I’ve worked with an independent video store, Movie Madness, to clean their database of 90,000+ film titles to ensure consistency, accuracy, and completeness of every record. They acquired a new POS system in 2015 that acts as their film database which made it simple for them to input new film information. However, they had a backlog of film data that was not moved over with a consistent framework in mind. My work to clean this data has made their reports more accurate, created a consistent cataloging schema, and made the online search experience for their customers much smoother and enjoyable.