quantify-impact

Extract and quantify measurable impact from work descriptions into defensible numeric claims.

7|Updated Dec 17, 2025
One-click install
npx skills add https://github.com/nweii/agent-stuff --skill quantify-impact
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: quantify-impact
Source: https://github.com/nweii/agent-stuff/tree/main/skills/quantify-impact
Command: npx skills add https://github.com/nweii/agent-stuff --skill quantify-impact

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Surface and quantify measurable impact from work experiences by guiding a focused extraction conversation that turns vague descriptions into defensible, numbers-backed claims.

Core Features & Use Cases

  • Extraction lenses (Reach/Scale, Efficiency gains, Quality/Consistency, Financial impact) to surface relevant metrics across domains.
  • Estimation heuristics to derive per-unit effects and aggregate results when exact data isn't available.
  • Context excavation prompts to surface ownership, scale, before/after, dependencies, and downstream effects.
  • Guidance for crafting credible, defensible claims with clear numbers and business context.

Quick Start

Describe a past project or role and ask the agent to surface measurable impact using the four lenses and a defensible estimate.

Frequently Asked Questions about quantify-impact

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I quantify impact for my resume when I don't have exact metrics?

To quantify impact without exact metrics, apply estimation heuristics across four lenses—reach, efficiency, quality, and financial impact—to derive per-unit effects and aggregate defensible numeric claims from vague work descriptions.

What metrics should I use to measure impact across engineering, sales, or operations roles?

Measuring impact across domains requires evaluating reach or scale, efficiency gains, quality and consistency, and financial impact to surface relevant metrics that translate role-specific experiences into credible, numbers-backed performance claims.

How to turn a vague project description into a defensible claim with numbers?

Turning vague descriptions into defensible claims involves using context excavation prompts to surface ownership, scale, before and after states, and downstream effects, then applying estimation heuristics to produce concrete, business-context-backed numeric outputs.

Can I estimate business impact for interview preparation if I only have a rough project scope?

Estimating business impact for interviews from a rough scope is achievable by applying the four extraction lenses to your description, using estimation heuristics to derive per-unit effects, and generating defensible aggregate results without exact data.

What is the best way to extract measurable outcomes from past work experiences?

The best way to extract measurable outcomes is running a focused extraction conversation that applies reach, efficiency, quality, and financial lenses to surface dependencies and downstream effects, yielding concrete, defensible performance claims.

Are there limitations to quantifying impact when exact data is completely unavailable?

When exact data is unavailable, quantifying impact relies on estimation heuristics and context excavation to derive defensible numeric outputs, though claims remain estimates constrained by the accuracy of the provided project scope and remembered details.