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 Azure CLI and PowerShell examples for programmatic management of access restrictions, but PowerShell examples are given equal or greater prominence, including in advanced scenarios. PowerShell is a Windows-centric tool, and its inclusion alongside Azure CLI (which is cross-platform) may create friction for Linux/macOS users. In some advanced sections (e.g., multi-source rules, restricting access to Azure Front Door), only PowerShell examples are shown, with no corresponding Azure CLI or REST API example. However, the main programmatic sections do include Azure CLI, ARM, and Bicep options, which are platform-neutral.
Recommendations
  • Ensure every PowerShell example is paired with an Azure CLI example, especially in advanced scenarios (e.g., multi-source rules, Azure Front Door restrictions).
  • Consider providing REST API or SDK examples for maximum cross-platform parity.
  • When presenting code examples, show Azure CLI first, as it is cross-platform, or alternate the order to avoid implicit Windows-first bias.
  • Explicitly state that Azure CLI is available on Windows, Linux, and macOS, and link to installation instructions for non-Windows platforms.
  • Review screenshots and UI instructions to ensure they do not reference Windows-only features or terminology.
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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 Biased Biased
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Biased Biased
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Biased Biased
2025-09-07 00:00 #104 completed Biased Biased
2025-09-06 00:00 #103 completed Biased Biased
2025-09-05 00:00 #102 completed Biased Biased
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Biased Biased
2025-08-07 00:00 #73 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets