Learn how to pass interviews, by role and company.
Research-backed insights grouped by career path, level and company: the process, what each level is assessed on, the real question themes, how to pass, and company-specific notes. Pick your path below, then practise it for real with a mentor.
What works in almost every interview.
Behaviour is scored everywhere
Behavioural signal runs through the whole loop, not one round. At Amazon every round maps to the Leadership Principles; Google scores "Googleyness". Prepare 8 to 12 STARL stories (Situation, Task, Action, Result, Learning) that each flex to several themes.
They score your reasoning, not the answer
In technical, case, product and design rounds the signal is how you think. State assumptions, lay out a structure, then go deep. Interviewers push back hard on your first idea on purpose; defend or update it calmly.
Level means scope and ambiguity
The same prompt is scored differently by level. Entry: can you do the task. Mid: can you own it end to end with metrics. Senior: can you set direction under ambiguity and lift the people around you.
A take-home or case often decides it
For data, analytics, design, BA and marketing roles the case study or take-home is frequently the deciding round. You usually present it back to a panel, who weight your reasoning, assumptions and communication over polish.
Quantify everything
Reviewers reward measurable impact (users, latency, revenue, risk reduced) and flag inflated numbers. Have real figures for your two or three best projects and be honest about scale.
Product Management
PM loops test three things: product sense (design), execution and analytics (metrics), and leadership. Expect open prompts where you narrow a huge problem to one user and their pain before proposing anything.
Entry / Graduate
What they assess
- Structured product thinking
- User empathy and creativity
- Basic metrics sense
- Coachability
Question themes
Product design / sense
- How would you improve Google Maps for advertisers?
- Design a product for first-time renters
Analytical / execution
- What metrics would you track for feature X?
- How would you size this market?
Behavioural
- A time you influenced without authority
- A product you love and one thing you would change
How to pass
- Narrow a broad prompt to a specific user and pain before solving; interviewers reward this most.
- Do not memorise rigid frameworks; use a light structure then go deep.
- Name a metric for every idea.
Mid
What they assess
- End-to-end execution
- Metrics and experimentation
- Trade-off judgement
- Stakeholder influence
Question themes
Execution / metrics
- A key metric dropped 25%, how do you investigate?
- Define success and guardrail metrics for a launch
Strategy
- Should we build, buy or partner for X?
- Prioritise this roadmap under constraints
How to pass
- Rehearse the "metric moved, diagnose it" drill: segment, funnel, hypotheses, validation.
- Quantify impact in every story and name the trade-offs you rejected.
- Tie strategy back to a user problem and a business metric.
Senior
What they assess
- Product vision and strategy
- Ambiguity and prioritisation
- Leadership and alignment
Question themes
Strategy / vision
- Set a 12-month strategy for this product area
- How would you decide what NOT to build?
Leadership behavioural
- A hard prioritisation call you owned
- How you aligned leadership behind a direction
How to pass
- Scope the ambiguous prompt and define success metrics before proposing solutions.
- Show you can say no and sequence ruthlessly.
- Bring examples of influencing leadership and growing other PMs.
How companies run it
Five rounds: product design (reported the hardest), product strategy, analytical (metrics-heavy), a technical round that needs no coding but tests architecture and trade-offs, and Googleyness & leadership. A reported prompt: "How would you improve Google Maps for advertisers?"
Meta
Heavy on product sense and execution. Expect the "a metric dropped, diagnose it" drill and sizing questions. Fast-paced; lead with impact and ownership.
Amazon
Framed as a Product Manager loop where everything maps to the Leadership Principles, with a Bar Raiser. Have 2 data-backed stories per principle.
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