Often Missing SkillsSQL ProficiencyPython AutomationCloud Data BasicsData ModelingVersion ControlData StorytellingMetadata Management
Development SuggestionsBuild a portfolio with two to three end-to-end projects that show data sourcing, cleaning, analysis, and a final map or dashboard. Practice writing reproducible workflows with Python, SQL, and version control. Strengthen communication by summarizing methods and uncertainty in plain language.