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This video is part of the Google Data Analytics certificate, providing job-ready skills for a career in data analytics. Access practice exercises, quizzes, discussion forums, and job search help on Coursera to earn an official certificate. Poor quality data costs businesses $3.1 trillion annually in the US, primarily due to human error. Example spreadsheet from a law office shows customer data, services, orders, payments, and payment methods.