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 moderate Windows bias. Azure PowerShell is frequently mentioned and used for examples, often before Azure CLI. The custom role example is first shown in Azure PowerShell format, and input/output formats for PowerShell are described before CLI and REST API. The Next Steps section lists the PowerShell tutorial before the CLI tutorial. There is a general emphasis on PowerShell, which is a Windows-centric tool, and no explicit mention of Linux-specific patterns, shell environments, or cross-platform scripting considerations.
Recommendations
  • Alternate the order of PowerShell and CLI examples, or present CLI examples first to better support Linux users.
  • Explicitly mention that Azure CLI is cross-platform and can be used on Linux, macOS, and Windows.
  • Provide bash or shell scripting examples alongside PowerShell, especially for automation scenarios.
  • Add notes or links for installing and using Azure CLI on Linux.
  • Clarify that PowerShell Core is available cross-platform, but highlight CLI as the default for Linux environments.
  • Ensure that all tutorials and walkthroughs have equal coverage for both PowerShell and CLI, and consider adding REST API/curl examples for advanced Linux users.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets