Current location - Loan Platform Complete Network - Loan intermediary - Credit card scoring model
Credit card scoring model

What do you mean by credit card A and B?

by implementing a scoring system for customers, we can judge whether the customers are of high quality or not. A card (ApplicationScoreCard), application scorecard

B card (BehaviorScoreCard

) Because the retail credit business has the characteristics of many transactions, small single amount and abundant data, it is necessary to carry out intelligent and probabilistic management mode. The credit scoring model uses modern mathematical statistics model technology, and through deep data mining, analysis and refining of borrowers' credit history records and business activity records, it finds out the knowledge and laws that are contained in complicated data and reflect consumers' risk characteristics and expected credit performance, and summarizes them through scoring as a scientific basis for management decisions.

difference:

1. The time of use is different, focusing on pre-lending, in-lending and post-lending

2. The data requirements are different. Card A usually does data for to 1 year before lending, and card B does it after customers have certain behaviors and large data, which is generally 3 to 5 years.

3. All models of each scorecard are different. Card A,

card b

1. definition: predict the future overdue probability according to the lender's behavior after lending (observation behavior)

2. use scenario: the time period before the loan expires after lending

3. pay attention to the division of observation period and performance period and time slice

1. divide different risk levels according to different repayment willingness and repayment ability < Overdue due to special reasons

moderate: good repayment will and problems with repayment ability

moderate: repayment will deteriorate, with repayment ability

severe: no repayment will, with repayment ability deteriorated or lost

2. Collection process

SMS collection, telephone collection, on-site collection, legal proceedings and third-party collection (packaged and sold overdue assets)

The ratio of collection of accounts

aging rolling model: predicting the probability of the number of overdue people changing from mild overdue to severe overdue

lost contact model: in the overdue stage, Predict the probability that people who can still be contacted will lose contact

4. Common indicators

days overdue

historical repayment rate information

overdue amount ratio

debt burden ratio

personal information (gender, age, income, work, education, etc.)

Credit rating standards of banks for credit card holders

Due to confidentiality reasons, we cannot.

the scoring standard is only a scoring standard, which gives a rating to customers, and it does not have a decisive impact on the final review, and it is not the only basis for decision-making, and it excludes subjective decisions such as green channel, situation verification and other promotion policies. But indeed, we can find many problems from it.

bank a adopts the percentage system, It consists of four parts: security support, economic support, stability and personal background:

1. The highest score of security support is 15

(1) The highest score of housing right is 8

No housing

Renting

2

Unit welfare housing allocation

4

All or purchase. The highest score with or without mortgage is 7

with mortgage

7

without mortgage

2. The highest score with financial support is 34

(1). The highest score of personal income is 26 points

monthly income is more than 6 yuan

26 points

monthly income is 3~6 yuan

22 points

monthly income is 2~3 yuan

18 points

monthly income is 1~2 yuan

13 points. The highest score of monthly debt repayment is 8

no debt repayment

8

1~1 yuan

6

1~5 yuan

4

5 yuan or above

2

3. The highest score of personal stability is 27

(1). The highest score of employment is 16

civil servants

16

institutions

14

state-owned enterprises

13

joint-stock enterprises

1

others

4

retired

16

unemployed. At present, the highest score of address time is 7 points

more than 6 years

7 points

2 to 6 years

5 points

less than 2 years

2 points

(3) The highest score of marital status is 4 points

unmarried

2 points

married without children

3 points. The highest score of household registration is 5

local

5

nonlocal

2

(2) The highest score of educational level is 5

junior high school and below

1

high school

2

technical secondary school

4

university and above < The highest age score is 5 points

female over 3 years old

5 points

male over 3 years old

4.5 points

female under 3 years old

3 points

male under 3 years old

2.5 points

(4) The highest score of dishonesty is 9 points

no investigation

points

no record

points

one time of dishonesty

points

more than two times of dishonesty

-9 points

no dishonesty

9 points

B Bank also adopts the percentage system. By natural conditions, occupational conditions, Family situation and relationship with the Bank are composed of four parts:

project

scoring standard

score

from

natural

emotional

status

age

under p>25 years old

26-35 years old

36-5 years old

.

