Bias Analysis
Detected Bias Types
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows-centric bias. It references Windows-specific tools and concepts (such as PowerShell logs, Security Event logs, and Defender for Endpoint isolation with a Windows documentation link) without mentioning Linux equivalents. There are no Linux-specific examples, tools, or guidance, and Windows terminology is used by default when discussing detection and response patterns.
Recommendations
- Include explicit examples and guidance for Linux-based Azure VMs, such as referencing syslog, auditd, or Linux-specific event logs when discussing log clearing or monitoring.
- When mentioning PowerShell or Security Event logs, also mention Linux equivalents (e.g., bash history, /var/log/auth.log, /var/log/secure).
- Provide links to documentation for isolating Linux VMs using Defender for Endpoint or other Azure-native controls, not just Windows.
- Balance the discussion of tools and response steps to include both Windows and Linux environments, especially in cloud contexts where both are common.
- Avoid assuming the use of Windows-only tools or workflows; clarify when guidance is platform-specific.
Create Pull Request