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PROJECT OVERVIEW

Automated QA Insights Dashboard

Category
Dashboards & Reporting
Type
Quality Analytics
Status
Completed

THE SITUATION

QA audits explained individual reviews, but recurring quality patterns needed a wider lens.

Audit scores, markdown attributes, critical errors, and team-member results provided case-level evidence. Quality review also needed to reveal which issues repeated across weeks and where the main drivers were concentrated.

THE ANALYSIS GAP

A score could show what happened in one review without showing what kept happening across the operation.

  • Audit volume and overall scores needed shared context
  • Markdown drivers required week-over-week and team views
  • Critical errors needed recurring-pattern visibility

THE APPROACH

Organize audit data into overview, driver, critical-error, and team-level analysis.

The dashboard applies audit filters, summarizes overall scores and volume, compares weekly attribute results, ranks markdown reasons, tracks critical errors by category and team member, and includes a guide for setup and use.

VISUAL PROOF

Quality patterns in view

See QA data move from overview metrics to markdown drivers, critical errors, and team-level detail.

QA overview, markdown drivers, critical errors, team analysis, and dashboard user guide

THE OUTCOME

Quality review gained a structured view of recurring signals beneath individual audits.

QUALITY SIGNALS SURFACED

  • Overall QA score and audit volume
  • Week-over-week attribute scores and audit counts
  • Markdown reasons and team-member breakdowns
  • Critical-error categories, counts, and recurring drivers
  • Setup, navigation, troubleshooting, and usage guidance

SYSTEM DETAILS

Project Details

Category
Dashboards & Reporting
Type
Quality Analytics
Status
Completed
Platform
Google Sheets

Data

  • QA audits
  • Scores
  • Markdowns
  • Critical errors

Analysis

  • Week comparison
  • Attribute drivers
  • Team breakdowns

Support

  • Filters
  • User guide
  • Troubleshooting reference

THE TAKEAWAY

A QA score describes one review. QA insight shows which quality signals keep appearing.

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