unmarried

others

5

4

3

2

in good health

generally

poor

5

3

-1

with a degree of education

above graduate school < High school

other

2

1

hukou nature

permanent hukou

temporary hukou

2

occupation

situation

unit category

government institutions

state-owned enterprises. P>1

unit

economic condition

good

general

poor

4

2

—1

being engaged in the industry

has a good development prospect

general

poor

4 < Within

3

2

1

professional title

advanced

intermediate

junior

no professional title

4

2

1

monthly income

more than p>1 yuan

8 ~. Yuan

1, ~ 2, yuan

1 yuan

6

4

2

1

Family

Situation

Family

Average monthly income

More than 5, yuan < yuan

2

1

and

this

bank

is it

whether it is an employee of the bank

yes

no

2

whether it has a credit card

. P > other

loan situations

never borrowed

borrowed but paid off

with a record of default

4

5

-5

Total score

This scoring standard is also used by the bank as a reference standard for the examination and approval of loan lines. Basically, the corresponding segmented line is more than 9 points, and the line is 6, yuan. 8, ~ 891,; 7 ~ 79,5,; 6 ~ 691,; 5~59,5; 4 ~ 49,3, 4 minutes, quota. Probably corresponding to the quota, 5, basically corresponds to the starting point standard for platinum credit card customers.

I still have a complete photo and score sheet of a bank, so I won't send it again without much help. The following contents are more critical:

However, in the credit scoring standards of commercial banks in China, it seems that we have not seen some relevant indicators that we think may be included in the scoring standards for the time being. Now let's take a look at some excerpts from the two most widely used scoring models in the world:

The David Tool Rand credit score derivative model has the following provisions:

The credit survey in the last six months has been conducted for more than 3 times

8 points

2 points

-5 points

The provisions in FICO credit score model, which is the most widely recognized in the world, are even more important. 4

5~9

No record

3 points

11 points

3 points

-7 points

-2 points

points

Credit file

Case years

.5

. P>5 points

12 points

8 points

-4 points

Credit line

Utilization rate

~ 15%

16% ~ 3%

31% ~ 4%

41% ~ 5%

.

China Bank Xiamen Branch Great Wall Credit Card entry criteria:

1. Age score

35-55 years old 1

25-35 years old 8

55 years old or older 6

18-25 years old 2

marital status

married 1

unmarried 3 < High school 3

junior high school 1

primary school

4, unit

party and government organs, institutions 1

state-owned enterprises, listed companies 8

joint-stock or collective enterprises 6

foreign-funded enterprises 4

individuals and others 2

5, housing

purchased commercial housing 1

. Working experience

8 years or more, 1

5-8 years, 8

3-5 years, 5

3 years or less,

7, job score

bureau level or above, 2

senior managers of large companies, 15

middle managers of large companies or 1

general managers of large companies. Monthly income

1 yuan or more, 2

8-9999 yuan, 15

5-7999 yuan, 13

3-4999 yuan, 1

2-2999 yuan, 8

1-1999 yuan, 6

. Margin

less than p>1 yuan, 2

8, yuan, 18

5, yuan, 15

3, yuan, 1

11, major private customers 5

12, major card customers 5

13, consumer credit customers 1

14. With a comprehensive score of 65 points, you can apply for a personal ordinary card. ! ! !

the comprehensive score is insufficient. can I get a credit card?

If the comprehensive score is not enough, you can apply for a loan from the bank, or you can apply for several online loans, but the pass rate is very low. It is not recommended that you try. Borrowing users should know the reasons for the lack of comprehensive scores and solve the problems before applying for loans. Generally, the reasons for the lack of comprehensive score are too many times of personal credit inquiry, too much debt exceeding the borrower's repayment ability, bad credit record of credit inquiry and untrue personal information. I suggest you find your own reasons to improve before applying for a loan, otherwise the comprehensive score will only be worse. After the improvement, we can understand the following formal platforms with lower requirements.

1. Personal comprehensive credit score refers to the comprehensive investigation of the internal and external subjective and objective environment that affects individuals and their families by using scientific and rigorous analysis methods, and the comprehensive judgment and evaluation of their ability to fulfill various economic commitments. According to different applications, credit score can be divided into risk score, income score, responsiveness score, customer churn (loyalty) score, collection score, credit card issuance audit score, mortgage loan issuance audit score, credit line approval score and so on.

2. Comprehensive credit risk score-Pengyuan 8. At the end of April, 25, Pengyuan Credit Information Co., Ltd. independently developed the personal comprehensive credit risk score-"Pengyuan 8", which officially provided credit rating inquiry service for credit institutions and individuals. "Pengyuan 8" makes a statistical analysis of personal credit information by establishing a mathematical model to predict the possibility of default risk in the future, and comprehensively reflects personal credit status with a score. The credit scoring system * * * has six grades, ranging from 32 to 8. Every 8 grades, the personal credit status is quantified in detail, and each score corresponds to a default probability. The higher the score, the lower the default risk. Graphical representation of rating and default probability: the lowest score is 324485664728 the highest score is F.