Bias Analysis
Detected Bias Types
windows_first
windows_tools
windows_heavy_examples
Summary
The documentation demonstrates a Windows-first bias in several areas: Windows-specific identifiers (SID) and username formats are consistently listed before Linux equivalents (UID), and Windows domain formats are prioritized in examples and field descriptions. Windows tools and conventions (such as domain\username, SIDs, and session ID numeric requirements) are mentioned more frequently and with more detail than Linux equivalents. Linux formats are present but often secondary, with less explanation or example coverage.
Recommendations
- Present Linux and Windows identifiers and formats in parallel, alternating order or giving equal prominence (e.g., 'UID (Linux), SID (Windows)' rather than always 'SID (Windows), UID (Linux)').
- Provide Linux-specific examples for fields where only Windows examples are given (e.g., show a Linux UID and username format alongside Windows SIDs and domain\username).
- Expand explanations for Linux concepts (UID, group names, session IDs) to match the detail given for Windows.
- Where conversion or normalization is discussed (e.g., session IDs), include Linux-specific guidance and examples.
- Add explicit mention of Linux tools and patterns (e.g., reference /etc/passwd, getent, or id command for Linux user IDs) where Windows tools or conventions are described.
- Ensure that recommendations for field normalization and mapping include Linux-first or cross-platform scenarios, not just Windows-centric advice.
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