Why does every metric need a counter-metric?

Counter-metrics prevent gaming and unintended consequences. For example, if you optimize for signup conversion, a counter-metric like activation rate ensures you aren't just attracting low-quality leads.

Is this skill based on established product methodologies?

Yes, it is built on industry-standard practices including Amplitude's North Star framework and the Linear Method for product development.

What is a North Star metric in this framework?

A North Star metric is a single measurement that captures the core value your product delivers to customers, such as 'Messages sent' for Slack or 'Nights booked' for Airbnb.

What qualifies as a vanity metric?

Vanity metrics are numbers that go up but don't drive decisions, such as total app downloads, page views, or cumulative signups. This skill helps identify and replace them with actionable behavior-based metrics.

Metrics Framework

Name: Metrics Framework
Author: assimovt

byassimovt

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Analytics & Monitoring

Defines actionable product metrics and measurement structures to drive data-informed decision-making and prevent vanity metrics.

The Metrics Framework skill provides a rigorous methodology for defining product success through actionable data rather than vanity statistics. It guides users through the creation of a North Star metric that captures core customer value, builds hierarchical input/output trees to connect daily tasks to high-level goals, and mandates counter-metrics to prevent systemic gaming. This skill is essential for teams moving from feature-output models to outcome-based development, ensuring every tracked metric answers a specific business question and drives a concrete decision.

Key Features

01Elimination of vanity metrics like page views and total signups

02Hierarchical input/output tree mapping for actionable growth

03Mandatory counter-metric pairing to prevent metric gaming

0428 GitHub stars

05North Star metric identification and validation

06Formula-based metric definitions for precise implementation

Use Cases

01Auditing existing analytics dashboards to remove noise and vanity data

02Establishing a measurement framework for a new product or feature launch

03Aligning cross-functional teams on a single definition of customer value

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add assimovt/productskills metrics-framework

For use in Claude.ai and ChatGPT

Download Skill