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Product Management Root Cause Analysis Question: Investigating decreased session duration for antivirus software

Asked at Aura

15 mins

Why has the average session duration for Aura's antivirus software decreased by 25% over the past week?

Data Analysis Problem Solving Technical Understanding Cybersecurity Software B2C Technology
User Engagement Data Analysis Performance Optimization Root Cause Analysis Antivirus Software

Introduction

The recent 25% decrease in average session duration for Aura's antivirus software over the past week is a critical issue that demands immediate attention. This significant drop in user engagement could have far-reaching implications for user satisfaction, product effectiveness, and ultimately, business performance. To address this problem, I'll employ a systematic approach to identify, validate, and resolve the root cause while considering both short-term fixes and long-term strategic implications.

Framework overview

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

Step 1

Clarifying Questions (3 minutes)

  • Given the sudden drop, I'm wondering about recent changes. Have there been any updates to the software or backend systems in the past two weeks?

Why it matters: Recent changes often correlate with performance shifts. Expected answer: Yes, a minor update was released. Impact on approach: If confirmed, I'd focus on the update's contents and rollout process.

  • Considering user segments, is this decrease uniform across all user types, or are certain groups more affected?

Why it matters: Helps narrow down potential causes and target solutions. Expected answer: The decrease is more pronounced in newer users. Impact on approach: I'd investigate onboarding processes and new user experience.

  • Regarding the metric itself, has there been any change in how session duration is calculated or tracked?

Why it matters: Ensures we're comparing apples to apples in our analysis. Expected answer: No changes in metric calculation. Impact on approach: If changed, I'd focus on data consistency issues.

  • Looking at external factors, have there been any significant competitor actions or market shifts in the past month?

Why it matters: External events can dramatically impact user behavior. Expected answer: No major market changes noted. Impact on approach: If significant changes occurred, I'd analyze competitive landscape shifts.

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