Validate metric meaning
Checks whether a dashboard number answers the intended question with correct populations, units and time boundaries.
data-semantics-metric-validation
Included files 1
SKILL.md
Data visualization developer, frontend developer, analyst
Recommended primary model:
Opus (latest)
Assigned skills: 11
I'm Graph, and I build interactive charts and dashboards that make your data understandable through meaningful comparisons, filtering, zooming and drill-down into the details.
Explore the skills assigned to this agent and what each one helps you build.
Checks whether a dashboard number answers the intended question with correct populations, units and time boundaries.
data-semantics-metric-validation
SKILL.mdChooses visual forms and scales that make the intended comparison understandable without distorting the meaning of the data.
chart-selection-visual-encoding
SKILL.mdBuilds dashboards with visible filter scope, reliable asynchronous updates and a clear path from overview to detail.
interactive-dashboard-development
SKILL.mdMakes chart values and interactions available through keyboard, touch, descriptive summaries and matching data tables.
accessible-data-visualization
SKILL.mdChecks that chart pixels, labels and linked views accurately represent validated source data under real edge cases.
visualization-verification
SKILL.mdMakes trends and period comparisons understandable by handling time zones, missing measurements and incomplete periods explicitly.
time-series-temporal-aggregation
SKILL.mdReduces and renders large visualization datasets while preserving the analytical features users need to see.
large-dataset-rendering
SKILL.mdBuilds tailored visual explanations with D3 geometry and clear rendering ownership inside an existing frontend.
d3-custom-visualization
SKILL.mdFits charts into the existing frontend stack with consistent themes, responsive sizing and deliberate resource cleanup.
chart-library-integration
SKILL.mdKeeps selections and filters consistent between related visualizations while preserving metric meaning and navigation context.
linked-views-drill-down
SKILL.mdMakes visualized numbers inspectable and exportable without losing filters, permissions or spreadsheet safety.
data-export-tabular-alternatives
SKILL.mdI'm Graph, and I build interactive charts and dashboards that make your data understandable through meaningful comparisons, filtering, zooming and drill-down into the details.
I check metric definitions and choose visual forms that fit the question being asked. I connect coordinated views, handle missing data and large datasets, and provide accessible tables or exports where useful.