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
Summary
The troubleshooting guidance for workload orchestration is heavily biased toward PowerShell and Windows-style command syntax. Most examples use PowerShell, even for tasks that are cross-platform (e.g., Azure CLI, Docker, kubectl), and do not provide equivalent Bash or Linux shell examples. Windows-specific patterns (e.g., PowerShell variable syntax, ConvertTo-Json, Out-File) are used without Linux alternatives. Only in the 'Troubleshoot service groups' section are Bash examples provided alongside PowerShell, but elsewhere Linux users must adapt Windows-centric instructions.
Recommendations
  • Provide Bash/Linux shell equivalents for all PowerShell examples, especially for Azure CLI, Docker, and kubectl commands.
  • Avoid using Windows-specific PowerShell constructs (e.g., Out-File, ConvertTo-Json) without showing cross-platform alternatives (e.g., jq, echo, cat, >).
  • When referencing file encoding, clarify how to check and convert encoding on Linux/macOS (e.g., using iconv or file command).
  • Show both Bash and PowerShell tabs for all command sections, not just service group queries.
  • Use cross-platform variable syntax in Azure CLI examples (e.g., $var for PowerShell, $var or ${var} for Bash).
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Scan History

Date Scan Status Result
2026-02-20 00:00 #403 in_progress Biased Biased
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
2026-01-14 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