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
Summary
The documentation provides both Linux and Windows ARM template examples for all VM extensions, ensuring parity in template content. However, all deployment instructions and sample commands are exclusively given in PowerShell, with no Azure CLI or Bash equivalents. PowerShell is a Windows-centric tool, although it is available cross-platform. Additionally, PowerShell deployment commands are presented first and exclusively, which may create friction for Linux/macOS users who prefer Azure CLI or Bash. Minor bias is also present in the ordering of Windows examples (sometimes Windows template shown before Linux), but both OSes are covered.
Recommendations
  • Add Azure CLI deployment command examples alongside PowerShell for deploying ARM templates, e.g., 'az deployment group create --resource-group <resource-group-name> --template-file <template-filename.json> --parameters @<parameter-filename.json>'.
  • Explicitly state that PowerShell commands work cross-platform, but provide CLI/Bash alternatives for Linux/macOS users.
  • Where possible, alternate the order of Linux and Windows template examples, or group them together to avoid implicit prioritization.
  • Clarify in the prerequisites or intro that both PowerShell and Azure CLI can be used for deployment, linking to relevant docs.
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Scan History

Date Scan Status Result
2026-03-10 00:00 #475 in_progress Biased Biased
2026-03-09 00:00 #471 in_progress Biased Biased
2026-03-08 00:00 #467 in_progress Biased Biased
2026-03-07 00:00 #463 in_progress Biased Biased
2026-03-06 00:00 #459 in_progress Biased Biased
2026-03-05 00:00 #455 in_progress Biased Biased
2026-03-04 00:00 #451 in_progress Biased Biased
2026-03-03 00:00 #447 in_progress Biased Biased
2026-03-02 00:00 #443 in_progress Biased Biased
2026-03-01 00:00 #439 in_progress Biased Biased
2026-02-28 00:00 #435 in_progress Biased Biased
2026-02-27 00:00 #431 in_progress Biased Biased
2026-02-26 00:00 #427 in_progress Biased Biased
2026-02-25 00:00 #423 in_progress Biased Biased
2026-02-23 00:00 #415 in_progress Biased Biased
2026-02-22 00:00 #411 in_progress Biased Biased
2026-02-21 00:00 #407 in_progress Biased Biased
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
2026-02-05 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
2026-01-26 00:00 #303 completed Biased Biased
2026-01-24 00:00 #295 completed Biased Biased
2026-01-23 00:00 #291 failed 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