Concepts / Handling Unknown Questions in Interviews

Handling Unknown Questions in Interviews

An interview tests how you think, not how much you have memorized, so an unknown question is an opportunity to show reasoning.

  • Programming

When the Answer Is Not in Memory

Almost every technical interview eventually includes a question you cannot answer from memory. It might be about a system you have never built, a customer situation you have never handled, or a tradeoff you have never had to weigh. In that moment you may have nothing to recite. This article looks at what to do next, and at a belief that quietly pushes many candidates toward the wrong move.

The short version is this: state honestly that you have not seen the specific case, then reason about it out loud. The rest of the article explains why that works, what the reasoning should contain, and how the moment unfolds from the interviewer's side.

The Belief That Pushes Candidates to Bluff

A common belief goes like this: if I admit I don't know, the interviewer will mark me down, so I should produce a confident answer even if I have to improvise it. The instinct is understandable. It treats the interview as a scoreboard where every visible gap is a point lost.

The belief is worth examining before accepting it. The useful question is not whether a gap looks bad on the scoreboard but what the interview is actually measuring. Once you answer that, the case for improvising weakens considerably.

What the Interview Is Actually Measuring

The source makes a specific claim here: an interview is not a knowledge test but a thinking test. If the purpose were to check how much you have memorized, a bluff might pass. Because the purpose is to see how you think, a made-up answer gives the interviewer almost nothing to evaluate. A fabricated answer hides the very thing being measured, which is your reasoning.

Seen this way, an unknown question is not a trap that exposes a missing fact. It is an opportunity. The interviewer has given you a problem whose answer you do not have, which means the only thing left to observe is how you approach it. Your recall of a fact can be checked against a reference. Your reasoning on an unfamiliar problem can only be seen when you speak it.

Question typeWhat the interviewer can observeWhat a bluff does to that observation
A fact you have memorizedWhether the fact is recalled correctlyNot applicable, since the fact is known
An unfamiliar problemHow you frame it, what you assume, and how you plan to find outHides the framing, assumptions, and plan behind a confident sentence
A tradeoff you have never weighedHow you identify the factors and tie them to the situationReplaces the weighing with a verdict the interviewer cannot check

The same unknown question tests different things depending on whether you recall or reason.

The Short Opening Response

The source recommends a response that is short and consistent, and it has two parts. The first is an honest statement that you have not encountered that specific case. The second is a signal that you are about to reason, such as saying you would approach it by working through the problem.

Key point

The opening is brief on purpose. Its job is to mark the gap clearly and move directly into the reasoning that follows. A long apology adds nothing for the interviewer to evaluate, and a vague sentence leaves them unsure whether you know the topic at all.

Three Elements of Out-Loud Reasoning

After the honest opening, the source describes what reasoning from first principles looks like when spoken aloud. It names three elements: the assumptions you would test, the people you would consult, and the experiments you would run. Each one turns an unknown into a plan.

Together the three elements demonstrate judgment even when the specific answer is missing. The interviewer can evaluate each one: whether your assumptions are sensible, whether your choice of people reflects how knowledge is spread through an organization, and whether your experiments would turn uncertainty into evidence.

Unknown questiona case you have not seenAssumptions to testwhich parts rest onuntested groundJudgment shownvisible even without theanswerPeople to consultwhere the knowledge livesExperiments to runhow uncertainty becomesevidenceforcesforcesforcesfeedsfeedsfeeds
How do the three elements of out-loud reasoning relate to each other and to the unknown question they help answer?

Bluffing Versus Naming a Gap

The two paths are easiest to compare side by side. The honest path names the gap and then exposes assumptions, people, and experiments, all of which the interviewer can evaluate. The bluff path produces a confident sentence that leaves the reasoning out of view.

Unknown questionno answer in memoryConfident bluffmade-up answerReasoning hiddennothing to evaluateBluff detectedthe bluff is detectableTrust loweredcredibility lostName the gaphonest openingReason out loudassumptions, people,experimentsTrust buildsreasoning is evaluablebluffhidesprobing revealscostshonestthen reasonsexposes
What happens to the interviewer's trust after a candidate bluffs versus after the candidate says I don't know, here is how I'd reason about it?

Bluffing tends to lose more often than naming a gap, for two reasons the source gives. First, a bluff hides the reasoning, which is the thing the interview is designed to see. Second, the bluff is detectable. Once the interviewer asks a follow-up question, the improvised answer tends to fall apart, and the credibility lost is usually greater than the gap that was honestly named.

Tracing the Interviewer's Picture

Follow what the interviewer knows at each moment in a realistic exchange. The state below is generated for illustration and is not drawn from a specific source case. Notice that the interviewer's picture of you changes with every move, even though no fact has been checked.

Worked example

A question about a system you have never built

The interviewer asks how you would design a retry strategy for a payment service you have never worked on. You do not know the service's failure modes.

  1. 1
    Honest opening

    You say you have not worked on this specific payment service, and that you would approach the question by working through it. The interviewer now knows exactly where your knowledge ends.

  2. 2
    Assumptions to test

    You state that you are assuming retries are safe for this operation, and that you would check that assumption before relying on it. The interviewer sees which parts of your plan rest on untested ground.

  3. 3
    People to consult

    You say you would talk to the team that owns the service to learn its failure modes and whether duplicate charges are a risk. The interviewer sees that you know where the relevant knowledge lives.

  4. 4
    Experiments to run

    You describe a test in a non-production environment that would reveal how the service responds to repeated requests. The interviewer sees that you know how to turn uncertainty into evidence.

Result

Even without the specific answer, the interviewer has evaluated your framing, assumptions, choice of people, and plan for evidence. A bluffed retry policy would have given them none of this to assess.

Mistakes to Avoid When Thinking Aloud

  • Common mistake

    Improvising a confident answer to avoid admitting a gap

    What it looks like

    Stating a specific retry policy for a system you have never seen, as if you had designed it.

    Why it fails

    The bluff hides the reasoning, which is the thing being measured, and it can be detected under follow-up questions.

    Do this instead

    State that you have not seen the specific case, then reason about it out loud.

  • Common mistake

    Turning the honest opening into a long apology

    What it looks like

    Spending a minute explaining how sorry you are that you do not know this topic.

    Why it fails

    The source describes the opening as brief on purpose. Its job is to mark the gap and move into reasoning.

    Do this instead

    Use one honest sentence, then move directly into assumptions, people, and experiments.

  • Common mistake

    Naming a gap and then going silent

    Why it fails

    An honest gap without reasoning gives the interviewer the same empty picture as a bluff, only more openly.

    Do this instead

    Follow the gap with the elements of out-loud reasoning so your judgment is visible.

  • Common mistake

    Listing assumptions without saying how you would test them

Practice: Reasoning Through an Unfamiliar Case

MEDIUM

An interviewer asks how you would decide whether to migrate a team's data pipeline to a new tool, and you have never evaluated that tool. Write a short spoken response with three parts: an honest opening, one assumption you would test, one person you would consult, and one experiment you would run.

Hints
  • Your opening should say that you have not seen this specific case, in one sentence.
  • Pick an assumption that the whole migration depends on, such as the new tool handling your current data volume.
  • An experiment can be a small trial on a copy of real data rather than a full commitment.

Key Takeaways

  • An interview tests how you think, not how much you have memorized, so an unknown question is an opportunity to show reasoning.
  • The recommended response is short: state honestly that you have not seen the specific case, then reason about it out loud.
  • Reasoning from first principles means naming the assumptions you would test, the people you would consult, and the experiments you would run.
  • Bluffing tends to lose more often than naming a gap, because it hides the reasoning and the bluff is detectable.