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Data Quality Scorecard

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License: OPL-1, every download is watermarked.
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Compatible with Odoo 18.0 · 19.0
OPL-1 license · Odoo 18.0 & 19.0
Data Quality Scorecard for Odoo — preview banner

Data Quality Scorecard

Score completeness and validity per model, generate a cleanup worklist and track data health over time

Dirty contacts, products and leads quietly break reporting, invoicing and automation — and nobody can see how bad it is. This module gives you a data-quality scorecard per model with weighted rules, a scoring engine that grades every record and rolls up an average score and pass rate, and a cleanup queue where each failing (record, rule) becomes an assignable issue with a direct link to fix it. Trend snapshots prove the cleanup effort is working. Everything runs locally — no external service touches your data.

Key Features

Weighted Scorecards

Build a scorecard per model (contacts, products, leads…) with rules that check completeness, validity (email, phone, VAT, URL, UK postcode, regex), uniqueness or a custom Python domain — each rule weighted and severity-tagged.

0–100 Scoring Engine

Every record is scored against active rules; the scorecard rolls up an average score, pass rate, letter grade and a per-rule breakdown, on demand or on a cron.

Actionable Cleanup Queue

Each failing record-and-rule becomes an issue carrying severity, the offending value and a one-click link to open and fix the record. Issues can be assigned, resolved, ignored, snoozed or re-checked.

Trend History

Every run snapshots the score, pass rate and per-rule stats with a delta vs the prior run, so you can chart data health improving and evidence the effort.

Built-In Validators

Ready-made checks for email, phone, VAT, URL and UK postcode formats, plus regex and custom-domain rules for anything specific to your business.

Bulk & Contextual Re-Check

Re-score in bulk via a wizard, or run a contextual "Score this record" action straight from any record to verify a fix instantly.

Visibility Plus Action

It doesn't just measure quality — it produces a prioritised, assignable worklist that actually gets the data clean.

Local & Model-Agnostic

Works on any Odoo model with no external service, so sensitive data never leaves your database.

Screenshots

Data Quality Scorecard — Bulk Action in Odoo

Bulk Action

Data Quality Scorecard — Score History in Odoo

Score History

Data Quality Scorecard — Scorecards in Odoo

Scorecards

Why Choose This Module

Build a scorecard per model (contacts, products, leads…) with rules that check completeness, validity (email, phone, VAT, URL, UK postcode, regex), uniqueness or a custom Python domain — each rule weighted and severity-tagged.

Specifications

  • Compatible: Odoo 18.0 / 19.0
  • License: OPL-1
  • Languages: English
  • Author: Pokutsoft
  • Dependencies: base, mail
  • Support: support@pokutsoft.com

Update date: 2026-07-02