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Aygul Aksyanova
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June 27, 2026

Data governance as a growth enabler, not a tax

Governance has an image problem. In most organisations it arrives as a checklist — controls, sign-offs, committees — and teams learn to treat it as the cost of doing business. In regulated banking I learned the opposite: governance done well is the thing that lets you move faster, not slower.

The shift that changes everything

When I became the sole Data Governance Officer for an entire consumer banking portfolio, the goal was not to build a bigger rulebook. The goal was to make data trustworthy enough that people could act on it without a side-quest of reconciliation.

That required three things:

  • Clear ownership — every critical data element had a name next to it, not a committee.
  • Measurable quality — quality expressed as numbers with thresholds, not vibes.
  • Remediation loops — when something broke, there was a known path to fix it and learn from it.

What “good” looks like

The result was not slower delivery. It was the opposite: reporting cycles that used to take weeks collapsed, audits stopped being fire-drills, and stakeholders started trusting the numbers enough to decide. We passed regulatory and GDPR/financial audits with zero findings — not because we were perfect, but because the system was designed to be transparent.

The leadership lesson

Governance is a leadership decision before it is a technical one. If it is owned by a function that reports risk only, it becomes a brake. If it is owned close to value creation, it becomes infrastructure for speed. The CDOs who get this right don’t sell governance as compliance — they sell it as the foundation that makes scale possible.

If your governance programme is making people slower, the programme is the problem, not the people.


Aygul Aksyanova — Enterprise Data & AI Transformation Executive.

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