Credit Scoring Model for Payroll Issuers: A Real Case

被引:1
|
作者
Fuentes-Cabrera, Jose [1 ]
Perez-Vicente, Hugo [2 ]
机构
[1] Univ Nacl Autonoma Mexico, FES Acatlan, Naucalpan 53150, State Of Mexico, Mexico
[2] Anahuac Univ, Ctr Top Management Engn & Technol CADIT, Huixquilucan 52786, State Of Mexico, Mexico
关键词
Credit scoring; Logistic regression; Churn analysis; Data mining;
D O I
10.1007/978-3-319-27101-9_42
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present the development of a credit score model for payroll issuers based on a credit scoring methodology. Typically, in the Mexican banking system, it is common to provide and administer payroll service for companies via third parties (outsourcing). This service allows employees to get payroll loans of which periodic payment is retained automatically by the creditor. However, if their relationship with the company is lost, the payment is omitted incresing the risk of default. Addressing the problem described, a statistical model was built to predict whether a payroll issuer will churn in the next six months, this allows the decision maker to determine the appropriate business retention actions in order to avoid future payment loan losses. Results showed that the developed model facilitates a practical interpretation based on scoring system and showed stability when it was implemented.
引用
收藏
页码:547 / 559
页数:13
相关论文
共 50 条
  • [1] Credit scoring model: a comparative study based on Chinese real credit data
    Ren Jinzheng
    Chen Baofeng
    [J]. INTERNATIONAL CONFERENCE ON MANAGEMENT INNOVATION, VOLS 1 AND 2, 2007, : 425 - 429
  • [2] UDAP Regulations for Credit Card Issuers
    Huizinga, James
    McEneney, Michael
    Van De Weert, John
    Kaufmann, Karl
    [J]. BUSINESS LAWYER, 2009, 64 (02): : 639 - 652
  • [3] Feature Selection in a Credit Scoring Model
    Laborda, Juan
    Ryoo, Seyong
    [J]. MATHEMATICS, 2021, 9 (07)
  • [4] A RASCH MODEL FOR PARTIAL CREDIT SCORING
    MASTERS, GN
    [J]. PSYCHOMETRIKA, 1982, 47 (02) : 149 - 174
  • [5] Constructing a reassigning credit scoring model
    Chuang, Chun-Ling
    Lin, Rong-Ho
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (02) : 1685 - 1694
  • [6] A CREDIT SCORING MODEL FOR PERSONAL LOANS
    STEENACKERS, A
    GOOVAERTS, MJ
    [J]. INSURANCE MATHEMATICS & ECONOMICS, 1989, 8 (01): : 31 - 34
  • [7] The use of MSD model in credit scoring
    Konstantinos Falangis
    [J]. Operational Research, 2007, 7 (3) : 481 - 503
  • [8] Multinomial model in consumer credit scoring
    Sarlija, N
    Bensic, M
    Bohacek, Z
    [J]. PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON OPERATIONAL RESEARCH - KOI 2004, 2005, : 193 - 202
  • [9] Credit Fraud Detection Based on Hybrid Credit Scoring Model
    Chen, Keqin
    Yadav, Amit
    Khan, Asif
    Zhu, Kun
    [J]. INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA SCIENCE, 2020, 167 : 2 - 8
  • [10] BANK CREDIT CARDS - ISSUERS, MERCHANTS, AND USERS
    CLEVELAND, AG
    [J]. BANKING LAW JOURNAL, 1973, 90 (09): : 719 - 744