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-first bias in several areas: Windows operating systems and procedures are consistently listed before Linux equivalents, Windows-specific tools and registry edits are described in detail (including command prompt and firewall configuration), and there is a heavier emphasis on Windows administrative patterns (e.g., GPO, registry edits, Windows Firewall). While Linux steps are present, they are generally less detailed and appear after Windows instructions. There are also references to Windows-specific tools (e.g., REG ADD, wf.msc) and concepts (GPO) without Linux equivalents or parity in explanation.
Recommendations
  • Present Linux and Windows instructions in parallel or side-by-side, rather than always listing Windows first.
  • Provide equally detailed Linux examples and commands (e.g., show how to open required firewall ports on Linux using ufw/firewalld/iptables, not just Windows Firewall).
  • When referencing Windows tools (e.g., registry edits, GPO), provide Linux equivalents or note when not applicable.
  • Include Linux command-line examples for all steps where Windows command-line or GUI steps are given.
  • Ensure that screenshots and walkthroughs are balanced between Windows and Linux environments.
  • Explicitly mention any differences in process or requirements between Windows and Linux, rather than focusing on Windows defaults.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-08-29 00:01 #95 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased