Document Details
Batch User Accounts
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
Detected Bias Types
windows_first
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates several types of Windows bias. Windows-specific tools and APIs (such as Windows Data Protection API and RDP) are mentioned before or instead of Linux equivalents. Example code and scenarios often use Windows-centric command lines (e.g., 'cmd /c echo') and VM images (WindowsServer) before Linux examples. There is a lack of parity in showing Linux-specific commands or tools, and the documentation does not provide Linux shell command examples for tasks, nor does it mention Linux alternatives to Windows-specific APIs. The initial connection instructions also prioritize RDP for Windows before SSH for Linux.
Recommendations
- Provide Linux shell command examples (e.g., 'bash -c "echo hello"') alongside Windows 'cmd /c' examples in all code snippets.
- Mention Linux tools and APIs (such as GnuPG, OpenSSL, or Linux file permissions) when discussing scenarios like secret sharing, in addition to Windows DPAPI.
- Ensure Linux connection instructions (SSH) are presented before or alongside Windows (RDP) instructions.
- Include Linux-specific code snippets and configuration details for all supported languages, not just for pool creation but also for task execution.
- Balance the order of presentation so that Linux and Windows scenarios/examples are given equal prominence.
- Add references to Linux security practices and isolation mechanisms where Windows-specific security notes are present.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
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| 2026-01-13 00:00 | #246 | completed |
Biased
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| 2026-01-12 00:00 | #243 | cancelled |
Biased
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Biased
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| 2026-01-09 00:34 | #234 | completed |
Biased
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| 2026-01-08 00:53 | #231 | completed |
Biased
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| 2026-01-06 18:15 | #225 | cancelled |
 Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Biased
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| 2025-07-09 13:09 | #3 | cancelled |
Clean
|
| 2025-07-08 04:23 | #2 | cancelled |
Biased
|