Insights & Resources

Why Asking an Expert “Why?” Is Not Enough

An expert’s explanation is useful evidence, but it is not a recording of the process that caused the decision. Reliable transfer work begins with a real incident, reconstructs the timeline before asking for general principles, and tests recollection against records, other observers, contrasting cases, and new scenarios. The aim is a well-supported map of cues and decision boundaries—not a claim to have captured a person’s mind.

By Ken Ohyama, Founder · Published August 23, 2026 · Reviewed August 23, 2026

  • expert interviews
  • Critical Decision Method
  • knowledge transfer

A fluent explanation can arrive too late

A consequential decision often becomes easier to explain after it has worked. The uncertainty drains out of the story. Details that once competed for attention are rearranged around the eventual result, and the expert can offer a principle that sounds as though it had been present, fully formed, from the beginning.

That account may be honest. It may also be incomplete in precisely the places a successor needs most: the first weak signal, the interpretation that was briefly plausible, the evidence that changed the call, or the threshold beyond which waiting became irresponsible. Memory is not a transcript, and expertise does not make it one.

The buyer’s question is therefore narrower than “Can this leader explain the role?” It is whether the material being preserved has enough evidentiary support to guide another person when the next case is similar but not identical.

Research gives us a reason to treat “why” carefully

Nisbett and Wilson’s classic review argued that people may have limited direct access to the higher-order mental processes that produce some judgments. When asked why, a person can report a plausible theory based on what seems likely rather than a complete account of what actually caused the response. The paper does not show that every verbal report is useless. It does show why confidence and coherence cannot be the only tests.

This matters in succession because senior people are practiced narrators of their work. They have board language, operating principles, and years of hindsight. The same fluency that makes an interview compelling can smooth over the moment when the situation stopped fitting the ordinary rule.

Skagway’s practitioner conclusion is modest: self-explanation should carry an evidence label. Recollection, interpretation, and inference each deserve a place in the record, but they should not be silently promoted into objective causal fact.

Research finding

People can provide plausible explanations for judgments without reliable direct access to every higher-order process that produced them. Verbal reports remain evidence, but fluency is not causal verification.

Telling more than we can know: Verbal reports on mental processes · Psychological Review

Method note: Nisbett and Wilson reviewed experimental evidence about verbal reports on mental processes. The finding does not mean all recollection or self-explanation is false.

Begin with the episode before asking for the lesson

Klein, Calderwood, and MacGregor developed the Critical Decision Method for naturalistic work marked by pressure, dense information, and changing conditions. The method extends critical-incident interviewing with probes designed to elicit perceptual and conceptual discriminations, typicality judgments, and critical cues. Its practical power begins with a specific event rather than a request for a general philosophy.

A useful interview first builds the timeline. What was happening before the decision became visible? When did the incumbent’s reading change? What did they expect to happen next? Which information did they seek, ignore, or distrust? Only after the event has regained some of its original texture does the inquiry turn toward interpretation.

This does not solve the introspection problem. It gives the account constraints. Dates, artifacts, people, and changing expectations make it harder for a polished generality to stand in for the actual episode.

The strongest probes look for the decision boundary

“Why?” invites a reason. A cognitive probe can ask something more discriminating: What did you notice that a less-experienced person might have missed? What would you have expected to see if your first interpretation were correct? Which single change in the facts would have reversed your decision?

Counterfactual and contrast questions are especially useful because they put pressure on the edges of a rule. If a leader says, “I always protect the customer relationship,” a contrasting incident may reveal that protection sometimes means conceding, sometimes refusing, and sometimes speaking privately before any formal action. The transferable material is found in the conditions separating those responses.

Applied Cognitive Task Analysis offers related tools for identifying difficult cognitive demands, potential errors, cues, and strategies, and for translating findings into training or design products. Neither CDM nor ACTA was validated as an end-to-end method for executive succession. Their value here is intellectual and practical lineage, not borrowed certification.

Evidence path

From remembered decision to supported pattern

Each pass adds a different kind of constraint. None makes the account infallible; together they make its support inspectable.

  1. Decision

    Start with a consequential episode

    Choose a real event where the answer was uncertain, the stakes mattered, and expertise changed the course.

  2. Recollection

    Recover the timeline first

    Reconstruct what happened, what was known, and when the incumbent’s interpretation shifted.

  3. Probing

    Surface cues and alternatives

    Ask what was noticed, expected, rejected, and what would have changed the call.

