How can Handshake balance providing personalized job recommendations to students while maintaining a diverse range of opportunities for all users?

Introduction

Balancing personalized job recommendations with diverse opportunities for all users on Handshake presents a critical trade-off. This scenario involves optimizing user experience while maintaining platform inclusivity. I'll analyze this challenge through the lens of product strategy, user impact, and technical considerations.

Step 1

Clarifying Questions (3 minutes)

• Context: I'm assuming Handshake's primary user base is college students and recent graduates. Could you confirm if this is accurate, or if there are other significant user segments we should consider?

Why it matters: Helps tailor our solution to the right audience Expected answer: Primarily students and recent grads, with some alumni users Impact on approach: Would focus on early career needs and expectations

• Business Context: Based on typical job board models, I'm thinking Handshake's revenue might come from employer job postings or premium features. Can you share more about the current revenue streams?

Why it matters: Aligns solution with business sustainability Expected answer: Mix of employer fees and premium user features Impact on approach: Balance employer needs with user experience

• User Impact: I'm curious about user engagement patterns. Do we see higher retention rates for users who receive more personalized recommendations?

Why it matters: Validates the importance of personalization Expected answer: Yes, personalization increases engagement Impact on approach: Prioritize improving recommendation algorithms

• Technical: Considering the scale of job data, I'm wondering about our current recommendation system's capabilities. How sophisticated is our current algorithm in terms of handling diverse data inputs?

Why it matters: Determines feasibility of enhanced personalization Expected answer: Moderate capability, room for improvement Impact on approach: May need to factor in algorithm upgrades

• Resource: Given the potential impact on user experience, I'm thinking this might be a high-priority project. Can you give me an idea of the resources (team, budget) available for this initiative?

Why it matters: Helps scope the solution realistically Expected answer: Moderate resources available, competing priorities Impact on approach: May need to phase implementation or focus on high-impact areas