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 covers both Linux and Windows VM image creation with Azure Image Builder, but there is a notable Windows bias in several areas. PowerShell examples and references are frequent and often shown first, especially for checksum generation and image build operations. Windows-specific customizers (PowerShell, WindowsRestart, WindowsUpdate) are described in detail, while Linux equivalents (Shell) are less emphasized. Windows tools and patterns (e.g., Get-FileHash, Sysprep, PowerShell commands) are referenced more often than Linux tools, and Windows terminology appears before Linux in some sections.
Recommendations
  • Where PowerShell examples are given for checksum generation, always provide the Linux/Mac equivalent (e.g., sha256sum) alongside or before the Windows example.
  • Ensure that Linux shell customizer examples are as detailed and prominent as PowerShell customizer examples.
  • When describing image build operations (start/cancel), show Azure CLI examples first or equally with PowerShell, since Azure CLI is cross-platform.
  • For sections describing Windows-specific customizers (WindowsRestart, WindowsUpdate), explicitly note Linux alternatives or clarify their absence.
  • Balance references to Windows tools (e.g., Get-FileHash, Sysprep) with Linux equivalents (e.g., waagent, sha256sum), and avoid assuming PowerShell as the default for cross-platform tasks.
  • Consider alternating the order of Windows and Linux examples to avoid 'windows_first' bias.
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Scan History

Date Scan Status Result
2026-03-10 00:00 #476 in_progress Biased Biased
2026-03-09 00:00 #472 in_progress Biased Biased
2026-03-08 00:00 #468 in_progress Biased Biased
2026-03-07 00:00 #464 in_progress Biased Biased
2026-03-06 00:00 #460 in_progress Biased Biased
2026-03-05 00:00 #456 in_progress Biased Biased
2026-03-04 00:00 #452 in_progress Biased Biased
2026-03-03 00:00 #448 in_progress Biased Biased
2026-03-02 00:00 #444 in_progress Biased Biased
2026-03-01 00:00 #440 in_progress Biased Biased
2026-02-28 00:00 #436 in_progress Biased Biased
2026-02-27 00:00 #432 in_progress Biased Biased
2026-02-26 00:00 #428 in_progress Biased Biased
2026-02-25 00:00 #424 in_progress Biased Biased
2026-02-23 00:00 #416 in_progress Biased Biased
2026-02-22 00:00 #412 in_progress Biased Biased
2026-02-21 00:00 #408 in_progress Biased Biased
2026-02-20 00:00 #404 in_progress Biased Biased
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

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