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This video is part of the Google Data Analytics certificate, offering job-ready skills for a career in data analytics. Access practice exercises, quizzes, job search help, and more on Coursera to earn an official certificate. IBM reports that poor data quality costs the US $3.1 trillion annually, with human error being the number one cause. Dirty data can result from mistakes in spreadsheets, affecting customer information and business operations.