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From Data to Decisions Engineering Digital Experience That Learns

CIO & Leader

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November 2025

Experience is engineered by observability that sees, learns, and adapts

From Data to Decisions Engineering Digital Experience That Learns

IN AN organization of our size and complexity, where services are delivered across a vast and distributed network, digital experience is not just a technical challenge—it’s a systems thinking challenge.

It involves aligning processes, data, people, and platforms in a way that allows the organization to not just serve users— but to learn from them in real time.

One of the biggest experience gaps we've faced historically isn’t in the UI or feature set. It's in the disconnect between user behavior and system intelligence. We might know what services were accessed, but not why users dropped off. We could track uptime, but not intent. That's why we've had to move away from thinking about experience as a delivery problem, and start thinking about it as a data problem.

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