Variable Variable declaration

Definition

Category

Socio-economic

annual_inc

Annual income

The annual income provided by the borrower during registration.

Numeric

verification_status

Verification status

Indicates if income was verified by LendingClub, not verified, or if the income source was verified.

Categorical

emp_length

Employment length

A ratio calculated using the borrower’s total monthly debt payments on the total debt obligations, excluding mortgage and the requested LendingClub loan, divided by the borrower’s self-reported monthly income.

Numeric

home_ownership

Home ownership

The length of time in years that borrowers have been working for their current company. Possible values are between 0 and 10 where 0 means less than one year and 10 means ten or more years.

Categorical

The home ownership status provided by the borrower during registration or obtained from the credit report. Possible values are: Rent, Own, Mortgage, and Others.

Categorical

Loan Characteristics

purpose

Loan purpose

A category provided by the borrower for the loan request. 14 possible loan purposes: credit card, car, educational, debt consolidation, house, home improvement, major purchase, moving, medical, small business, renewable energy, vacation, wedding and others.

Categorical

loan_amnt

Loan amount

The listed amount of the loan applied for by the borrower.

Numeric

initial_list_sta

Initial list status

The initial listing status of the loan. Possible values are: “W” for Whole, “F” for Fractional.

Categorical

Credit History

open_acc

Open accounts

The number of open credit lines in the borrower’s credit file.

Numeric

total_acc

Total accounts

The total number of credit lines currently in the borrower’s credit file

Numeric

delinq_2 yrs

Delinquency 2 years

The number of 30+ days past-due incidences of delinquency in the borrower’s credit file for the past 2 years

Numeric

inq_last_6mths

Inquiries last 6 months

Number of credit inquiries in the past 6 months.

Numeric

revol_util

Revolving utilization

Revolving line utilization rate, or the amount of credit the borrower is using relative to all available revolving credit.

Numeric

revol_bal

Revolving balance

Total credit revolving balance.

Numeric

pub_rec

Public records

Number of derogatory public records.

Numeric

chargeoff_within_12_mths

Charged-off within 12 months

Number of charge-offs within 12 months

Numeric

recoveries

Recoveries

Post charge off gross recovery

Numeric

collections_12_mths_ex_med

Collections within 12 months

Number of collections in 12 months excluding medical collections

Numeric