Maxwell HarringtonChief Data Officer · Essays & perspective

Data governance2 min read

Data ownership must resolve a real problem

Naming an owner is only useful if that person can make the decisions needed to keep information fit for purpose.

Ownership requires a clear definition, an operating process and a route for users to raise issues.

Continue the essay

The enduring idea

Trusted data becomes valuable when people can use it responsibly in a decision. I connect ownership, quality and analytical capability to business purpose, with explicit limitations and human accountability for consequential uses.

A philosophy in practice ↗

The journal

Further reading.

  1. 02

    Responsible AI3 min read

    Analytics delivery includes the decision routine

    An analytical output can be accurate and still fail to influence the work it was intended to support.

  2. 03

    Decision intelligence2 min read

    AI evaluation starts with purpose and exposure

    An AI use case needs to be assessed in the context of the decision or task it supports.

Trusted source of truth
1
Replacing 37 conflicting reports
Value from analytics
₹410 Cr
Verified by finance, year three
Models governed
220
Under one responsible-AI framework
Time to decision data
9 days → 4 hrs
For the executive committee

Beyond the page

The record behind the perspective.

In the boardroom

  • Westmoor Housing FinanceIndependent Director · 2023 — Present
  • The Responsible Data InstituteAdvisory Board Member · 2020 — Present

Recognition

  • Data Leader of the YearThe Applied AI Forum · 2024
  • Responsible AI AwardThe Technology Leaders Review · 2023

In conversation

  • “Governing 220 models without slowing the business”The Applied AI Forum · 2025
  • “The board's role in responsible AI”The Boardroom Review · 2024
  • “Episode 120 — Data people can trust”The Leadership Ledger podcast · 2023
Made our data trustworthy enough to bet decisions on — and honest about where it was not.
Hannah ClarkeChief Executive, Westmoor Housing Finance
The full record ↗

Continue the conversation

Ideas are tested in conversation.

For board, advisory and speaking invitations, and for readers who want to take an argument further.

  • Board appointments
  • Advisory roles
  • Speaking invitations

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