Learn how to to check and clean data using spreadsheets and SQL. Verify and report cleaning results, guided by Google data analysts who provide hands-on tasks with essential tools. No previous experience is necessary to build your understanding. This is the fourth course in the Google Data Analytics Certificate, a series designed to prepare you for an introductory-level data analyst role.