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Product Management Root Cause Analysis Question: Investigating decline in voice assistant usage for Sonos Beam soundbar
Image of author vinay

Vinay

Updated Nov 19, 2024

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Asked at Sonos

15 mins

Why has there been a 20% decline in voice assistant usage across Sonos Beam soundbars over the last quarter?

Data Analysis Problem-Solving Technical Understanding Consumer Electronics Smart Home Audio Technology
Root Cause Analysis User Behavior Smart Home Voice Technology Sonos

Introduction

The 20% decline in voice assistant usage across Sonos Beam soundbars over the last quarter is a concerning trend that requires immediate attention. To address this issue, 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)

  • Looking at the timing, I'm thinking there might be seasonality at play. Has this decline been observed in previous years during the same quarter?

Why it matters: Seasonal patterns could explain the drop and inform our solution approach. Expected answer: No, this decline is unusual for this time of year. Impact on approach: If seasonal, we'd focus on year-over-year comparisons; if not, we'd investigate recent changes.

  • Considering user segments, I'm curious about the distribution of the decline. Is the 20% drop uniform across all user groups, or are certain segments more affected?

Why it matters: Identifying specific affected groups could point to targeted issues or changes. Expected answer: The decline is more pronounced among newer users. Impact on approach: We'd focus on onboarding processes and new user experience if this is the case.

  • Thinking about recent updates, have there been any significant software or firmware changes to the Sonos Beam or its voice assistant integration in the past quarter?

Why it matters: Recent changes could directly impact user experience and usage patterns. Expected answer: Yes, there was a major firmware update two months ago. Impact on approach: We'd scrutinize the update's features and potential bugs.

  • Considering competitive landscape, has there been any notable shift in the smart speaker market or new product launches from competitors?

Why it matters: External market forces could be drawing users away from voice assistant usage on Sonos. Expected answer: No significant market changes, but a major competitor launched a new model last month. Impact on approach: We'd analyze competitor features and marketing strategies.

  • Focusing on measurement accuracy, has there been any change in how voice assistant usage is tracked or reported in the last quarter?

Why it matters: Ensures we're dealing with a real usage decline, not a measurement artifact. Expected answer: No changes to tracking methods or reporting systems. Impact on approach: Confirms we need to look at actual usage patterns rather than data collection issues.

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