A borrower prefers a higher FICO score because a higher credit score indicates better creditworthiness and lower default risk, which improves the chances of mortgage approval and favorable interest rates. In contrast, borrowers prefer lower numbers for the DTI (Debt-to-Income) ratio, LTV (Loan-to-Value) ratio, and the number of recent credit inquiries, as higher values for these variables signal greater credit risk to the lender.