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
Summary
The documentation demonstrates a Windows bias by consistently presenting Windows instructions and tools (such as PowerShell and Windows Admin Center) before their Linux equivalents. PowerShell is emphasized as a cross-platform automation tool, but Linux-specific automation (e.g., Bash, shell scripts, or Ansible) is not mentioned. Windows Admin Center is highlighted as a management tool, with no Linux-native alternatives discussed. While Linux installation steps are present, they are less detailed and not given parity in automation or tooling recommendations.
Recommendations
  • Alternate the order of Windows and Linux instructions or present them side-by-side to avoid always listing Windows first.
  • Include Linux-native automation options (e.g., Bash scripts, Ansible, or shell-based onboarding) alongside PowerShell.
  • Mention or link to Linux management tools (such as Cockpit or other open-source solutions) if relevant, or clarify that similar Linux-native tooling is not available.
  • Ensure that Linux examples are as detailed as Windows examples, including troubleshooting and verification steps.
  • Where PowerShell is recommended for automation, clarify its cross-platform nature and provide equivalent Bash or shell script examples for Linux users.
GitHub Create Pull Request

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
2026-01-11 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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets