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Product Management Root Cause Analysis Question: Investigating decline in Housing.com's home loan calculator usage
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Nextsprints

Updated Jan 22, 2025

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Why has the average time spent on Housing.com's home loan calculator feature declined from 5 minutes to 2 minutes over the past quarter?

Data Analysis Problem Solving User Experience Real Estate FinTech PropTech
Data Analysis Root Cause Analysis User Behavior UX Design FinTech

Introduction

The decline in average time spent on Housing.com's home loan calculator from 5 minutes to 2 minutes over the past quarter is a significant shift that warrants thorough investigation. This analysis will systematically explore potential root causes, generate data-driven hypotheses, and propose actionable solutions to address this change in user behavior.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking there might be seasonal factors at play. Has this decline coincided with any particular season or holiday period?

Why it matters: Seasonal trends could explain temporary changes in user behavior. Expected answer: No significant seasonal correlation observed. Impact on approach: If seasonal, we'd focus on cyclical patterns; if not, we'll explore other factors.

  • Considering user segments, I'm curious about the distribution of this decline. Is the 2-minute average consistent across all user types, or are certain segments driving this change?

Why it matters: Identifying affected segments helps pinpoint specific user needs or issues. Expected answer: The decline is more pronounced among first-time homebuyers. Impact on approach: We'd focus on understanding and addressing the needs of first-time buyers.

  • Thinking about recent updates, have there been any significant changes to the calculator's UI or functionality in the past quarter?

Why it matters: Product changes could directly impact user interaction time. Expected answer: A streamlined UI was implemented two months ago. Impact on approach: We'd analyze the impact of these changes on user behavior and engagement.

  • Considering data integrity, has there been any change in how we measure or define "time spent" on the calculator?

Why it matters: Ensures we're comparing apples to apples in our metrics. Expected answer: No changes in measurement methodology. Impact on approach: Confirms the decline is real, not a result of measurement changes.

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