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Lessons learned

Lessons by category, surfaced when a similar project is created.

Published lessons
19

From ⁦17⁩ projects

Times cited
83

In later requests and projects

High impact
10

Cost days or millions

In review
2

Waiting for PMO validation

Where lessons recur

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Suggested for a similar project

Pick a project; lessons rank by type, phase, portfolio and proven reuse.

A Infrastructure project in Planning

  1. 99Same project typeFits its phaseSame portfolioProven
  2. 70Same project typeFits its phase
  3. 70Same project typeFits its phase
  4. 70Same project typeFits its phase
  5. 70Same project typeFits its phase

The register

Each lesson: context, what happened, impact, recommendation.

⁦21⁩ of ⁦21⁩

Data governance comes before the analytics platform

LL-2026-023 · Data · Medium impact · Published

  1. 1ContextThe national Project Tracking Platform started before the contractor and project master-data dictionary was complete.
  2. 2What happenedAt the initiation gate the Project Steering Committee made NDMO classification of contractor and project data a condition.
  3. 3ImpactA conditional approval and three work packages re-sequenced.

Recommendation

Tie any analytics or AI request to the data-governance outputs and name the data owners before evaluation.

Captured by
Rahaf I. Al-Nefaie
Date
2026-08-185 Rabiʻ I 1448 AH
Applies to
Digital · IT

Where it was used (⁦6⁩)

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