Why has user engagement with Cognite's CDF Explorer declined by 30% since the latest release two weeks ago?

Introduction

The recent 30% decline in user engagement with Cognite's CDF Explorer since the latest release two weeks ago is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for the product and its users.

To tackle this problem, I'll follow a structured approach that covers issue identification, hypothesis generation, validation, and solution development. My goal is to provide a comprehensive analysis that not only addresses the immediate concern but also sets the stage for long-term product success.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking this could be related to the latest release. Can you confirm if any significant changes were made to the user interface or core functionality in this release?

Why it matters: This helps pinpoint whether the release itself is the primary factor. Expected answer: Yes, there were UI changes and new features added. Impact on approach: If confirmed, we'll focus on release-specific issues; if not, we'll broaden our investigation.

• I'm curious about the user segments affected. Has the 30% decline been uniform across all user types, or are certain segments more impacted?

Why it matters: This helps identify if the issue is universal or specific to certain user groups. Expected answer: The decline is more pronounced among power users. Impact on approach: If specific segments are more affected, we'll tailor our solution to those groups.

• Considering potential data anomalies, has there been any change in how engagement is measured or in the systems tracking this metric?

Why it matters: This rules out measurement errors as a cause. Expected answer: No changes in measurement methods or systems. Impact on approach: If there were changes, we'd need to audit the measurement process first.

• Given the sudden drop, I'm wondering if there have been any external factors like competitor launches or market shifts in the past two weeks?

Why it matters: This helps distinguish between internal and external causes. Expected answer: No significant external events noted. Impact on approach: If external factors are at play, our strategy would need to account for market dynamics.