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Technology Rollouts Depend on People Types, Not Just Training

Companies should focus on individuals' values and task fit for technology adoption, rather than relying solely on training plans. Research identifies four distinct orientations toward AI.

30 September 2026
Technology Rollouts Depend on People Types, Not Just Training

Successful technology rollouts, particularly with tools like AI, depend more on employees' values and task suitability than on extensive training. An expert opinion piece in Inc. Magazine suggests that businesses often err by making training the primary solution for AI adoption.

Research conducted in association with Pepperdine Graziadio Business School indicates that personal values, shaped by professional identity, are the deciding factor for technology fit. These values dictate how individuals perceive and interact with AI in their work, independent of their technical abilities.

The study identified four distinct values orientations toward AI. Some leaders treat it as a design tool to build with, while others use it selectively for efficiency. A third group views AI-generated output with caution, considering it a threat to their credibility, and a fourth group rejects its premise entirely.

Effective adoption requires companies to determine where AI fits within their operations and which employees are best suited to utilize it. Rather than pushing for broader usage, the focus should be on fewer individuals with clearer goals and the right values orientation. Different roles and instructions should be provided for the tool's use based on individual orientation.

According to BCG data, companies with a clear AI strategy achieve significantly better impact than those that merely invest in better tools. Success stems not from the fastest adoption or the most training, but from understanding the tool's appropriateness for different users and tasks.

Original source: inc.com