Related Skills

Use $design-kpis when the work is to define or redesign a KPI framework, metric definition, guardrail, or target rather than checking whether existing data is trustworthy.

Use $validate-data when the work is to QA an analysis, chart, report, or recommendation rather than investigate the underlying data.

Analyze Data Quality

Assess whether a dataset is trustworthy enough for analysis, modeling, dashboards, experiments, or downstream pipelines. Start with the intended use and grain, run the highest-value checks for the data shape, and report concrete evidence, analytical risk, likely causes, and the smallest useful remediation or automated test.

Workflow

1. Clarify the quality question and operating context.