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

Bias Types:
⚠️ windows_first
Summary:
The documentation page exhibits a 'windows_first' bias by listing .NET and ASP.NET Core (Windows-centric frameworks) and their samples before other cross-platform or Linux-native technologies. The table of configuration provider libraries leads with Microsoft/.NET providers, and the feature matrix columns are ordered with .NET first, followed by Java Spring, Kubernetes, and then other languages. However, there are no explicit Windows-only tools, PowerShell examples, or missing Linux examples; the bias is primarily in ordering and emphasis.
Recommendations:
  • Reorder the provider libraries table to alternate or group by platform type (e.g., .NET, Java, Python, JavaScript, Go) or by popularity, rather than always leading with .NET/Windows-centric frameworks.
  • In the feature matrix, consider rotating the order of columns or providing a note that the order does not imply priority or platform preference.
  • Explicitly mention cross-platform compatibility for each provider, especially for .NET Standard and .NET Core, to clarify that they are not Windows-only.
  • If possible, add Linux-specific or cross-platform usage notes or examples where relevant, to reinforce parity.
  • Ensure that documentation samples and links are balanced across platforms and not predominantly .NET/Windows.
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Scan History

Date Scan ID Status Bias Status
2025-09-16 00:00 #113 completed ✅ Clean
2025-09-15 00:00 #112 completed ✅ Clean
2025-09-14 00:00 #111 completed ✅ Clean
2025-09-13 00:00 #110 completed ✅ Clean
2025-09-12 00:00 #109 completed ✅ Clean
2025-09-11 00:00 #108 completed ✅ Clean
2025-09-10 00:00 #107 completed ✅ Clean
2025-09-09 00:00 #106 completed ✅ Clean
2025-09-08 00:00 #105 completed ✅ Clean
2025-09-07 00:00 #104 completed ❌ Biased
2025-09-06 00:00 #103 completed ❌ Biased
2025-09-05 00:00 #102 completed ❌ Biased
2025-09-04 00:00 #101 completed ✅ Clean
2025-09-03 00:00 #100 completed ✅ Clean
2025-09-02 00:00 #99 in_progress ❌ Biased
2025-09-01 00:00 #98 in_progress ❌ Biased
2025-08-31 00:01 #97 in_progress ❌ Biased
2025-08-30 00:01 #96 in_progress ❌ Biased
2025-08-29 00:01 #95 completed ❌ Biased
2025-08-28 00:01 #94 in_progress ❌ Biased
2025-08-27 00:01 #93 in_progress ❌ Biased
2025-08-26 00:00 #92 in_progress ❌ Biased
2025-08-25 00:01 #91 in_progress ❌ Biased
2025-08-24 00:00 #90 in_progress ❌ Biased
2025-08-23 00:00 #89 in_progress ❌ Biased
2025-08-22 00:01 #88 completed ❌ Biased
2025-08-21 00:01 #87 in_progress ❌ Biased
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-08-12 00:00 #78 in_progress ❌ Biased
2025-08-11 00:00 #77 completed ✅ Clean
2025-08-10 00:00 #76 completed ❌ Biased
2025-08-09 00:00 #75 completed ❌ Biased
2025-08-08 00:00 #74 completed ❌ Biased
2025-08-07 00:00 #73 completed ✅ Clean
2025-07-13 21:37 #48 completed ✅ Clean
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ✅ Clean