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This video is part of the Google Data Analytics certificate, providing job-ready skills to start or advance a career in data analytics. Access practice exercises, quizzes, discussion forums, job search help, and more on Coursera to earn an official certificate. Inaccurate or bad data costs businesses $3.1 trillion annually in the US alone, with human error being the number one cause. Examples include a law office spreadsheet with customer information, services purchased, order numbers, payments, and payment methods.