This question evaluates ownership, proactive initiative, cross-functional leadership, stakeholder alignment, risk management, handling resistance, trade-off analysis, and the ability to quantify business impact within a Data Scientist role.

Describe a time you proactively took on work outside your defined responsibility to deliver a measurable business outcome. Include: 1) context, stakes, and your official scope; 2) what you specifically did that was outside scope and why it was necessary; 3) how you aligned with your manager and stakeholders before acting; 4) the risks you accepted or created and how you mitigated them; 5) the concrete quantitative impact (e.g., revenue, cost, latency, adoption) and how you measured it; 6) how you handled pushback or territorial resistance; 7) a trade-off you made that, in hindsight, you would handle differently and why.