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Design measurement frameworks including event taxonomy, KPI hierarchy, dashboard architecture, attribution models, and analytics implementation strategy.
Passed 15 of 22 test cases with the skill, and 10 of 22 without it.
and 3 more in the full report
5 fixed10 passed either way7 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are structuring our B2B SaaS analytics strategy. We have customer acquisition cost and monthly revenue tracked, but lack a clear structured metric tree across the customer journey. Define the complete 5-stage metric hierarchy covering the full lifecycle.
| Checked | Without skill | With skill |
|---|---|---|
| The hierarchy covers all five lifecycle stages: acquisition, activation, engagement, retention, and monetization. | Missed | Passed |
| Each stage in the hierarchy lists at least one relevant metric. | Passed | Passed |
The instructions your model reads when the skill loads.
Design measurement frameworks that produce decisions, not just dashboards. Stack-agnostic. Tool-agnostic.
This skill is for measurement planning. For conversion optimization, use cro-optimization. For SEO measurement specifically, use seo-onpage and adjacent SEO skills.
cro-optimization)A complete measurement strategy covers all four. Each layer feeds the next.
test cases passed, vs 10 / 22 without
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