Providence Bank
Credit Card Approval Model

Our recommendations


  • Use the SMOTE Oversampling Random Forest for the decision making process
  • Use a live database to feed the model
  • Collect more detailed and focused information from applicants
  • Include updated credit bureau information in the datasets
  • Expand the population size of the datasets
  • Market other product types, i.e. prepaid credit cards, to "denied" applicants
  • Use the findings from the analysis (features of "Good" applicants) for target marketing


For any further question we can be reached at the following contact:

Address: 2 Toronto ave, North York, ON, L5L 5L5
Email: info@providencebank.ca
Phone: 416-555-2222