
Atlassian
Director of Data Science

Practice for Director of Data Science
Atlassian
Initial Screening & Values Alignment
This round serves as an initial screening to assess the candidate's background, experience, and alignment with Atlassian's core values. The focus is on understanding the candidate's motivations, career goals, and how their values resonate with Atlassian's culture.
Tell me about a time you had to make a data-driven decision with incomplete information. How did you approach it, and what was the outcome?
At Atlassian, we value 'Open Company, No Bullshit.' Can you describe a situation where you demonstrated transparency and honesty, even when it was difficult?
Atlassian emphasizes 'Build with Heart and Balance.' How do you ensure a healthy work-life balance while maintaining a high level of dedication to your work?
All interviews are private and won't be shared with the recruiters.
Technical Deep Dive: Data Science Fundamentals
This round assesses the candidate's core technical skills in data science, including statistical analysis, machine learning, and data manipulation. The focus is on evaluating the candidate's ability to apply these skills to solve real-world problems.
Explain the difference between L1 and L2 regularization. When would you use one over the other?
Describe a time when you had to deal with imbalanced data. What techniques did you use to address the imbalance, and how did you evaluate the performance of your model?
How would you design an A/B test to measure the impact of a new feature in Jira? What metrics would you track, and how would you determine statistical significance?
All interviews are private and won't be shared with the recruiters.
Product & Business Acumen
This round evaluates the candidate's understanding of Atlassian's products, business model, and ability to translate business problems into data-driven solutions. The focus is on assessing the candidate's product sense, strategic thinking, and ability to communicate insights to stakeholders.
How would you improve the search functionality in Confluence using data science techniques?
Atlassian is shifting more towards AI-powered features. How would you approach measuring the success of Atlassian Intelligence features in Jira?
How can data science be leveraged to improve collaboration and teamwork within Atlassian products?
All interviews are private and won't be shared with the recruiters.
Atlassian Values Deep Dive & Leadership Assessment
This round assesses the candidate's leadership potential and alignment with Atlassian's core values, particularly 'Be the change you seek' and 'Play, as a team'. The focus is on evaluating the candidate's ability to inspire, influence, and collaborate effectively in a team environment.
Describe a time when you had to influence a team to adopt a new data science approach or methodology. What challenges did you face, and how did you overcome them?
Tell me about a time you had to navigate a conflict within a team. What was your approach, and what was the outcome?
At Atlassian, we value 'Play, as a team.' How do you foster a collaborative and inclusive environment within your team?
All interviews are private and won't be shared with the recruiters.