15
Total Pages
13
Linux-Friendly Pages
2
Pages with Bias
13.3%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

11 issues found
Showing 1-11 of 11 flagged pages
Education Hub Set up access for Azure Dev Tools for Teaching ...ducation-hub/azure-dev-tools-teaching/set-up-access.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page focuses on access to Azure Dev Tools for Teaching primarily through Microsoft-centric portals such as the Visual Studio subscription portal and the Azure Education Hub, both of which are closely associated with Windows environments. There is no mention of Linux-specific tools, workflows, or examples, nor any guidance for non-Windows users. The documentation assumes familiarity with Microsoft accounts and infrastructure, and does not provide parity for Linux or cross-platform scenarios.
Recommendations
  • Include instructions or examples for accessing Azure Dev Tools from Linux environments, such as using the Azure CLI or other cross-platform tools.
  • Mention alternative software deployment methods suitable for Linux labs, such as package managers or containerization.
  • Provide guidance on how Linux users can access and use the developer tools, including any platform-specific requirements or limitations.
  • Ensure that documentation references both Windows and Linux workflows equally, and avoid assuming a Windows-first audience.
Education Hub Frequently asked questions about Azure for Education ...ocs/azure-docs/blob/main/articles/education-hub/faq.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by predominantly listing Microsoft and Windows-centric developer tools (e.g., Visual Studio, Windows Server, Hyper-V, SQL Server, Skype for Business, etc.) and mentioning Windows 10/11 VM deployment specifically. There are no examples or references to Linux-based tools, distributions, or VM deployment, nor are there instructions or examples for Linux users. The documentation does not mention Linux equivalents or alternatives, nor does it provide parity in tool access or usage patterns for non-Windows platforms.
Recommendations
  • Include Linux-based tools and distributions (e.g., Ubuntu, CentOS, Debian) in the list of available software and explicitly mention their availability.
  • Add examples and instructions for deploying Linux virtual machines with Azure for Students, alongside Windows VM instructions.
  • Highlight cross-platform developer tools (such as VS Code, .NET Core, Python, Node.js) and clarify their usage on Linux and macOS.
  • Provide guidance on accessing and using Azure services from Linux and macOS environments, including command-line tools (e.g., Azure CLI) and scripting examples.
  • Ensure that software download instructions and portal access are described for all major operating systems, not just Windows.
Education Hub Set up access for Azure Dev Tools for Teaching ...ducation-hub/azure-dev-tools-teaching/set-up-access.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page focuses on access to Azure Dev Tools for Teaching primarily through Microsoft-centric portals such as the Visual Studio subscription portal and the Azure Education Hub. It references downloading software and keys from the Visual Studio portal, which is strongly associated with Windows development environments. There are no examples or mentions of Linux-specific tools, workflows, or alternative access methods. The documentation implicitly prioritizes Windows by referencing Windows-oriented tools and omitting Linux equivalents.
Recommendations
  • Include information about accessing and deploying Azure Dev Tools for Teaching from Linux environments, such as using the Azure CLI or other cross-platform tools.
  • Provide examples or instructions for Linux users, such as how to download and install software available through the program on Linux systems.
  • Mention any Linux-compatible software available through the Education Hub and clarify platform support for listed tools.
  • Balance references to Microsoft/Windows tools with equivalent open-source or Linux-native alternatives where possible.
Education Hub Frequently asked questions about Azure for Education ...ocs/azure-docs/blob/main/articles/education-hub/faq.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits Windows bias by listing Windows-centric products (Windows Server, Windows 10/11, Hyper-V, Visual Studio, etc.) prominently and exclusively in product lists, without mentioning Linux equivalents or cross-platform alternatives. There are no examples or references to Linux tools, distributions, or deployment scenarios. The documentation also omits any guidance or examples for Linux users, such as how to deploy Linux VMs or access Linux-compatible developer tools.
Recommendations
  • Include Linux distributions (e.g., Ubuntu, CentOS) in product lists and clarify their availability for Azure for Students and Azure Dev Tools for Teaching.
  • Add explicit examples and FAQs for deploying Linux virtual machines, including any licensing or usage notes.
  • Mention cross-platform developer tools (e.g., VS Code, .NET Core) and clarify their compatibility with Linux and macOS.
  • Provide guidance on accessing and using Linux-based software and tools through the Azure Education Hub.
  • Balance product lists by including both Windows and Linux server options, and highlight open-source alternatives where relevant.
  • Add links to documentation or tutorials for Linux users, such as getting started with Azure on Linux.
Education Hub https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/education-hub/azure-dev-tools-teaching/set-up-access.md ...ducation-hub/azure-dev-tools-teaching/set-up-access.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates Windows bias by exclusively referencing Microsoft-centric tools and portals (Visual Studio subscription portal, Azure Education Hub) without mentioning Linux-specific deployment methods or alternatives. There are no examples or guidance for Linux users, and the documentation assumes familiarity with Windows/Microsoft account management patterns.
Recommendations
  • Include instructions or examples for accessing and deploying Azure Dev Tools from Linux environments.
  • Mention cross-platform alternatives to Visual Studio, such as VS Code or command-line tools available on Linux.
  • Provide parity in guidance for Linux users, such as using Azure CLI, and clarify any platform-specific limitations or requirements.
  • Add notes or links to documentation for Linux users to ensure they can follow the setup and deployment processes.
Education Hub https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/education-hub/faq.md ...ocs/azure-docs/blob/main/articles/education-hub/faq.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page exhibits Windows bias by listing Windows-focused products (Windows Server, Windows 10/11, Hyper-V, Visual Studio, etc.) prominently and exclusively in product lists, mentioning Windows VM deployment specifically, and referencing the Windows Store for commercial app sales. There are no Linux-specific examples, tools, or instructions, nor is there mention of Linux VM deployment or open-source alternatives. The documentation does not provide parity for Linux users in terms of examples, product mentions, or usage scenarios.
Recommendations
  • Include Linux-based products and tools available through Azure for Education, such as Ubuntu, CentOS, or other Linux distributions.
  • Add explicit instructions or examples for deploying Linux virtual machines alongside Windows VM instructions.
  • Mention open-source developer tools (e.g., VS Code, Jupyter, Git) and clarify their availability for Linux users.
  • Balance product lists by including both Windows and Linux server options, and highlight cross-platform compatibility where applicable.
  • Provide guidance for students using Linux environments, including how to access and use Azure services from Linux.
  • Reference Linux equivalents for any Windows-specific tools or workflows, and avoid listing Windows tools exclusively or first.
Education Hub https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/education-hub/azure-dev-tools-teaching/set-up-access.md ...ducation-hub/azure-dev-tools-teaching/set-up-access.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page focuses exclusively on Microsoft-centric tools and portals, such as Visual Studio subscription portal and Azure Education Hub, without mentioning Linux equivalents or cross-platform alternatives. There are no examples or instructions for Linux users, and the workflow assumes a Windows environment by default.
Recommendations
  • Include information about accessing Azure Dev Tools for Teaching from Linux and macOS environments.
  • Provide examples or instructions for downloading and deploying software on Linux systems.
  • Mention cross-platform tools or alternatives to Visual Studio for non-Windows users.
  • Clarify whether the developer tools catalog includes Linux-compatible software and how to obtain it.
  • Ensure parity in guidance for administrators and students using non-Windows operating systems.
Education Hub https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/education-hub/faq.md ...ocs/azure-docs/blob/main/articles/education-hub/faq.md
High Priority View Details →
Scanned: 2026-01-08 00:53
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by listing numerous Windows-centric products (Windows Server, Windows 10/11, Hyper-V, Visual Studio, etc.) and mentioning Windows deployment and app store options. There are no Linux-specific examples, tools, or deployment instructions, and Windows products are listed before their Mac equivalents. The documentation does not mention Linux VMs, Linux developer tools, or open-source alternatives, nor does it provide parity for Linux users in terms of software access or usage scenarios.
Recommendations
  • Include Linux-based developer tools (e.g., Ubuntu, Fedora, openSUSE) in product lists and clarify their availability through the Education Hub.
  • Add examples and instructions for deploying Linux virtual machines with Azure for Students, alongside Windows VM instructions.
  • List Linux-compatible software (such as VS Code, .NET Core, and cross-platform SDKs) and highlight their use on Linux systems.
  • Provide guidance for students using Linux, including how to access and install Azure Dev Tools for Teaching software on Linux platforms.
  • Ensure product lists and instructions mention Linux and Mac options equally, and avoid listing Windows tools first unless contextually justified.
Education Hub https://github.com/MicrosoftDocs/azure-docs/blob/main/articles/education-hub/faq.md ...ocs/azure-docs/blob/main/articles/education-hub/faq.md
High Priority View Details →
Scanned: 2025-07-08 04:23
Reviewed by: Unknown
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Missing Linux Example Windows First
Summary
The documentation page demonstrates a Windows bias by predominantly listing Microsoft and Windows-centric developer tools (such as Visual Studio, Windows Server, Hyper-V, and Windows 10/11) and omitting Linux-specific tools or examples. There are no references to Linux distributions, Linux-compatible software, or cross-platform usage scenarios. The documentation also highlights Windows virtual machines and Windows Store app publishing, with no mention of Linux VM deployment or open-source alternatives. Visual Studio for Mac is mentioned, but Linux is not.
Recommendations
  • Include examples and references for deploying Linux virtual machines alongside Windows VMs.
  • List Linux-compatible developer tools and clarify which tools are available for Linux (e.g., Visual Studio Code, SQL Server on Linux).
  • Mention open-source and cross-platform alternatives where appropriate (e.g., VS Code, .NET Core, Azure CLI on Linux).
  • Provide parity in tool listings by including Linux distributions (Ubuntu, CentOS, etc.) and their availability in Azure for Education.
  • Add guidance or links for Linux users on how to access and use Azure for Education resources.
  • Ensure that product lists and benefit descriptions do not exclusively or primarily highlight Windows tools, and that Linux options are given equal prominence.
Education Hub Frequently asked questions about Azure for Education ...ocs/azure-docs/blob/main/articles/education-hub/faq.md
Medium Priority View Details →
Scanned: 2026-01-14 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation page lists a large number of Microsoft products available through Azure for Education, with a strong emphasis on Windows-centric tools (Windows Server, Windows 10/11, Hyper-V, Visual Studio, SQL Server, etc.). While some cross-platform tools (Visual Studio Code, Visual Studio for Mac, R Client/Server) are mentioned, the majority of examples and product lists are Windows-focused. There are no explicit Linux/macOS usage examples, nor are Linux equivalents (such as Linux VMs, open-source developer tools, or instructions for non-Windows platforms) discussed. The order of product listing and feature discussion generally places Windows tools first or most prominently.
Recommendations
  • Include explicit mention of Linux/macOS-compatible tools and software available through Azure for Education.
  • Provide examples or instructions for deploying Linux virtual machines, as well as Windows VMs.
  • List open-source and cross-platform developer tools (e.g., Python, Node.js, Git, Docker) available to students.
  • Balance product lists by alternating or grouping Windows and non-Windows tools, rather than listing Windows tools first.
  • Add a FAQ section addressing Linux/macOS users, including how to access and use Azure services and developer tools from those platforms.
Education Hub Frequently asked questions about Azure for Education ...ocs/azure-docs/blob/main/articles/education-hub/faq.md
Medium Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page lists numerous Microsoft products, with a strong emphasis on Windows-centric tools (Windows Server, Windows 10/11, Hyper-V, Visual Studio, etc.) and features. Windows operating systems and tools are mentioned explicitly and frequently, while Linux/macOS equivalents or interoperability are not discussed. There are no examples, instructions, or references for Linux or macOS users regarding software access, deployment, or usage. The documentation assumes a Windows environment, especially in the context of developer tools and virtual machines.
Recommendations
  • Include explicit mentions of Linux/macOS compatibility for developer tools and Azure services.
  • Add guidance or examples for deploying Linux virtual machines and accessing software on Linux/macOS.
  • List cross-platform tools (e.g., Visual Studio Code, .NET Core) before or alongside Windows-only tools.
  • Clarify which products are available for Linux/macOS and provide download or usage instructions.
  • Highlight Azure's support for open-source and non-Windows environments to improve inclusivity.