How To Manage Classroom Labs - Document Details

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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

powershell_heavy

windows_tools

windows_first

missing_linux_example

Summary

The documentation page shows evidence of Windows bias: PowerShell (Az.LabServices) is mentioned as the only CLI automation tool, with no reference to Linux-native alternatives (e.g., Azure CLI, Bash scripts). Windows-centric patterns (such as password management) are described first, and Linux-specific instructions are only given as exceptions or notes. There are no Linux shell or Azure CLI examples for managing labs, and Windows tools are referenced without Linux parity.

Recommendations

Add examples for managing labs using Azure CLI and Bash scripts, suitable for Linux users.
Mention Linux-native automation options alongside PowerShell, such as az labservices commands if available.
Ensure that instructions for connecting to Linux VMs (SSH, graphical desktop) are as detailed and prominent as those for Windows.
Present Windows and Linux patterns in parallel, rather than describing Windows defaults first and Linux as exceptions.
Include troubleshooting and management steps relevant to Linux users, such as SSH key management and Linux authentication flows.

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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