Propose research to improve business

Q: Propose research to improve business

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.

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Question

Prompt: Propose Research Directions and Solution Approaches to Improve Business Performance

Context

Assume a large-scale, web/mobile, cloud-backed product with millions of users and multiple services. You are a software engineer in a system design and engineering technical screen, tasked with proposing pragmatic, measurable ways to improve business performance.

Task

Propose 3–5 research directions with concrete solution approaches to improve business performance. For each idea, provide:

Problem definition and why it matters
Target users or segments
Key success metrics (e.g., conversion, retention, revenue, cost) and guardrails
Required data and instrumentation
Experimental design to validate impact
Engineering or ML components (if any)
Risks and mitigations
Phased rollout plan

Keep the proposals technically grounded and measurable, with clear validation and rollout strategies.

Propose research to improve business

Overview

Prompt: Propose Research Directions and Solution Approaches to Improve Business Performance

Context

Task

Solution

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