Document Details
Concepts Datasets Linked Services
❌
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
Bias Types:
⚠️
powershell_heavy
⚠️
windows_tools
⚠️
missing_linux_example
⚠️
windows_first
Summary:
The documentation page demonstrates a bias toward Windows environments by prominently featuring PowerShell as a primary automation tool, listing it before cross-platform or Linux-native alternatives, and omitting explicit Linux/Unix shell or CLI examples. The quickstart and tooling sections prioritize Windows-centric tools (PowerShell, .NET), with no mention of Bash, Azure CLI, or Linux-specific workflows, which may hinder discoverability and usability for Linux users.
Recommendations:
- Add equivalent Linux/Bash shell examples alongside PowerShell in quickstart and tooling sections.
- Mention and provide examples using Azure CLI (az), which is cross-platform, for dataset creation and management.
- Ensure that REST API examples include curl or httpie commands, not just .NET or PowerShell.
- Reorder tool listings to avoid always putting Windows tools first; consider grouping by platform or listing cross-platform tools first.
- Explicitly state that all features are available on both Windows and Linux, and provide links to Linux-specific guidance where appropriate.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |
| 2025-07-12 00:58 | #8 | cancelled | ✅ Clean |
| 2025-07-10 05:06 | #7 | processing | ✅ Clean |