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Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns.
Passed 18 of 22 test cases with the skill, and 17 of 22 without it.
2 fixed16 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
Who is the primary audience for operational dashboards, and what update frequency is appropriate for monitoring daily team tasks and queue depths?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies operational teams as the primary audience for operational views. | Passed | Passed |
| Recommends daily update cadences for operational metrics. | Missed | Passed |
The instructions your model reads when the skill loads.
Comprehensive patterns for designing effective Key Performance Indicator (KPI) dashboards that drive business decisions.
| Level | Focus | Update Frequency | Audience |
|---|---|---|---|
| Strategic | Long-term goals | Monthly/Quarterly | Executives |
| Tactical | Department goals | Weekly/Monthly | Managers |
| Operational | Day-to-day | Real-time/Daily | Teams |
Specific: Clear definition
Measurable: Quantifiable
Achievable: Realistic targets
Relevant: Aligned to goals
Time-bound: Defined period
├── Executive Summary (1 page)
│ ├── 4-6 headline KPIs
│ ├── Trend indicators
│ └── Key alerts
test cases passed, vs 17 / 22 without
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