1. Task Decomposition Fundamentals
4 lessonsBreak down knowledge work into observable, measurable tasks that can be individually assessed for automation potential.
2. Evaluating AI Exposure by Task Type
5 lessonsApply a structured framework to determine which tasks are candidates for automation, augmentation, or human-only execution.
3. Building Your High-Value Task Portfolio
4 lessonsStrategically shift your work mix toward tasks that become more valuable as AI handles routine components.
4. Workflow Redesign for AI Integration
5 lessonsRestructure processes to maximize productivity gains while preserving human oversight and decision authority.
5. Communicating Your Evolving Value
4 lessonsArticulate how your role adapts to AI exposure in performance reviews, job applications, and team planning.
6. Career Planning in Task-Shifting Markets
5 lessonsDevelop long-term strategies to stay employable as labor demand shifts toward scarce human skills.
7. Manager and Team Applications
4 lessonsApply task mapping frameworks to workforce planning, hiring, and team development in AI-exposed environments.
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