How would you identify and elevate a team's primary constraint?
This tests your systems thinking beyond local optimization. A great answer follows the 5 Focusing Steps: Identify, Exploit, Subordinate, Elevate, Repeat. A red flag is jumping to 'hire more people' before exploiting the existing constraint and subordinating…
Study: Disclosing AI use makes you seem 10x lazier
A study of ~1,000 workers found disclosing AI use makes you seem 10x lazier. Even with identical output, peers were 24% less likely to recommend you for key projects. While 94% use AI, the stigma means silence is often the safest career strategy.
Atlassian Details its ML Studio Platform Design
Atlassian's ML Studio platform powers thousands of daily workflows for millions of Rovo users. It solves enterprise scaling issues with reusable modules, column-level data governance, and unified orchestration, offering a blueprint for building compliant…
How do you build a business case for technical debt work?
Tests your ability to translate technical issues into business impact. Frame debt as business risk, quantify its impact on velocity and cost, and propose a clear, capacity-based plan.
Distinguish Throughput from Velocity in agile planning
This tests your grasp of outcome (Throughput) vs. effort (Velocity) metrics. Define both: Throughput is item count/time, Velocity is points/sprint. Contrast them by explaining Throughput measures actual delivery, not estimates.
Coaching a team from dependency to self-management
This tests your ability to apply a maturity model (like Tuckman's) to Agile coaching. Outline your shift from directive teaching in Forming to challenging in Performing, retiring basic facilitation as the team matures. A red flag is a static coaching style.
How would you advocate for decentralizing deployment approvals?
This tests your ability to drive organizational change with data. A great answer frames the problem using a decision framework (e.g., SAFe), proposes a phased pilot, and defines metrics like Cycle Time and Change Failure Rate to prove value.
A manager wants to attend your team's Sprint Retrospective. What's the risk?
Tests your grasp of psychological safety in Agile and stakeholder management. A great answer identifies the risk of chilled feedback, diagnoses the manager's underlying need, and proposes an alternative forum.
How would you design an architecture for rapid product iteration?
Tests your grasp of evolutionary architecture for uncertain markets. A great answer outlines incremental change via modularity and CI/CD, fitness functions to guard qualities like security, and evolving across multiple dimensions (tech, data).
How do you quantify the cost of not addressing technical debt?
Tests your ability to translate technical issues into business impact. A good answer quantifies the slowdown, calculates the 'tax' on new features, and proposes a specific, time-boxed plan. A red flag is complaining about the PO without providing data.
How do you handle non-functional requirements in a product backlog?
This tests your ability to integrate quality attributes (NFRs) into the agile workflow. Make them visible in the backlog, add them to the Definition of Done, and break them into testable sprint tasks. Red flag: treating NFRs as separate, non-sprint work.
Blocker vs. Impediment: Definitions and Escalation
Tests your grasp of Scrum terms and escalation. A blocker stops work; an impediment slows it. A good answer defines both, then outlines an escalation path for impediments: visualize, quantify impact, and engage leadership.
How does an EM's role change in an agile model?
This tests your grasp of servant leadership. A great answer explains the shift from directing work to enabling teams by building capabilities, removing impediments, and managing boundaries.
How Management's Role Evolves When Scaling Agile
This tests your grasp of servant leadership vs. command-and-control. A good answer contrasts traditional managers (directing work) with enabling managers (removing impediments, teaching problem-solving) as seen in LeSS.
How would you create a probabilistic forecast for a backlog?
This tests your grasp of probabilistic forecasting over single-date estimates. A good answer explains using historical throughput to run a Monte Carlo simulation, then presenting a range of dates with confidence levels (e.g., 50%, 85%).
When does a task's Cycle Time begin and end?
This tests your practical grasp of process metrics. Define Cycle Time as starting when active work begins ('In Progress') and ending when 'Done' (shippable). Contrast it with Lead Time (request to delivery). A red flag is confusing the two or being too vague.
Explain Little's Law and its application in Kanban
Tests your grasp of flow metrics. A good answer defines the formula (Lead Time = WIP / Throughput), explains the trade-offs, and gives a practical example. A red flag is ignoring the prerequisite of a stable system, which makes the formula's output…
How do you use a spike to de-risk a story?
This tests your ability to use agile spikes for targeted de-risking, not just vague research. A strong answer defines the specific question the spike will answer, proposes a strict time-box, and lists concrete deliverables like a decision or a better estimate.
How do you facilitate a heated technical disagreement between two seniors?
Tests your ability to de-escalate conflict and guide a team to a data-driven decision. Acknowledge the issue, separate the people from the problem, use a structured process, and focus on shared goals. A red flag is immediately picking a side or escalating.
How to apply Conway's Law to design team structures?
Tests if you can use Conway's Law proactively (the 'Inverse Conway Maneuver'). Outline: define the target architecture, then align small, autonomous teams to its components. A red flag is seeing the law only as a constraint, not a tool for intentional design.