Dimension attributes with TEXT data type are designed to store descriptive labels and names that appear directly in reports and UIs. Numeric types (DECIMAL, NUMBER) and DATE are used for filtering, sorting, and calculations rather than display. Reporting tools use TEXT attributes to show human-readable dimension member names and descriptions in rows, columns, and filters.