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
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias by providing only PowerShell-based command-line examples and instructions, referencing Windows-centric tools (PowerShell cmdlets) throughout, and omitting equivalent Linux shell (bash/CLI) examples. REST API usage is also shown exclusively via PowerShell, with no mention of curl, az CLI, or other cross-platform tools. The structure and order of examples prioritize Windows tooling and patterns, leaving Linux users without direct guidance.
Recommendations
  • Add Azure CLI (az) examples for all operations, including removing managed identities and verifying results.
  • Provide REST API invocation examples using curl or httpie, which are standard on Linux/macOS.
  • Include bash shell script snippets alongside PowerShell, especially for variable assignment and API calls.
  • Mention that PowerShell Core is cross-platform, but clarify usage differences if any.
  • Reorder sections or add parallel instructions so Linux and Windows users are equally supported.
  • Reference Linux tools and patterns (e.g., jq for JSON parsing) where appropriate.
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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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets