How the task map works
1. Choose an occupation template or describe your own work. 2. Enter up to 12 recurring tasks. 3. Review an editable keyword suggestion. 4. Choose human-led, assist, potential automation or verification-first. 5. Optionally supply minutes and weekly frequency.
Explicit planning weights
Weight = minutes × weekly occurrences, with equal weights when blank. Minutes are bounded from 0.1 to 10,000; frequency from 1 to 1,000. Leverage index = weighted average of human-led 0, AI assist 35, potential automation 80 and verification-first 15 on a 0–100 scale.
Verification share counts weight labeled verification-first or high-consequence. At 35% or more the profile is verification-first. Otherwise leverage index ≥55 selects bounded automation candidate, ≥20 selects AI-assisted work, and below 20 selects human-led work. These cutoffs are design choices, not validated estimates.
Suggestions are starting points
Keywords for diagnosis, legal, security, approval, audit or advice suggest verification-first; negotiation, physical work, relationships or judgment suggest human-led; routine formatting, sorting, exports or reconciliation suggest potential automation. Other text suggests assistance. Your correction is essential. No model capability is tested and no task is performed.
Evidence and limits
The ILO task-exposure research provides context for distinguishing task changes from job replacement. NIST’s AI Risk Management Framework provides risk-management context. Neither endorses this tool or validates its coefficients. Legal, clinical, financial and hiring decisions require their appropriate professional safeguards.
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