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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, job search help, and more on Coursera to earn your official certificate. Poor quality data costs businesses $3.1 trillion annually in the US, with human error being the primary cause. Dirty data can result from inaccuracies in spreadsheets like the one shown from a law office.