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Tech Coverage of Job Requirements
Skills Cleared ?--
Percentage (and count) of skills where current technology (AI, robotics, automation) already meets or exceeds the required proficiency level for this occupation. A skill is "cleared" when its tech score ≥ its required percentile. Higher = more of the job's skills can already be handled by technology.
Adoption Speed ?
Importance-weighted average adoption speed for this job's key skills (importance ≥ 2.5). Reflects how fast technology gets deployed in this domain once technically capable. Based on per-skill adoption estimates (regulatory, infrastructure, organizational factors). Only considers skills important to this job, so different jobs show different speeds.
GlacialSlowGradualQuickInstant
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Estimated Time to Full Displacement ?
Importance-weighted average of the 3 hardest-to-clear skills. For each important skill (importance ≥ 2.5): if cleared but not yet adopted, time_left = adoption_lag − years_since_cleared; if not yet cleared, time_left = max(gap / projected_rate, adoption_lag) + 2, where projected_rate is a per-skill annual progress estimate. The +2 reflects minimum post-clearance deployment friction. Skills fully cleared AND past their adoption period are excluded. The top 3 by time_left are averaged weighted by importance. If fewer than 3 remain, a 2-year floor is applied.
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Confidence ?--
Average confidence level across all skill assessments for this occupation. Reflects how certain the underlying technology capability estimates are. Lower confidence may indicate skills that are harder to benchmark or where expert assessments diverge significantly. Expressed as a percentage (100% = full certainty).