Document Details
Administrator Guide
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_tools
windows_first
missing_linux_example
Summary
The documentation page shows mild Windows bias in several areas. Windows-specific tools (SysPrep, PsGetSid, Microsoft Configuration Manager) are mentioned for endpoint management, and some VM sizes are labeled as '(Windows only)' for GPU visualization. There are no equivalent Linux/macOS endpoint management examples or tools discussed, and Windows is referenced first in several technical contexts. However, the guide does mention Linux images (Data Science VM for Linux) and does not prevent Linux users from completing core tasks.
Recommendations
- Add Linux/macOS endpoint management guidance, such as mentioning Linux configuration management tools (e.g., Ansible, Puppet, Chef) for VM preparation and SID/identity management.
- For GPU VM sizes, clarify Linux support and provide examples for Linux visualization workloads if available.
- When referencing tools like SysPrep and PsGetSid, mention Linux alternatives (e.g., cloud-init for image generalization, Linux commands for machine identity).
- Ensure examples and tool recommendations are presented for both Windows and Linux/macOS environments, or explicitly state platform limitations.
- Where '(Windows only)' is noted, provide context or alternatives for Linux users.
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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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| 2026-01-11 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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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Biased
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