Organisations have spent a decade measuring what they build from data, whether products, pipelines, platforms or models. It is the wrong scoreboard. Value was never in the artefact; it is in the decision the artefact changes.

Resilience is treated as the cost of growth. In a decade where the disruption never stops, it is the condition for it, and it has to be built into the operating system rather than bolted on after the shock.

The source of capital has shifted from banks to private and non-bank sources, faster than the governance of it has caught up.

For fifty years the GCC and Africa imported their strategy. The institutions now pulling ahead have stopped, and started authoring frameworks built for the structures they actually run.