Bank data & compliance
Transaction Categorization: Definition & Example
What Is Transaction Categorization?
Transaction categorization is labeling each bank or card transaction by type, such as payroll, rent, groceries, transfer, or loan payment, so the data can be summarized and analyzed.
What does transaction categorization mean?
Raw bank transactions are messy descriptions like "ACH CREDIT GUSTO 8842 PAY" or "POS 4471 WHOLEFDS." Categorization turns them into meaningful groups using the description, amount, merchant data, and patterns such as a deposit that repeats every two weeks.
In income analysis, the most important distinction is between income (payroll, benefits, business receipts) and money that is not income (transfers between the person’s own accounts, refunds, loan proceeds). Getting this wrong can overstate or understate income significantly.
Categorization is usually automated with rules and machine learning, and a human reviewer should still look at large or unusual items.
Transaction categorization example
A deposit labeled "ZELLE FROM J SMITH" appears on the 1st of every month for $600. Because it recurs and is not from the applicant’s own account, it might be categorized as income, but a reviewer confirms it is a roommate’s share of rent and excludes it from income.
Related terms
- Bank Statement AnalysisBank statement analysis is reviewing a person’s or business’s bank transactions to estimate income, spot recurring expenses, check balances, and flag risks such as overdrafts or unusual deposits.
- Recurring DepositsRecurring deposits are payments that land in a bank account on a regular, repeating pattern, such as a paycheck every two weeks or a monthly benefit, and are commonly treated as signs of ongoing income.
- Non-Recurring DepositsNon-recurring deposits are one-time or irregular deposits, such as tax refunds, transfers between accounts, loan proceeds, or gifts, that are usually excluded from ongoing income estimates.
- Account AggregationAccount aggregation is collecting data from a person’s accounts at multiple financial institutions into one place, with their permission, so balances and transactions can be viewed or analyzed together.
