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_tools
windows_first
Summary
The documentation provides both Linux and Windows instructions, but the Windows (EFLOW) path is emphasized with dedicated PowerShell cmdlets and tooling (e.g., Copy-EflowVMFile, Connect-EflowVm, Invoke-EflowVmCommand). Windows-specific tools and workflows are described in detail, while Linux instructions rely on standard Bash commands. The EFLOW/Windows sections often introduce custom PowerShell functions before showing the equivalent Linux steps, and the port opening example is only given for Windows/EFLOW using PowerShell, with no explicit Linux firewall example. This creates a perception of Windows-first and Windows-tooling bias.
Recommendations
  • Provide explicit Linux firewall configuration examples (e.g., using ufw, firewalld, or direct iptables commands) alongside the PowerShell/EFLOW examples.
  • Ensure that Linux instructions are as detailed as Windows/EFLOW instructions, including troubleshooting tips and alternative methods for certificate transfer.
  • Where custom PowerShell cmdlets are introduced for Windows/EFLOW, offer equivalent Linux shell scripts or commands for parity.
  • Present Linux and Windows instructions in parallel, rather than giving Windows/EFLOW steps first or in more detail.
  • Highlight cross-platform tools and approaches (e.g., scp, rsync, Azure CLI) for tasks like file transfer, rather than focusing on Windows-specific cmdlets.
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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
2026-01-11 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
2025-08-27 00:01 #93 cancelled Clean Clean
2025-08-22 00:01 #88 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets