Data Quality Checks are there to have standards to show what on the frontend. They help protect you from showing bad data to prospects. Data completeness finds missing data that may prevent from showing in search results. Duplicate checks runs a report on all properties to find possible duplicate records based on selected criteria. Logic check makes sure that all records are placed geographically in the correct area.
To run these tests you click the pencil and then find each check in the drop down.