Ecuador
关键词
Credit risk; Contagion; Cross risk; Stress testing models; Vector autoregressive models; NON-PERFORMING LOANS; DETERMINANTS;
D O I
10.1016/j.eap.2021.11.006
中图分类号
F [经济];
学科分类号
02 ;
摘要
Daily banking practice suggests that there may be contagion effects between portfolios, a fact that has been explicitly recognized through current regulation. This paper describes a model that distinguishes between delinquency in each portfolio and allows inter-portfolio credit risk contagion, including macroeconomic and financial factors. Also, multivariate scenarios regarding portfolios' credit risks were simulated. The private banking system of Ecuador was explored from January 2005 to December 2018. Delinquency among consumers, microcredit, and housing portfolios and their exogenous determinants were simultaneously quantified using a Bayesian vector autoregressive model. The results show that shocks in exogenous variables are often transmitted immediately in all portfolios. Simultaneously, the autoregressive terms take up to six months to affect these variables, but not cumulatively. A unit of shock in consumer delinquency causes an increase in microcredit delinquency immediately, and this effect is maintained until one month later, where it stabilizes and disappears at the tenth month. Furthermore, a unit of shock in microcredit delinquency produces an increase in consumer delinquency only in the medium term, after seven months. Including inter-portfolio linkages in credit, risk quantification allows to understand the micro-dynamics of absolute risk better and to evaluate the systemic importance of individual shocks since their impact spreads among portfolios with a domino effect. Further research in this area might focus on how to use these techniques as operational tools to incorporate financial stability considerations into control risk policy decision-making. (C) 2021 Economic Society of Australia, Queensland. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:299 / 320
页数:22
相关论文
共 28 条
  • [1] Integrating macroeconomic risk factors into credit portfolio models
    Hamerle, Alfred
    Dartsch, Andreas
    Jobst, Rainer
    Plank, Kilian
    [J]. JOURNAL OF RISK MODEL VALIDATION, 2011, 5 (02): : 3 - 24
  • [2] SOVEREIGN CREDIT RISK, MACROECONOMIC DYNAMICS, AND FINANCIAL CONTAGION: EVIDENCE FROM JAPAN
    Qian, Zongxin
    Wang, Wendun
    Ji, Kan
    [J]. MACROECONOMIC DYNAMICS, 2017, 21 (08) : 2096 - 2120
  • [3] ANALYSIS OF THE IMPACT OF MACROECONOMIC FACTORS ON INTER-INDUSTRY CREDIT RISK CONTAGION BASED ON THE MODIFIED KMV MODEL
    Shen, Chuan-He
    Tian, Meng-Jie
    Fu, Yuan-Zhai
    [J]. JOURNAL OF NONLINEAR AND CONVEX ANALYSIS, 2020, 21 (07) : 1591 - 1604
  • [4] Forecasting and decomposition of portfolio credit risk using macroeconomic and frailty factors
    Lee, Yongwoong
    Poon, Ser-Huang
    [J]. JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 2014, 41 : 69 - 92
  • [5] The Macroeconomic Impact on Bank's Portfolio Credit Risk: The Colombian Case
    Camilo Galvis-Ciro, Juan
    de Moraes, Claudio Oliveira
    Garcia-Lopera, Jaime
    [J]. EMERGING MARKETS FINANCE AND TRADE, 2023, 59 (01) : 60 - 77
  • [6] MACROECONOMIC FACTORS OF CONSUMER LOAN CREDIT RISK: THE CASE OF LITHUANIA
    Keliuotyte-Staniuleniene, Greta
    Kanapickiene, Rasa
    Vasiliauskaite, Deimante
    Spicas, Renatas
    [J]. TRANSFORMATIONS IN BUSINESS & ECONOMICS, 2023, 22 (03):
  • [7] An empirical study on credit risk management: the case of nonbanking financial companies
    Mall, Sunita
    [J]. JOURNAL OF CREDIT RISK, 2018, 14 (03): : 49 - 66
  • [8] A factor-based approach of bond portfolio value-at-risk: The informational roles of macroeconomic and financial stress factors
    Tu, Anthony H.
    Chen, Cathy Yi-Hsuan
    [J]. JOURNAL OF EMPIRICAL FINANCE, 2018, 45 : 243 - 268
  • [9] The Role of Risk Forecast and Risk Tolerance in Portfolio Management: A Case Study of the Chinese Financial Sector
    Liu, Jianxu
    Cheng, Yangnan
    Li, Xiaoqing
    Sriboonchitta, Songsak
    [J]. AXIOMS, 2022, 11 (03)
  • [10] Effect of Psychological Factors on Credit Risk: A Case Study of the Microlending Service in Mongolia
    Ganbat, Mandukhai
    Batbaatar, Erdenebileg
    Bazarragchaa, Ganzul
    Ider, Togtuunaa
    Gantumur, Enkhjargalan
    Dashkhorol, Lkhamsuren
    Altantsatsralt, Khosgarig
    Nemekh, Mandakhbayar
    Dashdondog, Erdenebaatar
    Namsrai, Oyun-Erdene
    [J]. BEHAVIORAL SCIENCES, 2021, 11 (04)