Review 2: Reskilling Imperatives — Skill Gap Analysis
Universal AI Literacy + Role-Specific Technical Depth
Prompt engineering
95%
AI-assisted workflow design
88%
Responsible AI (RAI framework)
84%
AI output validation
80%
Human-AI collaboration protocols
82%
Productivity benchmarking
75%
Affected Workforce Segments
All 220,000+ employeesEngineering teamsSales & marketingCustomer success
Learning Infrastructure Required
- Microsoft Viva Learning AI integration
- Copilot usage analytics dashboards
- Executive AI coaching program