You're 5–15 years in and need to decide what to do next: AI upskilling, an EMBA, an employer-sponsored cert, or some combination. This workflow answers the question systematically — from scanning your AI premium exposure and MBA path economics through to the ongoing maintenance cost and career resilience score.