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Pareto principle

Skill ConrayGambit/Strategy-Consultant-5-Consulting-Frameworks/skills/pareto-principle

Tier-1 strategy-consultant frameworks (MECE, Issue Trees, Hypothesis-Driven, Pareto, So What?) packaged as Claude Skills + LLM-agnostic prompts. Drop in any LLM and get whiteboard-style structured analysis. Adapted from Analyst Academy on YouTube.

Install
npx -y skills add ConrayGambit/Strategy-Consultant-5-Consulting-Frameworks --skill pareto-principle

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Isolate the 20% of inputs driving 80% of results, and explicitly name what you're deprioritizing. Outputs a blockquote (vital 20%) plus a list (deprioritized 80%). Use for ruthless prioritization, "what should we focus on", or step 4 of a strategic analysis.

SKILL.md

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Pareto Principle (80/20)

Concept

In most systems, ~80% of the outcome comes from ~20% of the inputs. Strategy consultants use this constantly: figure out which 20% of customers, products, channels, or root causes drive the lion's share of impact, and ignore the rest until later.

The discipline isn't naming the vital 20%. It's having the spine to explicitly deprioritize the 80%. If everything is important, nothing is.

Required output format

Two parts, in this order:

  1. A Markdown blockquote naming the vital 20%.
  2. A bulleted list under "Actively deprioritized (the 80%):" naming what's being set aside.
> **The vital 20%:** [Specific factors/segments/causes that drive the majority of impact.]

**Actively deprioritized (the 80%):**
- Item 1
- Item 2

Defaults & flex points

DefaultWhen to flex
1–4 items in the vital 20%If the 80/20 genuinely points to one thing, use one. Don't pad.
5–10 items in the deprioritized listList enough to make the deprioritization visible — but if there are only 3 real alternatives, list 3.
Specificity in the vital 20%Don't flex — "our top customers" is too vague. Name them.
Explicit deprioritizationDon't flex — implicit deprioritization is no deprioritization.

The hardest discipline: writing down something that genuinely matters into the deprioritized list. If your 80% list is full of things that don't matter, you haven't really prioritized. Real Pareto says: "Yes, X matters. We're not doing X this quarter."

Example — engineering tech debt

Problem: A mid-stage SaaS engineering team has 47 tracked tech-debt items. Leadership wants a focused six-month plan.

The vital 20%: Three items account for ~80% of incident pain and velocity drag: (1) the legacy auth middleware causing 60% of P2 tickets and forcing every new feature to add custom session handling, (2) the deploy pipeline averaging 47 minutes (preventing the team's stated daily-deploy cadence), and (3) the absence of integration tests on the billing module (the source of 4 of the last 6 customer-impacting incidents).

Actively deprioritized (the 80%):

  • Migrating the frontend from React 17 to React 18 (real, but no business pull)
  • Refactoring the admin dashboard (technically owed but low-traffic surface)
  • Rewriting the email templating system (works fine, just ugly)
  • Splitting the monolith into services (premature for current scale)
  • Upgrading the logging library (operational only, no incidents tied to it)
  • Switching ORMs (engineer preference, not business need)
  • Modernizing the build tool (current setup works, savings minimal)

Notice: several deprioritized items are real concerns. The point is naming them as not-this-half so the team has cover to focus.

Common mistakes

  • The "everything is 20%" cop-out. A list of 12 priorities labeled "vital 20%" is just a backlog with extra steps.
  • Implicit deprioritization. Mentally noting what you're not doing isn't the same as writing it down. Stakeholders will assume you're doing everything.
  • Soft language. "We could consider focusing on..." dilutes the point. The blockquote is a commitment.
  • Deprioritizing trivial things. If everything in your 80% list is obvious filler, the framework isn't biting.

When to use this skill alone vs. as part of the full analysis

  • Standalone: when the user has a long list of options and needs to commit to a few.
  • As part of full analysis: strategy-consultant — Pareto is step 4 of 5. Run mece-framework and issue-trees first to enumerate the 100% before you can isolate the 20%.

Acknowledgment & License

Adapted from Analyst Academy on YouTube — 5 Consulting Frameworks to Solve Any Problem. MIT-licensed; see LICENSE.

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