Often Missing SkillsClear Metric DesignData Quality ManagementChange ManagementPractical Recommendation WritingAdvanced StatisticsExperimentation MethodsHR System Data UnderstandingPrivacy Risk Assessment
Development SuggestionsBuild a portfolio that shows end to end work: define the question, prepare the data, analyze, visualize, and recommend actions. Practice presenting insights to non technical leaders. Strengthen privacy and data handling habits, and learn how HR systems store key fields so analyses are reliable.