Load Balancer Test Frontend Reachability

Bias Analysis

Bias Types:

⚠️ windows_first

⚠️ windows_tools

⚠️ windows_heavy_examples

Summary:

The documentation consistently presents Windows examples and workflows before Linux equivalents, both for external devices and Azure VMs. It references Windows-specific tools (e.g., Command Prompt, 'tracert') and provides more detailed instructions for Windows (e.g., using the Search taskbar to open cmd). The prerequisite section links only to creating a Windows VM, omitting a Linux VM quickstart. While Linux instructions are present, they are generally less detailed and always follow Windows instructions.

Recommendations:

Alternate the order of Windows and Linux instructions in each section, or present them side-by-side to avoid Windows-first bias.
In the prerequisites, provide links to both Windows and Linux VM creation guides.
Ensure parity in the level of detail for both Windows and Linux instructions (e.g., explain how to open a terminal in Linux as thoroughly as for Windows).
When referencing tools, mention both Windows and Linux equivalents together (e.g., 'tracert (Windows) or traceroute (Linux)').
Consider using neutral language and headings, such as 'On Windows' and 'On Linux', rather than always leading with Windows.
Where possible, provide generic instructions first, then platform-specific details.

Create pull request

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	✅ Clean

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