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Product Management Root Cause Analysis Question: Investigating Unity AR Foundation's declining daily active users
Image of author vinay

Vinay

Updated Nov 25, 2024

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Asked at Unity

12 mins

Why has the daily active user count for Unity's AR Foundation dropped by 15% over the past month?

Data Analysis Problem Solving Strategic Thinking Gaming Augmented Reality Software Development
User Engagement Product Analytics Root Cause Analysis Unity AR Technology

Introduction

The recent 15% drop in daily active users (DAU) for Unity's AR Foundation over the past month is a concerning trend that requires immediate attention and thorough analysis. As we delve into this issue, we'll systematically examine potential causes, gather relevant data, and develop actionable solutions to reverse this decline and strengthen our product's position in the market.

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 seasonal component. Has this drop coincided with any particular events or time of year?

Why it matters: Seasonal trends can significantly impact user behavior and help us differentiate between cyclical patterns and genuine product issues. Expected answer: No significant seasonal events noted. Impact on approach: If seasonal, we'd focus on year-over-year comparisons and anticipatory strategies.

  • Considering the specificity of the metric, I'm curious about the distribution of the decline. Is the 15% drop uniform across all user segments, or are certain groups more affected?

Why it matters: Understanding which user segments are most impacted will guide our investigation and potential solutions. Expected answer: The decline is more pronounced among casual users. Impact on approach: We'd prioritize investigating features and experiences tailored to casual users.

  • Given the nature of AR technology, I'm wondering if there have been any recent updates to mobile operating systems or hardware that might affect AR Foundation's performance?

Why it matters: External technological changes can significantly impact AR applications and user experience. Expected answer: iOS and Android both had minor updates in the past month. Impact on approach: We'd need to investigate compatibility issues and potential performance impacts from these updates.

  • Thinking about the product lifecycle, have there been any recent changes or updates to AR Foundation itself that might explain this shift in user engagement?

Why it matters: Internal changes can sometimes have unintended consequences on user behavior and engagement. Expected answer: A new feature was rolled out three weeks ago. Impact on approach: We'd focus on analyzing the impact of this new feature on user engagement and retention.

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