Introduction
The increased false positive rate in BlueVoyant's Managed Detection and Response service this month is a critical issue that requires immediate attention. As we analyze this product problem, we'll follow a systematic framework to identify, validate, and address the root cause while considering both immediate and long-term implications.
Our approach will involve clarifying the context, ruling out external factors, understanding the product and user journey, breaking down the metric, gathering relevant data, forming hypotheses, conducting root cause analysis, and proposing validation methods and solutions.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Recent changes could be directly linked to the increased false positive rate. Expected answer: Information about recent updates or changes. Impact on approach: If there were recent changes, we'd focus on those first.
Why it matters: This helps us understand if it's a global issue or specific to certain use cases. Expected answer: Data on affected customer segments. Impact on approach: If it's segment-specific, we'd investigate those segments' unique characteristics.
Why it matters: Ensures we're comparing apples to apples and not dealing with a measurement issue. Expected answer: Confirmation of consistent measurement methods. Impact on approach: If there's been a change, we'd need to reassess our historical data.
Why it matters: Helps prioritize the issue and understand its impact. Expected answer: A percentage or factor of increase. Impact on approach: A larger increase might indicate a more systemic issue.
Why it matters: Customer feedback can provide qualitative insights into the nature of the false positives. Expected answer: Summary of customer complaints or observations. Impact on approach: This could guide us towards specific areas of the detection system to investigate.
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