metrics-framework

Define product metrics with a North Star, input/output tree, and counter-metrics.

54|4|Updated Feb 18, 2026

Search Tags:#metrics #data analysis #product strategy #measurement #kpis #north star

Ready to run

npx skills add https://github.com/assimovt/productskills --skill metrics-framework-assimovt

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: metrics-framework
Source: https://github.com/assimovt/productskills/tree/main/skills/metrics-framework
Command: npx skills add https://github.com/assimovt/productskills --skill metrics-framework-assimovt

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps define product metrics that are actionable and directly tied to business value, preventing the creation of vanity metrics or dashboards that don't inform decisions.

Core Features & Use Cases

North Star Metric Definition: Identifies a single, core value metric for the product.
Input/Output Tree Construction: Maps actionable input metrics to the North Star metric.
Counter-Metric Implementation: Ensures that optimizing one metric doesn't negatively impact another critical area.
Use Case: When launching a new feature, use this skill to define the key metrics that will indicate its success and ensure that improvements in one area (e.g., sign-ups) don't come at the expense of another (e.g., user retention).

Quick Start

Use the metrics-framework skill to define a North Star metric, input/output tree, and counter-metrics for our new collaboration tool.

Frequently Asked Questions about metrics-framework

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

FAQPage Schema

How do I define a North Star metric for my product strategy?▼

A product metrics framework prevents vanity metrics by mapping actionable input metrics to a North Star metric and implementing counter-metrics. This ensures your dashboards drive decisions and measure true business value rather than superficial tracking.

How do I set up a metrics framework that prevents vanity metrics?▼

What is the best way to select KPIs for a new product feature launch?▼

The best way to select KPIs for a feature launch is constructing an input/output tree tied to your North Star metric. This guarantees the selected KPIs are actionable inputs that inform decisions and drive the core product value.

How do I stop optimizing one metric from hurting user retention?▼

To prevent optimizing one metric from hurting retention, implement counter-metrics within your metrics framework. Counter-metrics ensure that improvements in one critical area, like sign-ups, do not negatively impact another area, like user retention.

Can I use this metrics framework for measuring collaboration tool success?▼

Yes, you can use this metrics framework for collaboration tool success by defining a North Star metric, an input/output tree, and counter-metrics. It applies to any scenario requiring measurement setup and KPI selection to validate feature success.