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Key Attributes of Financial Health
In our segmentation exercise, we have identified four key financial attributes that are both intuitive and predictive. These attributes work together to create a comprehensive picture of a user’s financial situation, guiding the selection of appropriate products, offers, and content tailored to their needs.
Income
A user’s monthly income forms the foundation of their financial potential. However, income alone doesn’t paint the full picture, as lifestyle, debt, and cost of living are also key factors. Sample data for this attribute may include paycheck deposits, supplemented by self-reported income from loan applications.
Credit score
Credit scores play a crucial role in determining a user’s access to financial products and their ability to secure favorable interest rates. While credit bureau information serves as the primary data source, it is often supplemented with self-reported credit scores from loan conversion funnels.
Cash Flow Ratio
This metric balances income against expenses, indicating whether a user is living within their means. It helps differentiate between users who are ready to save or invest and those who may need credit assistance. Cash flow is particularly influential for credit products like cash advances and personal loans. A cash flow ratio (expenses/income) above 110 often correlates with increased borrowing and a lower likelihood of seeking wealth management products.This ratio is typically calculated using data from the user’s primary bank account, such as the account with the largest paycheck deposits, and the average income and spending over the past six months.
Account Balance
The average balance across a user’s linked savings and checking accounts acts as a key indicator of their financial buffer. A higher account balance indicates a greater ability to cover unforeseen expenses and signals readiness to begin building wealth. For example, balances exceeding $2,000 increase the likelihood of a user being eligible for personal loans or opening accounts with wealth building products.