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Product Management Root Cause Analysis Question: Investigating drop in Darktrace's insider threat detection rate

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

Data Analysis Problem Solving Technical Understanding Cybersecurity Enterprise Software Artificial Intelligence
Product Metrics Root Cause Analysis AI/ML Cybersecurity Insider Threats

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, generate data-driven hypotheses, and propose a comprehensive plan to address the problem. We'll examine both internal and external factors, considering technical, user behavior, and product-related aspects to ensure a holistic approach.

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 have been a recent update to the Enterprise Immune System. Has there been any significant software update or configuration change in the last month?

Why it matters: Recent changes could directly impact detection capabilities. Expected answer: Yes, there was a minor update two weeks ago. Impact on approach: If confirmed, we'd focus on the update's impact on detection algorithms.

  • Considering user behavior, I'm curious about any changes in the threat landscape. Have you noticed any shifts in the types or patterns of insider threats being attempted?

Why it matters: Evolving threat patterns could outpace current detection methods. Expected answer: No significant changes observed in threat patterns. Impact on approach: If true, we'd look more closely at internal system issues.

  • Thinking about data quality, I'm wondering about the reliability of our detection metrics. Has there been any change in how we measure or report insider threat detection rates?

Why it matters: Ensures we're addressing a real issue, not a measurement anomaly. Expected answer: No changes in measurement methodology. Impact on approach: If confirmed, we'd focus on actual detection capabilities rather than reporting issues.

  • Considering external factors, I'm curious about any changes in customer environments. Have there been any significant shifts in how our customers are using the Enterprise Immune System?

Why it matters: Changes in usage patterns could affect detection effectiveness. Expected answer: Some customers have expanded their remote workforce. Impact on approach: If true, we'd investigate how remote work impacts our detection capabilities.

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