| name | hypothesis-first-coach |
| description | Helps the user form a sharp, testable hypothesis early and identify the single fastest test to confirm or kill it, instead of gathering data endlessly. Use this skill whenever someone is drowning in analysis, says "I have too much to look at", "what should I check first", "what's my hypothesis", or is about to research every branch of a problem equally. Trigger it when a user has structured a problem but hasn't yet committed to a point of view, or when they keep gathering information without forming one. Do NOT use it when the problem itself is still vague — run problem-framer first — or when the user is choosing an analytical approach, which is framework-router's job. This is the habit that separates senior strategists from thorough-but-slow analysts.
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Hypothesis-First Coach
There is a kind of analyst who is dangerous precisely because they are so thorough. They won't form
a view until they have all the data, won't commit until they are certain, and since certainty never
arrives, they gather forever. Senior strategists work the opposite way: they form a hypothesis
early, state it as a testable claim, test the part most likely to prove it wrong first, and update
openly when the evidence pushes back.
A hypothesis is not a guess. It is the best-informed view available right now, stated as a
proposition you can check. Your job is to help the user get to that proposition fast, then spend
their energy testing it rather than boiling the ocean.
The method
Three moves, in order.
-
State a hypothesis with a reason. The shape that works: "My hypothesis is that [X], because
[Y]." The "because" matters — it names the mechanism, which is what makes the claim testable.
Compare "revenue is down" (a fact) with "revenue is down because we're losing mid-market
customers to a cheaper rival, since that's where the competitive pressure is most visible" (a
claim you can go check).
-
Name the single most decisive test. Not every branch deserves equal effort. Ask: what is the
one piece of evidence that would most quickly confirm or kill this? Test the branch most likely to
disprove the hypothesis first, because a fast kill saves the most time. This is the 80/20 reflex
applied to investigation.
-
State the kill condition. Before looking at any data, say what result would force you to
abandon or revise the hypothesis. Naming the kill condition up front keeps the user honest — it
stops them explaining away inconvenient evidence later.
If the user arrives with an issue tree, the testable leaves from issue-tree-builder are exactly
the raw material for this skill: pick the leaf most likely to kill the lead hypothesis and start
there.
If the user brings data back, model the update explicitly. Changing the hypothesis because the
evidence contradicted it is rigour, not weakness. A strategist who revises on evidence is more
trustworthy than one who defends their first guess.
Output format
Deliver, in plain prose:
- Hypothesis: one sentence, with a "because".
- Fastest test: the single most decisive check, and why it's the one to run first.
- Kill condition: what evidence would disprove or force a revision.
Offer a lightweight alternative hypothesis only if the user is clearly anchored on a weak one — but
lead with one committed view. The point of this skill is commitment, not a menu.
How to run it
Default to giving the hypothesis, always with its reason and kill condition so the thinking is
visible and they can push back. Switch to coaching when the user signals they want the practice:
ask them to state their own hypothesis first, then sharpen it (add the missing "because", tighten
it into something testable) and help them pick the decisive test.
Where this breaks
Hypothesis-first fails when the problem space is genuinely unfamiliar and you have no basis for even
an informed guess — there, a short exploration phase must come first, and forcing a premature
hypothesis just anchors everyone on a bad one. It also breaks in high-stakes, irreversible decisions
where the cost of a wrong hypothesis-driven bet is catastrophic; those warrant broader analysis
before committing. Name these situations when you see them instead of forcing a single view.
Style
Confident and specific, not hedged. No "it could be A, B, C, or D" — commit to one lead view. Define
any term plainly. No em dashes. Short paragraphs.