Often Missing SkillsSQL FundamentalsData Quality ManagementTaxonomy DesignMetadata StandardsProcess ImprovementQuality Metrics Reporting
Development SuggestionsBuild a small portfolio showing consistent classifications, clear rules, and quality checks. Practice basic SQL and spreadsheet techniques to audit and report on classification accuracy. Learn common metadata and taxonomy principles, then apply them to a real dataset to demonstrate practical impact.