
February 11, 2026 | 1 minute read
Data-driven transformation strategies for people, with people
AI has turned transformation into a sprint. The fastest way to lose is by measuring the wrong things. Hear how Jean-Philippe Avelange reframes metrics, capability, and enablement so real change actually sticks during this panel session at TechEx Global.
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What this session covers
- The metrics trap in the AI era
Many organizations chase vanity metrics like logins and training completion. Real transformation shows up in better work and faster decisions. - Enable, don’t control
Good metrics raise the floor with enabling constraints. Bad metrics lower the ceiling with gatekeeping. - Why “digital transformation offices” cannot keep up
Central control worked when timelines ran for years. AI shifts timelines to months. Leaders need to enable people, not police adoption. - The real bottleneck: human capability
The constraint is not AI. It is the human ability to use it well, especially the “middle layer” where productivity lives.
Stop chasing adoption. Start proving outcomes.
If your dashboards look healthy but transformation feels stuck, your metrics are likely rewarding the wrong behavior. Let’s recalibrate what “success” means and how to measure it.
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