Propose research to improve business
Company: Microsoft
Role: Software Engineer
Category: System Design
Difficulty: hard
Interview Round: Technical Screen
Propose research directions and concrete solution approaches to improve our business performance. For each idea, define the problem, target users or segments, key success metrics (e.g., conversion, retention, revenue, cost), required data and instrumentation, experimental design to validate impact, engineering or ML components if any, risks, and a phased rollout plan.
Quick Answer: This question evaluates a software engineer's proficiency in system design, product analytics, experimental design, and engineering/ML trade-offs by requiring high-level research directions that link technical proposals to measurable business metrics.