Attribute dimensions in Essbase are sparse dimensions used primarily for reporting and analysis. When attribute dimensions are used extensively, they can slow down data retrieval operations because the system needs to perform additional lookups and calculations to associate attribute values with the base data. This doesn't significantly affect data load or batch calculation performance.