Behavioural Rounds

Attention

Questions

  • Current role.

  • Proud achievement as a team.

  • A critical feedback from your manager. How did you incorporate that suggestion? Can you give an example where you applied the learnings?

  • When you had to work on an item with a vaguely defined goal. What was the project and impact?

  • A manager that you had a hard time working with. Tell me about things that are positive about his/her approach.

  • Toughest challenge you had to overcome? What was the project and impact?

  • Given the experimental nature of your work, how to you ensure to show impact?

  • What areas do you think you can grow?

S - One or two sentences about the SITUATION: What happened? T - Describe the TASK: What was your specific goal? A - ACTIONS you took to overcome the obstacles and complete your objective. R - The tangible / quantifiable RESULTS of the situation: How did it help the team / company?

  1. Resolving conflict:

  • What kind of disagreements have you had with colleagues and/or managers? How have you resolved them?

  • Can you empathise with people whose points of view differ radically from yours?

  1. Growing continuously:

  • Your interviewer will be assessing your aptitude for seeking out opportunities for growth and learning.

  • Do you take constructive criticism as an opportunity to improve?

  • How have you approached improving your skills?

  1. Embracing ambiguity:

  • How do you operate in an ambiguous and quickly changing environment?

  • Are you comfortable making decisions and maintaining high levels of productivity when you are missing information or lack clarity?

  • How did you react when you had to quickly pivot away from a project due to a shift in priority?

  1. Driving results:

  • We will be evaluating your experience pushing yourself and others to deliver against goals and objectives.

  • How do you demonstrate your impact? Are you self-directed in reaching goals despite challenges and roadblocks?

  1. Communicating effectively:

  • How well do you communicate with teams?

  • What about cross-functional partners?

  • How do you tailor your communications based on the work and/or the audience?

Leadership and Values

  1. Ethical Considerations: - Fairness, accountability, transparency, and privacy. - Bias identification and mitigation in models.

  2. Software Engineering Practices: - Version control, code review, automated testing, deployment. - Reproducibility, scalability, and maintainability of ML systems.

  3. Domain Knowledge: - Domain constraints and problem framing. - Translating domain knowledge into modeling choices.

  4. Communication Skills: - Explaining technical concepts to non-technical stakeholders. - Clear written and verbal communication.

  5. Continuous Learning and Professional Development: - Ongoing learning habits and staying current with research. - Engagement in communities, conferences, or open-source.

  6. Team Collaboration and Leadership: - Cross-functional collaboration and mentorship. - Leading teams and building alignment.

  7. Problem-Solving Skills: - Structured reasoning on complex problems. - Trade-offs and solution design under constraints.

  8. Cultural Fit and Motivation: - Alignment with company values and mission. - Motivation and potential impact on the team.