Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by prioritizing PowerShell (a Windows-centric technology) in both structure and content. PowerShell runbooks are described first and in the most detail, with extensive examples and troubleshooting based on Windows file paths (e.g., C:\modules). Many examples and known issues reference Windows-specific patterns, such as environment variables and file paths, with little or no equivalent Linux guidance. The documentation also references Windows tools and concepts (e.g., PowerShell Workflow, graphical runbooks based on Windows PowerShell) and often omits or minimizes Linux-specific details, especially for hybrid worker scenarios. Python runbooks receive less coverage, and Linux-specific instructions or examples are sparse or missing.
Recommendations
  • Provide Linux-specific examples and troubleshooting steps alongside or before Windows examples, especially for hybrid worker scenarios.
  • Avoid using only Windows file paths (e.g., C:\modules); include Linux equivalents (e.g., /opt/automation/modules) where relevant.
  • Clarify which features and limitations apply to Windows, Linux, or both, particularly for hybrid runbook workers.
  • Expand Python runbook documentation to include Linux-specific package management, environment setup, and known issues.
  • Where PowerShell is discussed, explicitly note cross-platform capabilities and provide Linux usage notes or caveats.
  • For graphical and workflow runbooks, clearly state platform support and provide alternatives or workarounds for Linux users.
  • Ensure that all code samples, troubleshooting steps, and environment variable references are presented for both Windows and Linux contexts.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-08-08 00:00 #74 completed Biased Biased
2025-08-07 00:00 #73 completed Biased Biased
2025-08-06 00:00 #72 completed Biased Biased
2025-08-05 00:00 #71 completed Biased Biased
2025-08-04 00:00 #70 cancelled Biased Biased
2025-08-03 00:00 #69 completed Biased Biased
2025-08-02 00:00 #68 cancelled Clean Clean
2025-08-01 00:00 #67 completed Biased Biased
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-22 00:01 #57 completed Clean Clean
2025-07-21 00:00 #56 completed Clean Clean
2025-07-19 13:51 #54 completed Clean Clean
2025-07-17 00:00 #53 completed Biased Biased
2025-07-16 00:00 #52 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

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