Credit card balances are a primary component of an individual's debt-to-income ratio, as paying them down directly lowers the ratio [1] and increasing them negatively impacts it [2]. Furthermore, managing these balances is a key strategy for maintaining a healthy ratio [3] and avoiding the negative credit score impacts associated with high debt levels [4].