6 Steps to Data Cleaning Monitor Errors. Keep a record and look at trends of where most errors are coming from, as this will make it a lot easier to identify fix the incorrect or corrupt data Standardize Your Processes Validate Accuracy Scrub for Duplicate Data Analyze Communicate with the Team.