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Product Management Root Cause Analysis Question: Investigating declining session duration in Amplitude's Funnel Analysis tool
Image of author vinay

Vinay

Updated Dec 3, 2024

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Why has the average session duration for users of Amplitude's Funnel Analysis tool declined by 20% this month?

Data Analysis Problem Solving User Behavior Understanding SaaS Analytics Product Management Tools
User Engagement Product Metrics Root Cause Analysis Amplitude Analytics Tools

Introduction

The decline in average session duration for Amplitude's Funnel Analysis tool by 20% this month is a significant issue that requires immediate attention. This metric is crucial for understanding user engagement and the tool's effectiveness. I'll approach this problem systematically, focusing on identifying potential root causes, validating hypotheses, and developing both short-term and long-term solutions.

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 product change. Have there been any updates to the Funnel Analysis tool in the past month?

Why it matters: Recent changes could directly impact user behavior. Expected answer: Yes, there was a UI update. Impact on approach: If yes, we'd focus on the change's impact on user experience.

  • Considering user segments, I'm curious about the distribution of this decline. Is the 20% decrease consistent across all user types, or is it more pronounced in specific segments?

Why it matters: Helps identify if the issue is universal or segment-specific. Expected answer: The decline is more significant among new users. Impact on approach: If segment-specific, we'd tailor our solution to that group.

  • Thinking about external factors, has there been any change in the competitive landscape or market conditions that might influence user behavior?

Why it matters: External factors could be driving the change in usage patterns. Expected answer: No significant market changes noted. Impact on approach: If no external factors, we'd focus more on internal issues.

  • Considering data integrity, has there been any change in how session duration is measured or reported in the last month?

Why it matters: Ensures we're dealing with a real issue, not a measurement anomaly. Expected answer: No changes in measurement methodology. Impact on approach: If measurement has changed, we'd need to reassess the validity of the decline.

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