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
powershell_heavy
windows_first
windows_tools
Summary
The documentation page for Azure Automation updates demonstrates a moderate Windows bias. PowerShell is consistently featured as the primary automation language, with frequent announcements about new PowerShell versions and capabilities, often before or with more detail than Python equivalents. Windows-centric tools and modules (e.g., AzureRM, Az PowerShell) are referenced more often than Linux-specific alternatives. While Linux support is mentioned (especially for Hybrid Runbook Workers), examples, tooling, and migration guidance tend to prioritize Windows and PowerShell. There are few explicit Linux shell (bash, sh) or Linux-native automation examples, and Windows/PowerShell terminology is used as the default.
Recommendations
  • Add equivalent Linux shell (bash/sh) and Python examples alongside PowerShell in feature announcements and migration guides.
  • Explicitly mention Linux support and parity when introducing new features, especially for Hybrid Runbook Workers and runtime environments.
  • Highlight Linux-native tools and modules where applicable, and provide links to Linux-specific documentation or usage patterns.
  • Ensure that migration and retirement notices include Linux-focused guidance and examples, not just Windows/PowerShell.
  • Balance the order of presentation so that Linux and Windows are given equal prominence in lists, examples, and feature rollouts.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #398 in_progress Biased Biased
2026-02-18 00:00 #394 in_progress Clean Clean
2026-02-17 00:00 #390 in_progress Clean Clean
2026-02-16 00:00 #386 in_progress Clean Clean
2026-02-15 00:00 #382 in_progress Clean Clean
2026-02-14 00:00 #378 in_progress Clean Clean
2026-02-13 00:00 #374 in_progress Clean Clean
2026-02-12 00:00 #370 in_progress Clean Clean
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Clean Clean
2026-02-09 00:00 #358 completed Clean Clean
2026-02-08 00:00 #354 completed Clean Clean
2026-02-05 00:00 #342 completed Clean Clean
2026-02-04 00:00 #338 completed Clean Clean
2026-02-03 00:00 #334 completed Clean Clean
2026-02-02 00:00 #330 completed Clean Clean
2026-02-01 00:00 #326 completed Clean Clean
2026-01-31 00:00 #322 completed Clean Clean
2026-01-30 00:00 #318 completed Clean Clean
2026-01-27 00:00 #306 completed Clean Clean
2026-01-26 00:00 #302 completed Clean Clean
2026-01-24 00:00 #294 completed Clean Clean
2026-01-23 00:00 #290 failed Clean Clean
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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 Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
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