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Product Management Root Cause Analysis Question: Investigating Darktrace's Enterprise Immune System performance drop

Why has the detection rate for insider threats dropped 15% in the last month for Darktrace Enterprise Immune System?

Data Analysis Problem Solving Technical Understanding Cybersecurity Enterprise Software Artificial Intelligence
Performance Metrics Root Cause Analysis Cybersecurity Darktrace AI Systems

Introduction

The recent 15% drop in the detection rate for insider threats in Darktrace's Enterprise Immune System is a critical issue that demands immediate attention. This analysis will systematically explore potential root causes, validate hypotheses, and propose targeted solutions to address this concerning trend in our cybersecurity product.

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 system update. Has there been any significant changes to the Enterprise Immune System in the past month?

Why it matters: System changes could directly impact detection capabilities. Expected answer: Yes, a major update was rolled out three weeks ago. Impact on approach: If confirmed, we'd focus on the update's specifics and potential unintended consequences.

  • Considering user behavior, have there been any notable changes in how clients are utilizing the system recently?

Why it matters: Changes in usage patterns could affect the system's ability to detect threats accurately. Expected answer: No significant changes reported by major clients. Impact on approach: If true, we'd shift focus to internal system factors rather than user-related issues.

  • Regarding data sources, has there been any disruption or change in the data feeds that the Enterprise Immune System relies on?

Why it matters: Data integrity is crucial for accurate threat detection. Expected answer: Some data integration issues were reported with a new third-party source. Impact on approach: This would lead us to investigate data quality and integration processes more closely.

  • Thinking about the metric itself, has the definition or measurement method for "detection rate" been altered in any way?

Why it matters: Ensures we're comparing apples to apples when looking at the 15% drop. Expected answer: No changes to the metric definition or measurement. Impact on approach: Confirms the validity of the reported decrease, focusing our efforts on actual performance issues.

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