Observed, inferred, hypothesis: three words that change a board meeting
The strength of a statement depends on the evidence behind it.
Observed
An observation describes what was directly seen or measured within a stated context. “Three requests waited for approval during the morning observation” is narrower and more inspectable than “approvals are always slow.” Keep the source, time and scope visible.
Inferred
An inference connects observations to an explanation. It should name the reasoning and acknowledge alternatives. Repeated waits might suggest unclear delegation; they do not prove it without examining the authority and dependencies involved.
Hypothesis
A hypothesis describes a plausible explanation that needs a bounded test. State what would support it, what would challenge it and how the institution could investigate without treating the proposed change as already validated.
Use the words to improve the decision
Ask the presenter to label the statement and show its evidence. This does not delay every decision; it helps leadership match the commitment to the strength of what is known. Urgent action and uncertainty can be recorded together.
The same observation supports different claims
Suppose several visitors report unclear directions. Their accounts support a claim about those reported experiences. They do not establish the proportion of all visitors affected, the cause of confusion, or the quality of the entire institution. A cause such as conflicting signs remains a hypothesis until it is checked against the journey, the signs in use and other explanations. The discipline is to preserve the distinction between what a source says, what the analyst infers, and what the institution decides to test.
Uncertainty belongs beside the recommendation
Show the observation period, source type, sample boundaries, missing records and conflicting accounts next to the proposed action. A recommendation can be sensible even when confidence is limited, provided it is framed as a bounded test with a review date. The AI advisor should be able to explain which observations support the proposal and what would change its assessment. Fluent language is not additional evidence. If the source cannot be retrieved or the denominator is unknown, the interface should say so before presenting a precise-looking score.
A claim review card
| Record | Question or field |
|---|---|
| Observed | What happened? Source, date, scope and exact account. |
| Inferred | What interpretation follows, and what alternatives remain? |
| To test | What observation would support or contradict the explanation? |
Free templates: record the decision and observe the friction