Often Missing SkillsProduct CollaborationCloud Data ToolsData Pipeline BasicsAccessible Assessment DesignSecurity and Cheating PreventionAI Evaluation LiteracyVendor ManagementChange ManagementExecutive Communication
Development SuggestionsBuild comfort working with product and engineering teams, strengthen modern data workflows, and practice explaining technical results in plain language. Add experience with accessibility, test security, and evaluation of AI-assisted item and scoring tools to stay current.