James CookTechnology Strategist & Architect
All insights

Data

One source of truth still needs one owner.

Data governance cannot compensate for ambiguous accountability; shared records become trustworthy only when meaning, quality, and decisions have owners.

A lighthouse casting one beam beneath a star-filled sky.
Field note 26 · Data · Photo by Nathan Jennings on Unsplash

A shared database cannot resolve a disagreement the organization has refused to own.

01

The slogan hides the work

Organizations declare a CRM, ERP, warehouse, or master-data platform the single source of truth. Competing spreadsheets and reports continue because users do not trust the records or share the definitions.

The technology can centralize values. It cannot decide which business meaning should prevail.

02

Truth has several owners

Every important data domain needs ownership for meaning, quality, access, lifecycle, and the decisions that create or change a record. Technical stewardship alone is insufficient.

When definitions conflict, an accountable business owner must resolve the tradeoff. Otherwise, every team preserves its local truth and the central system becomes another opinion.

A source becomes trustworthy when someone is accountable for what its truth means.
03

Make quality operational

Define the conditions that make the data fit for a decision: completeness, timeliness, provenance, consistency, and acceptable uncertainty. Monitor those conditions where work occurs.

A quality dashboard without remediation authority merely reports distrust. Ownership must include the ability to change process and policy upstream.

04

Earn the source of truth

Reduce duplicate capture, expose provenance, document definitions, and give users a visible path to challenge incorrect records. Trust grows through correction, not declaration.

One source of truth still needs one owner—or, more precisely, a clear ownership system that makes truth governable.

About the author

James Cook

James is a technology strategist and architect who helps organizations build, modernize, and manage websites, applications, and the systems behind them.

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