`credit_score`: Applicant's credit score (300-850) - `annual_income`: Self-reported annual income - `debt_to_income`: Monthly debt payments divided by monthly income - `loan_amount`: Amount requested - `employment_years`: Years at current employer - `loan_purpose`: Reason for the loan (home improvem