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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, forums, and job search help on Coursera to earn an official certificate. Inaccurate data costs businesses $3.1 trillion annually in the US, with human error being the top cause. Example spreadsheet from a law office shows customer information and service details as an example of dirty data.