Baselight

Credit Card Capability Data: Determining Factors

Decoding Credit Card Approval: Key Influencers Unveiled

@kaggle.zeesolver_credit_cared

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About this Dataset

Credit Card Capability Data: Determining Factors

Description of the Credit Card Capability Data:

The Credit Card Capability Data: Determining Factors encompass various metrics used by financial institutions to evaluate credit card eligibility and set credit limits. These factors include credit score, income, employment status, debt-to-income ratio, payment history, credit utilization ratio, length of credit history, credit mix, recent credit inquiries, and public records. A credit score reflects creditworthiness, income gauges repayment ability, and employment stability indicates financial reliability. Debt-to-income ratio assesses financial health, while payment history and credit utilization ratio highlight responsible credit management. Length of credit history provides insight into financial habits, and credit mix offers a diverse perspective. Recent inquiries and public records impact creditworthiness. This comprehensive analysis aids in informed decision-making regarding credit card issuance and limit allocation.

Data Dictionary:

ID: Unique identifier for each individual in the dataset.

Gender: The gender of the individual (e.g., Male, Female, Other).

Own_car: Indicates whether the individual owns a car (e.g., Yes, No).

Own_property: Indicates whether the individual owns any property (e.g., Yes, No).

Work_phone: Indicates whether the individual has a work phone (e.g., Yes, No).

Phone: Indicates whether the individual has a personal phone (e.g., Yes, No).

Email: Indicates whether the individual has provided an email address (e.g., Yes, No).

Unemployed: Indicates whether the individual is currently unemployed (e.g., Yes, No).

Num_children: The number of children the individual has.

Num_family: The total number of family members in the individual's household.

Acknowledgement:

Gathered this dataset from the various open source platforms:

Tables

Dataset

@kaggle.zeesolver_credit_cared.dataset
  • 239.72 KB
  • 9709 rows
  • 20 columns
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CREATE TABLE dataset (
  "id" BIGINT,
  "gender" BIGINT,
  "own_car" BIGINT,
  "own_property" BIGINT,
  "work_phone" BIGINT,
  "phone" BIGINT,
  "email" BIGINT,
  "unemployed" BIGINT,
  "num_children" BIGINT,
  "num_family" BIGINT,
  "account_length" BIGINT,
  "total_income" DOUBLE,
  "age" DOUBLE,
  "years_employed" DOUBLE,
  "income_type" VARCHAR,
  "education_type" VARCHAR,
  "family_status" VARCHAR,
  "housing_type" VARCHAR,
  "occupation_type" VARCHAR,
  "target" BIGINT
);

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