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SKILL.md

measure-instrumentation-spec

Agent skill fromproduct-on-purpose/pm-skills

Specifies what analytics events to track, when they fire, and what properties to include, as a contract between product and engineering that prevents undertracked features. Use before engineering builds a feature or when auditing existing tracking for gaps. For the dashboard built on top of these events, use measure-dashboard-requirements instead.

How to install measure-instrumentation-spec

install measure-instrumentation-spec
# install the pm-skills pack with the skills CLI
npx skills add product-on-purpose/pm-skills

# or add only this skill to Claude Code: copy the folder

skills/measure-instrumentation-spec/

# into

~/.claude/skills/measure-instrumentation-spec/ (all projects)

.claude/skills/measure-instrumentation-spec/ (one project)

skills/measure-instrumentation-spec/SKILL.md

Apache-2.0Full file
1<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->
2# Instrumentation Spec
3
4An instrumentation spec defines what analytics events to track, when to fire them, and what properties to include. It serves as a contract between product and engineering, ensuring consistent data collection that enables accurate measurement. Good instrumentation specs prevent the "we can't answer that question because we didn't track it" problem.
5
6## When to Use
7
8- Before engineering implements a new feature
9- When defining analytics requirements for experiments
10- When auditing existing tracking for gaps or inconsistencies
11- When onboarding a new analytics tool
12- Before launch to ensure measurement is in place
13
14## When NOT to Use
15
16- You are specifying the dashboard built on top of the events -> use `measure-dashboard-requirements`
17- You need experiment-specific metrics and variants, not product-wide tracking -> use `measure-experiment-design`
18- The feature itself is not yet specified (no flows to instrument) -> use `deliver-prd` first
19- You are analyzing data you already collect -> use `measure-experiment-results` or `measure-survey-analysis`
20
21## Instructions
22
23When asked to create an instrumentation spec, follow these steps:
24
251. **Define Analytics Goals**
26 Start with the questions you need to answer. What will you measure? What decisions will this data inform? This prevents over-instrumentation while ensuring nothing important is missed.
27…

Excerpt shown under the repository's Apache-2.0 license.

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