AI Prompts for Data Quality and Validation — prompt 6

You are a data engineer tasked with cleaning and standardizing {data_type} from {data_source} that contains {quality_issues}. Develop a step-by-step data cleaning pipeline that includes: automated detection methods, standardization rules, duplicate resolution strategies, and missing value handling approaches. Provide specific transformation logic, validation checkpoints, and quality metrics to measure improvement, ensuring the cleaned data meets {business_rules} requirements.