  4. Records

    Compare the account with traces

    Use contemporaneous artifacts and other observers to support, complicate, or contradict recollection.

  5. Contrast

    Test the boundary under variation

    Use a contrasting case or fresh scenario to see whether the proposed pattern travels.

The result is a supported working representation, not a claim to have recovered an invisible internal algorithm.

Triangulation preserves disagreement instead of editing it away

The incumbent’s account should be compared, where access and confidentiality permit, with contemporaneous records, decision artifacts, and other people who saw the event from a different position. The goal is not to stage a trial around an old decision. It is to see where independent traces support the account, where they add missing context, and where the organization should retain uncertainty.

Contradiction can be productive. A finance leader may remember that the decisive issue was covenant risk while an operating record shows customer concentration became visible first. Both can be true at different points in the timeline. Forcing a single clean reason would make the case easier to summarize and less useful to learn from.

A disciplined record can distinguish recollection, contemporaneous evidence, inference, corroboration, and tested prediction. Those labels tell a successor how much weight to place on the material and which claims still need to be challenged in practice.

Method note

What a critical-decision inquiry actually asks

These probe families move the conversation from polished principle toward the conditions that shaped a particular call.

01Cue and anomaly probesWhat changed the reading?

Ask which detail first seemed significant, what did not fit the routine pattern, and what a less-experienced observer might have overlooked.

02Expectation probesWhat did the expert think would happen next?

Expectations expose the working interpretation. A violated expectation can be more revealing than the final explanation.

03Counterfactual probesWhat would have reversed the call?

Change one condition at a time to locate thresholds and distinguish a robust boundary from a story fitted to one outcome.

04Evidence labelsHow well is each statement supported?

Mark recollection, contemporaneous record, inference, corroboration, and tested prediction separately so uncertainty remains visible.

A captured case earns confidence only when it travels

A historical case can be richly documented and still fail to generalize. The next test is whether its distinctions survive variation. Change the stakeholder, shorten the time available, remove a familiar information source, or combine two conditions that did not occur together in the original event. Then ask the incumbent and successor to reason through the altered case separately.

Agreement is not the only useful outcome. A successor may reach a different decision for sound reasons because strategy, authority, or market conditions have changed. What matters is whether they recognize the consequential cues, make the tradeoff visible, and know where uncertainty warrants escalation.

Neither a transcript nor a scenario result proves that judgment has been transferred. Together they create better evidence than explanation alone: an inspectable account of what the organization believes, what supports it, and where dependency remains.

The honest promise is a better map, not a duplicate mind

Some executive judgment will resist clean representation. Timing may depend on embodied experience; relationship history may change what can be said; part of the apparent expertise may reside in colleagues, routines, and artifacts around the incumbent. A method gains credibility by naming those limits.

The Map is useful when a real critical-person dependency justifies structured elicitation and triangulation before a leader leaves. It can surface consequential incidents, cues, exceptions, relationships, and thresholds, then organize them for successor practice or institutional use. It does not make an interview causally infallible or turn a human being into a complete model.

For boards, that restraint is practical. A partial map whose evidence and uncertainty are visible is safer than a confident document that cannot tell the reader how its conclusions were reached.

Illustrative example

A founder recalls declining a large customer request because the economics were poor. The timeline shows that the commercial analysis came after a private warning about implementation risk. A contemporaneous note supports the timing; another executive remembers the warning differently. The useful artifact preserves all three: the founder’s interpretation, the dated record, and the unresolved disagreement. A successor can then be tested on a varied case without being told there is one approved answer.

When Skagway is a fit

Skagway Succession is a U.S. executive-succession advisory that captures and transfers the tacit judgment of critical leaders. We are a fit when an organization needs a deliberate, evidence-led process for a critical executive, founder, technical expert, or operator. We are not a replacement for legal, tax, executive-search, compensation, fiduciary, or broad leadership-development advice.

Explore The Map

Glossary

Critical Decision Method (CDM)
A retrospective incident-based interview method that uses cognitive probes to examine expertise in consequential decisions.
Triangulation
Comparing different sources or forms of evidence to test, enrich, or qualify an account.
Decision boundary
A condition or change in context that alters the appropriate interpretation, action, or escalation path.
Counterfactual probe
A question that changes part of an incident to examine what would have produced a different judgment.

Sources & further reading

This guide is founder-led analysis. Sources provide background and are not endorsements of Skagway Succession.

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