Dependent variables |
DEFAULT |
Current status of individual loan. Dummy variable equal to 1 if the loans is overdue, defaulted or buyback and 0 otherwise (current or repaid) |
Mintos |
Independent variables, pandemic indicator variables |
PANDEM_DUM |
Dummy variable equal to 1 for the dates later than March 11, 2020 (The date WHO declared COVID-19 as pandemic) and 0 otherwise |
World Health Organization (2020) |
DAILY_CASES |
Number of reported daily cases of COVID-19 per million population in country i at time t (daily observations, log values) |
World Health Organization (2020), Johns Hopkins University & Medicine (2020) |
DAILY_DEATHS |
Number of reported daily COVID-19 related deaths per million population in country i at time t (daily observations, log values) |
World Health Organization (2020), Johns Hopkins University & Medicine (2020) |
Independent variables, macroeconomic and country-specific variables |
ESI |
The EU Economic sentiment indicator (composite measure, average = 100, log values) |
Full business and consumer survey results, European Commission
https://ec.europa.eu/info/business-economy-euro/indicators-statistics/economic-databases/business-and-consumer-surveys_en
|
MARKET_VOL |
Change in daily stock market index values of country i at time t (percentage points) |
Yahoo.Finance, https://finance.yahoo.com/world-indices/
|
AAR |
Annualised agreed rate by credit and other institutions in country i at time t (monthly, percentage points |
ECB Statistical Data Warehouse http://sdw.ecb.europa.eu/
|
UNEMPL |
Unemployment rate for each country (Monthly, seasonally adjusted, percentage points) |
OECD (2020), Unemployment rate (indicator). https://doi.org/10.1787/b86d1fc8-en (Accessed on 14 June 2020)
|
Independent variables, loan-specific variables |
EXT_SCHED |
Dummy variable representing the restructuring of a loan. Equal to 1 if the original maturity date of the loan has been increased by more than 60 days, 0 otherwise |
Mintos |
COLLATERAL |
Dummy variable representing the loan type in terms of a provision of collateral. Equal to 1 if the loan is collateralised, 0 otherwise |
Mintos |
INTEREST |
Maximum interest rate accepted in the loan application (%, log values) |
Mintos |
LOAN_TERM |
Duration of loan (in months, log values) |
Mintos |
AMOUNT |
Value of individual loan (log values) |
Mintos |
RATING |
‘Mintos Rating’ issued by the rating model ranging between A+ (1) and D (7) |
Mintos |
LOANTYPE |
The loan type: 1-Business Loan, 2-Car Loan, 3-Invoice Financing, 4-Pawnbroking Loan, 5- Personal Loan, 0-Other |
Mintos |