data-quality-analysis

What problem does it solve?

Analyse raw data quality using the ABS Data Quality Framework (7 dimensions). Use when the user asks to assess data quality, review a dataset, check data fitness for purpose, produce a data quality report, or evaluate data before analysis. Generates a structured markdown report covering institutional environment, relevance, timeliness, accuracy, coherence, interpretability, and accessibility.

Core Features & Use Cases

• Systematic seven-dimension assessment (Institutional Environment, Relevance, Timeliness, Accuracy, Coherence, Interpretability, Accessibility) based on ABS 1520.0.
• Per-column quality scorecard with completeness, validity, consistency, uniqueness, timeliness, and accuracy.
• Standalone data-quality report generation (Markdown/HTML) suitable for governance and audit trails.
• Guided discovery workflow that includes a data profiling phase and a reporting appendix.

Quick Start

Run a data quality profiling session on your dataset to produce a complete ABS-style report.