How To Manage Classroom Labs - Document Details

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

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Bias Analysis

Detected Bias Types

windows_first

powershell_heavy

missing_linux_example

Summary

The documentation page demonstrates a Windows bias by referencing PowerShell (Az.LabServices module) as the only CLI automation tool for managing labs, without mentioning Linux-friendly alternatives (such as Azure CLI or REST API). Windows and Linux VM images are mentioned, but Windows patterns (like remote desktop) are described first, and Linux-specific instructions are relegated to notes or linked articles. No Linux shell or cross-platform CLI examples are provided, and the only automation example is PowerShell, which is traditionally Windows-centric.

Recommendations

Add equivalent examples using Azure CLI and/or REST API for managing labs, alongside PowerShell.
Explicitly mention cross-platform management options, such as Azure CLI, and provide sample commands for Linux/macOS users.
When discussing remote access, present SSH (Linux) and RDP (Windows) options together, rather than focusing on Windows patterns first.
Include troubleshooting and automation guidance for Linux users, not just PowerShell.
Ensure that all steps and screenshots are applicable to both Windows and Linux users, or clearly indicate platform-specific differences.

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Scan History

Date	Scan	Status	Result
2026-01-14 00:00	#250	in_progress	Biased
2026-01-13 00:00	#246	completed	Biased
2026-01-11 00:00	#240	completed	Biased
2026-01-10 00:00	#237	completed	Biased
2026-01-09 00:34	#234	completed	Biased
2026-01-08 00:53	#231	completed	Biased
2026-01-06 18:15	#225	cancelled	Clean
2025-08-17 00:01	#83	cancelled	Clean
2025-07-13 21:37	#48	completed	Biased
2025-07-12 23:44	#41	cancelled	Biased
2025-07-09 13:09	#3	cancelled	Clean
2025-07-08 04:23	#2	cancelled	Biased