How much of this skill's routine work AI can currently handle. 0.0 = entirely human, 1.0 = fully automated. This is not a prediction — it's a snapshot of today's AI capabilities.
Invest Here (green, 0-30%)
AI struggles with this skill. It requires human judgment, creativity, or relationship-building that current AI can't replicate. This is where your career value compounds.
Use AI as Partner (yellow, 30-60%)
AI handles parts of this skill well, but you still need to guide it, validate its output, and apply context. Learn to work with AI here.
Let AI Handle (red, 60-100%)
AI does most of this already. Stop spending time practicing this manually — automate it and redirect your energy to green skills.
Proficiency Level
What "good" looks like at each career stage. Descriptions use observable behaviors — things others can see you doing, not vague traits.
Automating
Tasks in this role that AI is absorbing. These are things you should stop doing manually and let AI tools handle.
Augmenting
Tasks where AI makes you dramatically faster or more effective. Learn to use AI as a force multiplier here.
Preserving
Tasks that remain fundamentally human. Judgment, trust, creativity, empathy, strategic thinking. Double down on these.
Confidence Level
How sure we are about the ratings. "Medium" means supported by published research. "Low" means expert estimate. "High" means validated with real data.