Credit scoring methods: Latest trends and points to consider

被引:22
|
作者
Markov, Anton [1 ]
Seleznyova, Zinaida [1 ]
Lapshin, Victor [1 ]
机构
[1] Natl Res Univ Higher Sch Econ, 20 Myasnitskaya Ulitsa, Moscow 101000, Russia
来源
基金
俄罗斯科学基金会;
关键词
Credit scoring; Survey; Statistics; Machine learning; Data mining; Performance assessment; SUPPORT VECTOR MACHINES; FEATURE-SELECTION; ENSEMBLE CLASSIFICATION; GENETIC ALGORITHM; BIG DATA; DEFAULT PREDICTION; RISK-ASSESSMENT; MODEL; OPTIMIZATION; SYSTEM;
D O I
10.1016/j.jfds.2022.07.002
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Credit risk is the most significant risk by impact for any bank and financial institution. Accurate credit risk assessment affects an organisation's balance sheet and income statement, since credit risk strategy determines pricing, and might even influence seemingly unrelated domains, e.g. marketing, and decision-making. This article aims at providing a systemic review of the most recent (2016-2021) articles, identifying trends in credit scoring using a fixed set of questions. The survey methodology and questionnaire align with previous similar research that analyses articles on credit scoring published in 1991-2015. We seek to compare our results with previous periods and highlight some of the recent best practices in the field that might be useful for future researchers. (c) 2022 The Authors. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:180 / 201
页数:22
相关论文
共 50 条
  • [21] Environmental Contaminants - Heavy Metals Origin - Analytical Methods - Points to Consider
    Hofmann, A.
    PLANTA MEDICA, 2011, 77 (12) : 1241 - 1241
  • [22] Methodologic points to consider
    Labrecque, M
    CANADIAN FAMILY PHYSICIAN, 2004, 50 : 858 - 858
  • [23] FROM CREDIT SCORING TO REGULATORY SCORING: COMPARING CREDIT SCORING MODELS FROM A REGULATORY PERSPECTIVE
    Xia, Yufei
    Liao, Zijun
    Xu, Jun
    LI, Yinguo
    TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY, 2022, 28 (06) : 1954 - 1990
  • [24] Points scoring and planimeter methods in the biofilm denture quantification.
    Fernandes, RAG
    Zaniquelli, O
    Paranhos, HFO
    JOURNAL OF DENTAL RESEARCH, 2002, 81 : B185 - B185
  • [25] Impact of resampling methods and classification models on the imbalanced credit scoring problems
    Xiao, Jin
    Wang, Yadong
    Chen, Jing
    Xie, Ling
    Huang, Jing
    INFORMATION SCIENCES, 2021, 569 (569) : 508 - 526
  • [26] Applications of classification trees to consumer credit scoring methods in commercial banks
    Li, X
    Ying, WY
    Tuo, JY
    Li, B
    Liu, WH
    2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 4112 - 4117
  • [27] Ensemble methods for credit scoring of Chinese peer-to-peer loans
    Cao, Wei
    He, Yun
    Wang, Wenjun
    Zhu, Weidong
    Demazeau, Yves
    JOURNAL OF CREDIT RISK, 2021, 17 (03): : 79 - 115
  • [28] Points scoring
    不详
    IRISH VETERINARY JOURNAL, 1999, 52 (09) : 475 - 475
  • [29] Scoring points
    Simpson, B
    NEW SCIENTIST, 1997, 153 (2072) : 49 - 49
  • [30] Credit scoring on trial
    不详
    EXPERT SYSTEMS, 1998, 15 (01) : 60 - 60