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
missing_linux_example
Summary
The documentation exhibits Windows bias by listing Windows-centric tools and patterns before Linux equivalents, using Windows-style commands (e.g., 'set' for environment variables), and referencing Azure PowerShell alongside Azure CLI for cluster creation. There are missing Linux-specific examples for common tasks such as setting environment variables and authentication, and no explicit mention of Linux shell alternatives (e.g., 'export' instead of 'set').
Recommendations
  • Provide Linux/macOS shell equivalents for all command-line examples, especially for environment variable setting (e.g., use 'export ACR_NAME=...' alongside 'set').
  • List Azure CLI and Linux shell commands before or alongside Windows/PowerShell commands when presenting options.
  • Explicitly mention that all commands are cross-platform, and clarify any platform-specific differences.
  • Add notes or tabs for Linux/macOS and Windows/PowerShell command variants where appropriate.
  • Ensure that authentication and scripting examples use syntax compatible with bash/zsh and PowerShell, or provide both.
  • Review all examples for Windows-specific assumptions and update them for platform neutrality.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #399 in_progress Biased Biased
2026-02-18 00:00 #395 in_progress Biased Biased
2026-02-17 00:00 #391 in_progress Biased Biased
2026-02-16 00:00 #387 in_progress Biased Biased
2026-02-15 00:00 #383 in_progress Biased Biased
2026-02-14 00:00 #379 in_progress Biased Biased
2026-02-13 00:00 #375 in_progress Biased Biased
2026-02-12 00:00 #371 in_progress Biased Biased
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Biased Biased
2026-02-09 00:00 #359 completed Biased Biased
2026-02-08 00:00 #355 completed Biased Biased
2026-02-05 00:00 #343 completed Biased Biased
2026-02-04 00:00 #339 completed Biased Biased
2026-02-03 00:00 #335 completed Biased Biased
2026-02-02 00:00 #331 completed Biased Biased
2026-02-01 00:00 #327 completed Biased Biased
2026-01-31 00:00 #323 completed Biased Biased
2026-01-30 00:00 #319 completed Biased Biased
2026-01-27 00:00 #307 completed Biased Biased
2026-01-14 00:00 #251 completed Biased Biased
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets