Rubric for Take-home Assignments

How the rubric works

Interviewers typically rate each dimension on a four-point scale: Strong No Hire/No Hire/Hire/Strong Hire. A take-home that scores Hire across the board will usually clear the bar. Strong Hire on a few dimensions, especially the ones that matter most to that company, is what gets you into offer conversations.

The dimension that is hardest to fake with AI assistance is debrief readiness. Everyone preparing for PM interviews has access to the same tools and can produce a polished-looking take-home. What AI cannot do is own the reasoning behind a claim in a live conversation. Hiring committees at companies like Anthropic, Stripe, and Notion have shifted more evaluation weight to the debrief precisely because the written work has become harder to differentiate. If you want to stand out, that is where it happens.

1. Point of view

This dimension scores whether your take-home takes a real position or reads as a well-organized survey of things a PM might consider. It is the first thing interviewers notice, and they can assess it within the first two slides or the first paragraph.

A take-home with a point of view commits to one direction, names the hypothesis explicitly, and defends it. A take-home without one covers the expected ground, considers multiple options, and lands on the "balanced" choice. Balanced is not a point of view. It is an absence of one.

Scoring:

• Strong No Hire: The take-home presents multiple options without committing to one, or makes a recommendation that could apply to any company in any situation. There is no discernible thesis.
• No Hire: A direction is chosen, but the reasoning is hedged or generic. The candidate does not defend the call or name what they are trading off.
• Hire: One direction is chosen and argued clearly. The reasoning is coherent and the hypothesis is stated. The candidate can defend it against direct follow-up.
• Strong Hire: The point of view reflects a non-obvious read on this company's current priorities. The candidate commits to a direction that a less-informed candidate would not have landed on, and can articulate both the case for it and what it knowingly deprioritizes.

2. Company specificity

This dimension scores whether the take-home feels like it was built for this company, or whether it could be submitted to five different companies with the name swapped.

The most common failure mode is technically sound work that is structurally correct and completely generic. Interviewers can tell the difference between company-specific color added as decoration (a recent product name dropped into an otherwise generic framework) and decisions that could only have been made by someone who really understood this company's growth challenge, metric priorities, and competitive position.

Scoring:

• Strong No Hire: The take-home is generic. The company name is present, but no decision in the document reflects real knowledge of this company's situation.
• No Hire: There is some company-specific context, but it is used as decoration rather than as a driver of decisions. The feature or roadmap would be reasonable at many companies.
• Hire: The primary metric, feature scope, and framing reflect real knowledge of what this company is optimizing for. A reader familiar with the company would recognize that the candidate did meaningful research.
• Strong Hire: Every major decision in the take-home traces back to something specific about this company right now: a recent strategic shift, a known growth challenge, a product decision that signals what the team values. It could not have been submitted elsewhere without significant rework.

3. Rigor

This dimension scores whether the thinking is defensible: whether the experiment is designed properly, the metrics connect to the business, and the tradeoffs are named.

Rigor shows up in three places. First, experiment design. A rigorous experiment has a falsifiable hypothesis, a clear test and control, a staged rollout approach, a primary metric with a success threshold, and guardrail metrics that would cause you to stop. Missing any of these is a debrief vulnerability. Second, metric selection. The primary KPI should connect directly to a business outcome, not just user behavior. Third, tradeoffs. Every major build decision trades something off. Naming the tradeoff explicitly is not optional. It is the signal that the candidate understands the second-order effects of their recommendation.

Scoring:

• Strong No Hire: The experiment is a sketch. No hypothesis, no control, no guardrail metrics. Tradeoffs are not named. The metrics listed do not connect to a business outcome.
• No Hire: An experiment is described, but key elements are missing: the rollout approach is vague, the success threshold is not stated, or guardrail metrics are absent. Tradeoffs are implied but not named.
• Hire: The experiment has a falsifiable hypothesis, a clear test/control setup, and guardrail metrics. Tradeoffs are named. The primary metric connects to the stated business outcome.
• Strong Hire: The experiment design anticipates failure modes. The candidate has thought about what quiet failure looks like (the test that ships, underperforms, and gets quietly deprioritized) and has included the signals that would catch it before that happens. Tradeoffs are named with explicit reasoning about why this tradeoff is the right one for this company.

4. Level signal

This dimension scores whether the scope of thinking matches the level of the role. The same take-home prompt is evaluated differently for a senior PM than for an associate, even when the deliverable looks similar on the surface.

At junior levels, the bar is a well-designed feature or roadmap with sound reasoning and clear structure. At senior levels, interviewers expect to see multi-team thinking: awareness of who else is affected, what dependencies exist across the organization, and what the sequencing logic is across a longer time horizon. A senior-level take-home that goes deep on feature polish without naming what the feature makes harder to do elsewhere is missing the altitude the role requires.

Scoring:

• Strong No Hire: For a senior role: the take-home reads as a feature brief with no cross-team or strategic awareness. There is no acknowledgment of tradeoffs, dependencies, or internal resistance.
• No Hire: The scope of the work is narrower than the role requires. The candidate identifies a good direction but does not show awareness of what it affects across the organization.
• Hire: The take-home reflects appropriate scope for the level. For a senior role: tradeoffs are named, dependencies are acknowledged, and the candidate has thought about what gets deprioritized.
• Strong Hire: The take-home shows the candidate is thinking at the right altitude from the start. Internal stakeholders who would push back are named. The sequencing logic reflects awareness of how early decisions create or foreclose later ones. The debrief conversation operates at the same strategic level as the written work.

5. Debrief readiness

This dimension scores whether you can defend every claim in a live conversation. Almost every take-home ends with a presentation and Q&A. This is not a formality. It is the second half of the evaluation, and it is where many candidates lose ground they gained with strong written work.

Hiring committees read take-homes before the debrief specifically to find the questions they want to challenge. Expect to be asked: why this metric and not that one, what would you do if the test failed, who internally would push back and how would you respond, what did you intentionally leave out and why. The candidates who perform best have one thing in common: they built every section from their own thinking, so they can speak to any of it fluently under pressure.

Scoring:

• Strong No Hire: The candidate cannot explain the reasoning behind major decisions. When pushed, they restate what the take-home says rather than explaining why they made those choices. Sections built with AI assistance are visible in the debrief because the candidate cannot speak to them.
• No Hire: The candidate can answer direct questions about what the take-home says but struggles when pushed one level deeper: why this metric specifically, what they would do if the test failed, what they left out and why.
• Hire: The candidate can speak to every section clearly and explain the reasoning behind major decisions. They handle direct follow-up without becoming defensive.
• Strong Hire: The debrief conversation is as strong as the written work. The candidate anticipates the hardest questions and has already addressed them, either in the document or as a prepared answer. They surface tradeoffs before being asked. When asked "what would you change if you had to ship this tomorrow," they have a crisp, already-considered answer.