Define UX success metrics using Goal-Signal-Metric chains.
npx skills add https://github.com/ghaida/intent --skill measure-ghaida
Please help me install this Agent Skill. Skill: measure Source: https://github.com/ghaida/intent/tree/main/skills/measure Command: npx skills add https://github.com/ghaida/intent --skill measure-ghaida
UX measurement connects design decisions to observable evidence — did the thing we built actually help? This skill defines what to measure, how to measure, and how to make decisions from what you learn. It bridges the gap between "we shipped it" and "it worked." But measurement is not neutral; metrics shape what gets optimized and can become manipulation if used in isolation.
Configure a minimal GSM chain for a feature and sketch a lightweight dashboard to monitor the chosen metrics.
High-intent search queries and answers about installing and using this skill.
The HEART framework provides categories like Happiness, Engagement, Adoption, Retention, and Task Success to guide metric selection. It prevents one-size-fits-all KPIs by tailoring measurement strategies across different features.
A/B test design defines minimum detectable effect, calculates required sample size, and establishes guardrails to prevent harm. Segmentation guidance ensures reliable, actionable insights rather than misleading aggregate data.
Counter-metrics and ethical considerations prevent manipulation caused by optimizing isolated metrics. Ethical measurement guidance ensures metrics shape positive outcomes rather than exploiting user behavior or creating unintended negative effects.
Funnel analysis templates identify where users drop off and why within a defined user journey. These templates combine with qualitative-quantitative triangulation to explain the specific causes behind observed metric drops.
Configuring a minimal Goal-Signal-Metric mapping involves defining what success looks like for a specific feature and sketching a lightweight dashboard. This quick start approach monitors chosen metrics without requiring extensive infrastructure.
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