Answer values interview behavioral questions
Company: Atlassian
Role: Machine Learning Engineer
Category: Behavioral & Leadership
Difficulty: medium
Interview Round: Onsite
You are in a **management/values** interview. Prepare behavioral answers aligned to the company’s core values.
Typical questions in this round include:
- Describe a time you **pushed back** on a decision or requirement.
- Describe a time you drove **change / improvement**.
- Describe a time you **helped other people improve** (mentoring/coaching).
- Describe a time you worked through **ambiguity**.
- Describe a **mistake** you made and how you corrected course.
Interviewers may **probe with follow-ups** if they haven’t yet heard the signal they need (scope, ownership, impact, conflict handling, learning).
Quick Answer: This question evaluates leadership and behavioral competencies such as alignment with organizational values, ownership, communication and conflict resolution, mentorship and coaching, handling ambiguity, and learning from mistakes.
Solution
## 1) What the interviewer is really evaluating
Values/behavioral rounds typically measure:
- **Judgment:** do you make good tradeoffs and escalate appropriately?
- **Ownership:** do you take responsibility beyond your job description?
- **Collaboration & influence:** can you align others without authority?
- **Customer orientation:** do you protect user/customer outcomes?
- **Growth mindset:** do you learn from mistakes and improve the system?
## 2) Use a tight STAR structure (with an “L”)
Use **STAR + Learning**:
- **S (Situation):** 1–2 sentences, who/when/why it mattered.
- **T (Task):** what you were responsible for (be explicit).
- **A (Action):** 3–6 bullets of what you did; emphasize decisions and communication.
- **R (Result):** quantify impact (%, time saved, incidents reduced, revenue, adoption).
- **L (Learning):** what you’d repeat/avoid; what process changed.
A common failure mode is spending 70% on Situation and 10% on Actions/Results.
## 3) Build a “story bank” mapped to values
Prepare **5–6 stories** that can be reused across prompts. For each story, write:
- Your role + scope (team size, systems owned, timeline)
- Conflict/stakes (why it was hard)
- Metrics before/after
- What you learned
Then map each story to one (or more) values such as:
- Customer focus
- Teamwork
- Transparency
- Bias for action / ownership
- Continuous improvement
(Use the company’s exact wording if you know it; the mapping is what matters.)
## 4) How to answer each common prompt
### A) “Tell me about a time you pushed back.”
**Signals to hit**
- You pushed back for a principled reason (customer risk, reliability, ethics, cost).
- You proposed alternatives, not just “no.”
- You handled disagreement respectfully and aligned on a decision.
**Good action pattern**
1. Clarify goals/constraints and restate them.
2. Present data (incidents, latency, error budget, user impact, opportunity cost).
3. Offer options with tradeoffs (e.g., phased rollout, feature flag, smaller scope).
4. Align stakeholders; document decision.
**Pitfall:** sounding stubborn or political; avoid “I won,” emphasize outcome.
### B) “Tell me about a change/improvement you drove.”
**Signals to hit**
- You identified a problem others accepted as normal.
- You influenced adoption (not just built a tool no one used).
- You measured impact.
**Examples of measurable improvements**
- Reduced deployment time from 45 min → 10 min.
- Cut on-call pages by 30% via better alerts/runbooks.
- Improved conversion by X% via experimentation.
### C) “Tell me about helping others improve.”
**Signals to hit**
- Coaching approach: specific feedback + support + follow-up.
- You tailored to the person’s goals.
- You improved team throughput, quality, or morale.
**Concrete actions**
- Pairing sessions, code review coaching, writing a rubric, facilitating postmortems.
- Helping someone lead a project or present to stakeholders.
**Pitfall:** taking credit for someone else; center their growth.
### D) “Tell me about ambiguity.”
**Signals to hit**
- You created clarity: defined success metrics, risks, and a plan.
- You reduced uncertainty via small experiments/spikes.
- You communicated frequently and adjusted.
**Strong pattern**
- “I wrote a one-pager: problem statement, non-goals, assumptions, open questions, proposed milestones, and an RFC review.”
### E) “Tell me about a mistake.”
**Signals to hit**
- You own it without blaming others.
- You mitigated quickly.
- You prevented recurrence with a systemic fix.
**Great mistake stories include**
- A production incident caused by an unchecked migration.
- Mis-scoping a project and missing a key stakeholder.
- Shipping without a rollback plan.
**Must include**
- What you changed afterward: checklists, tests, alerts, canary releases, better stakeholder reviews.
## 5) Handling follow-up questions well
When probed, answer in the dimension they’re missing:
- **Scope:** “I owned X services; traffic was Y rps; 3 teams depended on it.”
- **Conflict:** “PM wanted speed; SRE wanted safety; I proposed staged rollout with guardrails.”
- **Impact:** “Result was 22% fewer support tickets and 15% faster time-to-resolution.”
- **Reflection:** “Next time I would involve Legal earlier and time-box the spike.”
If you don’t know, say what you’d do: “I don’t recall the exact number, but we tracked it via …”
## 6) Quick checklist before the interview
- Each story has **numbers** (even approximate) and a clear **before/after**.
- You can explain your decision-making and tradeoffs.
- You have 1 story demonstrating **principled pushback**.
- You have 1 story demonstrating **learning from failure**.
- You can deliver each story in **2 minutes**, with optional depth if asked.