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 demonstrates a notable Windows bias by providing extensive PowerShell examples first, using Windows-centric tools and patterns (e.g., New-AzVMConfig with WindowsServer images), and referencing Windows-specific constructs. Although Azure CLI examples are included and do show Linux VM creation, the PowerShell section is much longer and exclusively Windows-focused, with no Linux or cross-platform PowerShell examples. The CLI section is shorter and appears after the PowerShell section, reinforcing a Windows-first approach.
Recommendations
  • Provide PowerShell examples for Linux VM creation (using Set-AzVMOperatingSystem -Linux and appropriate images).
  • Balance the length and detail of CLI and PowerShell sections, ensuring parity in steps and explanations.
  • Consider presenting CLI examples first or interleaving them with PowerShell to avoid Windows-first ordering.
  • Explicitly mention cross-platform compatibility of Azure CLI and PowerShell, and clarify which commands work on Linux/macOS.
  • Add notes or links for Linux/macOS users regarding prerequisites and environment setup.
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
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
2025-07-13 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 Clean Clean

Flagged Code Snippets