Identify whether AI resistance is driven by awareness, desire, knowledge, ability, or reinforcement.
The adoption snag A finance team has access to the AI variance tool, but only 2 of 11 analysts use it in month-end close. The wrong fix wastes change energy and can harden resistance. ADKAR diagnosis Find the missing outcome before picking the intervention Awareness, Desire, Knowledge, Ability, and Reinforcement are different barriers. AI leaders need to locate the barrier, not label the person. Bad reflex Schedule more training for everyone The fix matches the blocker. Resistance is data. ADKAR turns it into a targeted support plan. 01 Why 02 Willing 03 Practice 04 Fresh try
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