Trusted Data Checklist
A practical, category-by-category checklist for building data that people actually trust enough to act on.
Trust in data is built one decision at a time.
Trust in data isn't a single switch — it's built, or broken, across ownership, quality, definitions, and access, one decision at a time. Most "data trust" initiatives fail because they tackle the topic in the abstract instead of checking the specific things that actually create it.
Different teams report different numbers for the "same" metric
No clear owner when a data quality issue is found
Executives quietly keep a shadow spreadsheet because they don't trust the dashboard
Five categories that actually build trust.
A practical checklist organized into the five categories that determine whether people trust — and use — your data.
Ownership
Every critical dataset has a named, accountable owner people can actually reach.
Definitions
Core metrics are defined once, in one place, and used consistently everywhere.
Quality Monitoring
Data issues are caught by the system before a human finds them manually.
Lineage & Access
Anyone can trace where a number came from, and who's allowed to see it.
Change Management
Changes to data or definitions are communicated before they land, not after.
Every critical dataset has a named, accountable owner
Core metrics are defined once and used consistently everywhere
Data quality issues are flagged automatically, not manually
Anyone can trace a number back to its source
Changes to data or definitions are communicated in advance
Built for the people who own this problem
Responsible for the pipelines and platforms trust actually runs through.
Building or auditing a formal trust and quality program.
Tired of defending numbers instead of discussing what they mean.
Looking for a practical starting checklist, not a governance framework binder.
Three steps to put it to work
Work through it with your team
Review each category together, not just individually — trust gaps are usually shared.
Flag the gaps
Mark anything unchecked as a governance issue to address, not a footnote.
Prioritize by impact
Start with the checklist items blocking the most decisions, not the easiest fixes.
Check your data's trust gaps in 10 minutes.
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