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Product Management Root Cause Analysis Question: Investigating decline in insurance quote completions
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Nextsprints

Updated Jan 22, 2025

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What factors are contributing to the recent decline in quote completions for Root Insurance's car insurance policies?

Data Analysis Problem Solving Strategic Thinking Insurance FinTech Automotive
Data Analysis Product Metrics Root Cause Analysis InsurTech User Conversion

Introduction

The recent decline in quote completions for Root Insurance's car insurance policies is a critical issue that demands immediate attention. As we delve into this product execution problem, I'll employ a systematic approach to identify, validate, and address the root cause while considering both short-term fixes and long-term strategic implications.

In this analysis, we'll explore various factors that could be contributing to the decline, from technical issues to user behavior changes, and develop a comprehensive plan to reverse the trend. Let's begin by clarifying the situation and gathering essential information.

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 a recent change in the quote process. Has there been any significant update to the quote flow in the past 30-60 days?

Why it matters: Recent changes often correlate with metric shifts. Expected answer: Yes, we updated the UI of the quote form last month. Impact on approach: If true, we'd focus on A/B testing the new vs. old UI.

  • Considering user segments, I'm curious about the distribution of the decline. Is the drop in completions uniform across all user segments, or are certain groups more affected?

Why it matters: Helps identify if the issue is global or segment-specific. Expected answer: The decline is more pronounced among younger users. Impact on approach: We'd investigate factors specific to younger demographics.

  • Thinking about the competitive landscape, have there been any significant moves by competitors recently, such as new products or aggressive pricing?

Why it matters: External factors can significantly impact user behavior. Expected answer: A competitor launched a new "pay-per-mile" product last quarter. Impact on approach: We'd analyze our product positioning and consider feature enhancements.

  • Regarding data integrity, I'm wondering if there have been any changes to how we track or define quote completions. Has the definition or measurement of this metric remained consistent?

Why it matters: Ensures we're comparing apples to apples in our analysis. Expected answer: No changes to the metric definition or tracking. Impact on approach: If changed, we'd need to recalibrate our historical data for accurate comparison.

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