Research Article

[Retracted] Big Data Analytics for Complex Credit Risk Assessment of Network Lending Based on SMOTE Algorithm

Table 1

Basic information of data.

No.VariablesActual meaningData processing

1IDUser ID
2BorrowTypeType of standards1: credit certification standard; 2: institutional guarantee standard; 3: field certification standard
3TitleLoan title1: capital turnover; 2: expansion of production/operation; 3: decoration; 4: purchase of goods/raw materials/equipment; 5: daily life consumption; 6: purchase of cars; 7: investment in entrepreneurship; 8: purchase of house; 9: online store stocking/business expansion/capital turnover; 10: education and training expenditures; 11: marriage expenses; 12: others
4AmountLoan amount0∼10
5InterestInterest rate
6TermRepayment period
7LoanTypeWay of guarantee1: principal; 2: principal + interest
8PrepaymentPrepayment
RateRate
9GenderGender0: female; 1: male
10AgeAge
11EducationEducation1: high school or below; 2: junior college; 3: undergraduate; 4: graduate or above
12MarriageMarriage1: married; 2: unmarried; 3: divorced; 4: widowed
13FieldCompany industry0: one; 1: retail/wholesale; 2: manufacturing; 3: public utilities; 4: catering/hotel industry; 5: construction engineering; 6: nonprofit organization; 7: education/training; 8: transportation industry; 9: IT; 10: finance/law; 11: medical/hygiene/health; 12: government agencies; 13: others
14SizeCompany scale0: one; 1: <10 persons; 2: 10–100 persons; 3: 100–500 persons; 4: >500 persons
15EmpLengthYears of working1: 1 year or less; 2: 1–3 years (including 3 years); 3: 3–5 years (including 5 years); 4: more than 5 years
16IncomeIncome12000∼5000 RMB; 25000∼10000 RMB; 310000∼20000 RMB; 420000∼50000 RMB; more than 550000 RMB
17HouseHouse0: no; 1: yes
18MortgageMortgage0: no; 1: yes
19CarCar0: no; 1: yes
20AutoloanCar loan0: no; 1: yes
21ScoreCredit score
22GradeCredit rating1:A; 2: B; 3: C; 4: D; 5: E; 6: IIR
23ApplicationBorrowing application
24SucceedSuccessful borrowing
25PaidNumber of paying off
26TotalTotal amount of borrowing0∼10
27OverdueOverdue times
28StatusRepayment situation0: overdue time >0; 1: overdue time = 0