Bias Analysis
Detected Bias Types
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a Windows bias by providing only PowerShell examples for searching the audit log, referencing Windows-centric tools and patterns (such as PowerShell and Excel), and omitting equivalent Linux or cross-platform command-line instructions. There are no examples or guidance for Linux users or those using non-Windows environments.
Recommendations
- Provide equivalent examples using cross-platform tools such as Azure CLI, Microsoft Graph API via curl or Python, or PowerShell Core (pwsh) on Linux/macOS.
- Include instructions for exporting and analyzing audit logs using open formats (e.g., CSV, JSON) and tools available on Linux (e.g., grep, jq, pandas in Python).
- Mention and demonstrate how to connect to the Office 365 Management API using non-Windows environments, including authentication methods suitable for Linux.
- Avoid assuming Excel is the default analysis tool; suggest alternatives like LibreOffice Calc or command-line CSV tools.
- Clearly indicate which steps or scripts are Windows-specific and provide parity for Linux/macOS users.
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