CM-301b · Module 1

The Skeptic Taxonomy

4 min read

Calling someone a "skeptic" as if the category is singular is like calling a fever a diagnosis. It describes a surface presentation. It tells you nothing about the cause or the treatment. In my work across AI rollouts, I have identified six distinct skeptic types. They look similar from the outside — they all produce friction — but they have completely different behavioral profiles and completely different intervention requirements. Treating them identically is the treatment error that most change managers make.

  1. The Evidence Skeptic Presents as: "Show me the data." Underlying driver: high-C behavioral profile, evidence requirement, distrust of unsubstantiated claims. This is the skeptic who will actually change their position when presented with credible, well-documented evidence. They are not obstructing — they are maintaining their analytical standards. The intervention: build the evidence package. Do not argue. Document.
  2. The Experience Skeptic Presents as: "We tried this before and it didn't work." Underlying driver: organizational memory of a prior failure, pattern-matching the current initiative to the previous one, protective instinct for their team's time. The intervention is not to dismiss the prior experience — it is to document specifically how this initiative differs from the prior one and what has changed to produce a different outcome.
  3. The Priority Skeptic Presents as: "We have bigger problems to solve." Underlying driver: genuine competing priorities, resource constraint awareness, or a belief that AI is being prioritized over more urgent needs. This is often a valid concern. The intervention: either make the ROI case that this initiative addresses a priority problem, or acknowledge the trade-off explicitly and let the sponsor make the resource allocation decision.
  4. The Competence Skeptic Presents as: "We don't have the skills to do this." Underlying driver: accurate assessment of current capability gaps, concern about team overwhelm, or personal fear of being exposed as underprepared. The intervention: address the capability gap directly — training plan, external support, phased capability building. Do not dismiss the concern. It is usually at least partially accurate.
  5. The Risk Skeptic Presents as: "What could go wrong?" Underlying driver: high-C or high-S profile, risk awareness, responsibility for outcomes that the initiative could disrupt. This is the skeptic who is most likely to identify actual failure modes before they materialize. Treat their concerns as a risk register input, not a resistance problem.
  6. The Political Skeptic Presents as: substantive objections that shift whenever the previous objection is addressed. Underlying driver: territorial concern, competitive positioning, or objection to who is driving the initiative rather than what the initiative is. This is the only skeptic type whose concerns are primarily about organizational dynamics rather than the initiative itself. The intervention is not evidence — it is political.