UK GDPR

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Data Quality Assessment: Proven Checklist to Avoid Bad Data

Everyone agrees the records are a bit of a mess and nobody schedules the work to find out how bad it is. A data quality assessment turns that vague unease into a scored, prioritised, costed list you can work through in ninety days. This guide covers what to measure, the six dimensions and their thresholds, the full checklist of profiling and rule checks, how to score results so they are comparable, what a first pass usually finds, how to convert findings into a remediation plan, tooling tiers, the UK GDPR obligations it satisfies, what it costs to run, and the mistakes that waste the effort.

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Data Governance Framework: Proven SME Guide to Avoid Risk

Almost every published data governance framework assumes a team that a small business does not have. This guide is written for the reality of ten to two hundred and fifty people: the six components that carry the value, who owns each one in a firm with no chief data officer, how to build a system inventory in a fortnight rather than a year, three classification tiers with handling rules people will actually follow, the four data quality measures worth tracking, a one-page retention schedule with UK periods and triggers, access reviews and processor contracts, what AI changes, which tooling is already inside licences you own, a ninety-day implementation plan, realistic first-year costs, six metrics to report quarterly, and the five failure modes that end most attempts.

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Microsoft 365 Data Retention vs Backup: Simple Risk Guide

Retention preserves; backup restores — and confusing the two is where most avoidable data loss in UK businesses begins. This guide draws the line precisely: what Microsoft 365 data retention actually does through Purview policies, labels and the Preservation Hold Library, which native windows expire and when, the five structural gaps where preservation stops and restoration starts, the failure scenarios retention cannot cover, what retention is genuinely better at, how each side is licensed and priced, and a 30-day plan to close the gap.

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