On which balance do you calculate interest: beginning, ending, or average?

Beginning balance is simple and avoids circularity. Ending balance reflects repayments but can create circularity if cash sweep depends on interest. Average balance is usually most accurate because debt changes during the period, but may require iteration or a circularity switch. Banker models often use average balance with iteration or beginning balance for simplicity.