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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, forums, job search help, and more on Coursera to earn an official certificate. Poor quality data costs businesses $3.1 trillion annually in the US, with human error being the main cause. Examples of dirty data in a law office spreadsheet are shown.