Leadership / 3 min read
Strong leaders deliver, they do not just present a vision
Nearly every senior data and AI candidate can describe strategy. Far fewer can execute it. In manufacturing, where a leader has to modernize across ERP, engineering, supply chain and plant operations without stopping production, the gap between vision and delivery is where programs fail. Hire for delivery.
What delivery looks like
Prioritization first. Strong leaders do not open with a long AI wish list. They isolate the few problems where better data changes an operating or financial result, and they interrogate each one: Is the data trustworthy enough? Who owns the decision being changed? Can it integrate with existing systems? How is value measured? This discipline addresses familiar barriers: leadership alignment, workforce planning, operating models and data quality.
Enough technical depth to govern. The leader need not be the best engineer, but must challenge an architecture decision and recognize technical debt dressed up as progress: how ERP, MES, historian and IoT data combine, when real time is worth the cost, the gap between a pilot and production, and how consumption drives economics.
Teams, not resumes. A model is worthless on bad source data. A pipeline does not define a maintenance workflow. A secured environment does not create plant adoption. Strong leaders assemble complementary talent across strategy, architecture, engineering, data science, domain and change, and run it as one system with clear ownership of each layer.
Real business ownership. Watch for a leader who treats the business as a customer of the data team. In successful programs the business is a co-owner that defines the outcome, approves the rules and changes the workflow.
The best diagnostic question
Not "what was your biggest success," but "describe an initiative that did not deliver the value you expected, and what you changed." Real operators discuss hard trade-offs, stalled adoption and use cases they should have killed sooner. Judgment of that kind does not appear on a resume.
What to assess
evidence the candidate has converted strategy into a sequenced roadmap, shipped production capabilities, built multidisciplinary teams, governed without bureaucracy, managed partners without surrendering ownership and tied investment to results.
The Sebastian Group view
Senior hiring should not reward the best presentation. We define the outcomes a leader must own, the environment they must navigate and the evidence that proves readiness, then assess candidates on what they have built, scaled and learned.