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_tools
⚠️ windows_first
Summary:
The documentation demonstrates a mild Windows bias by exclusively referencing Microsoft-centric tools and ecosystems (e.g., Microsoft Excel for CSV editing, Microsoft Entra, Teams, and Office 365) and by mentioning Microsoft tools before any alternatives. There are no explicit Linux or cross-platform command-line examples, and the workflow assumes use of Microsoft products. However, there are no PowerShell-specific instructions or CLI commands, and the process is largely web-based, which mitigates some potential bias.
Recommendations:
  • When mentioning CSV file creation, suggest cross-platform tools such as LibreOffice Calc, Google Sheets, or command-line utilities (e.g., awk, sed) alongside Microsoft Excel.
  • Clarify that any text editor (including Linux-based editors like nano, vim, or gedit) can be used to create or edit CSV files.
  • If possible, provide CLI or script-based examples for user management that work on both Windows and Linux (e.g., using Azure CLI or REST API).
  • Explicitly state that the Azure Lab Services website and its features are accessible from any modern browser on any OS.
  • Include references or links to documentation for Linux/macOS users where relevant, especially for tasks like CSV manipulation or email sending.
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Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ✅ Clean
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased