kpi-dashboard-design

Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns. Use when building business dashboards, selecting metrics, or designing data visualization layouts.

1.16x

Quality

48%

Does it follow best practices?

Impact

97%

1.16x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./tests/ext_conformance/artifacts/agents-wshobson/business-analytics/skills/kpi-dashboard-design/SKILL.md

Evaluation results

92%

SaaS Growth Dashboard

Streamlit SaaS Dashboard Implementation

Criteria

Without context

With context

Streamlit used

100%

Wide layout configured

100%

Plotly imported

100%

st.metric() for KPI cards

100%

KPI count in headline row

Date range selector

100%

Cohort heatmap uses go.Heatmap

100%

Heatmap colorscale Blues

100%

Heatmap text annotations

100%

No 3D charts

100%

Alerts/notifications section

100%

Context shown with KPIs

100%

Subscription Analytics SQL Library

SQL KPI Calculations

Criteria

Without context

With context

MRR uses CTE

100%

MRR interval normalization

100%

MRR growth uses LAG

100%

Cohort query uses CTEs

100%

Cohort uses EXTRACT or DATE_TRUNC

100%

CAC uses NULLIF

30%

100%

CAC uses CTE or subquery

100%

All three metrics present

100%

Query comments present

100%

methodology.md documents calculations

100%

MRR filters active only

100%

DATE_TRUNC used for grouping

100%

Operations Center Dashboard

Real-time Operations Monitoring

Criteria

Without context

With context

Streamlit used

100%

System health/resource panel

100%

Service status panel

100%

Throughput panel

70%

100%

Error rate panel

100%

Alerts section present

100%

Red for critical/bad

100%

Green for healthy/good

100%

No 3D charts

100%

No vanity metrics

100%

Context shown with metrics

100%

Repository: Dicklesworthstone/pi_agent_rust
Commit: 47823e3

Evaluated: about 1 month ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

SaaS Growth Dashboard Subscription Analytics SQL Library Operations Center Dashboard

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