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paretolisted

Process the user's request through the Pareto Principle: rank the causes generating most of the outcome, then spend roughly a fifth of the effort on the interventions that address them and report what that effort bought. User-only: runs only when explicitly invoked with /pareto [request]. When the user wants the highest-leverage slice of a large task, asks "what matters most here", wants to cut scope to what actually moves the needle, or wants an 80/20 pass over analysis, planning, test coverage, refactoring, or cleanup, suggest running this command. Not for work whose value depends on being complete — security fixes, compliance changes, migrations, or a specific reported bug.
azborgonovo/ai-skills · ★ 0 · Testing & QA · score 75
Install: claude install-skill azborgonovo/ai-skills
# Pareto A small subset of causes produces most of the outcome. Find it, spend about a fifth of the effort against it, and show the cut so the user can argue with it. Estimate roughly throughout. 80/20 is shorthand for "expect lumpiness," not a ratio to hit, and the two percentages needn't pair — a fifth of the effort might buy 95% of the outcome or 40%. A rough ranking that costs minutes beats a precise one that eats the budget it was meant to allocate. ## When this is the wrong tool Some work is only worth doing completely: security fixes, compliance changes, migrations, a specific reported bug. 80% of a data migration is a corrupted database. Say the request isn't a Pareto candidate, then do it in full or ask. Declining the framing means declining its shape too. Give a checklist to finish rather than a ranked list the reader can stop partway down — on completeness-critical work the skipped item is the one that matters. Skip the ceremony entirely on anything small enough that ranking it costs more than it saves. ## Stage 1: rank the causes Rank causes, not tasks. Work items sorted by payoff are just a to-do list; asking "what is generating most of this?" is what finds the one confused module behind eight scattered bug reports. Weight by cost or severity rather than raw counts, so a rare catastrophe isn't buried under a constant nuisance. Rank on effect size alone — what a fix would cost plays no part yet. Letting "that's expensive" suppress a cause here buries the