115
Total Pages
75
Linux-Friendly Pages
40
Pages with Bias
34.8%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

240 issues found
Showing 1-25 of 240 flagged pages
Role Based Access Control Azure built-in roles for Hybrid + multicloud - Azure RBAC ...sed-access-control/built-in-roles/hybrid-multicloud.md
High 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 is heavily focused on Azure Stack HCI and System Center Virtual Machine Manager (ScVmm), both of which are Windows-centric technologies. All role definitions and permissions revolve around Windows-based infrastructure and management tools, with no mention of Linux-specific roles, examples, or equivalent tooling. There are no PowerShell examples or command-line snippets, but the underlying resource providers and management paradigms are exclusively Windows-oriented. Linux or macOS users are not addressed, and there is no guidance for hybrid scenarios involving non-Windows platforms.
Recommendations
  • Add documentation sections or notes clarifying Linux support or limitations for each role.
  • Provide equivalent role definitions or permissions for Linux-based hybrid/multicloud scenarios, if available.
  • Include links or references to Azure Arc documentation for Linux servers and Kubernetes clusters.
  • Explicitly state when features or roles are Windows-only and suggest Linux alternatives where possible.
  • If possible, add examples or workflows for managing Linux resources in hybrid/multicloud environments.
Role Based Access Control Azure built-in roles for Hybrid + multicloud - Azure RBAC ...sed-access-control/built-in-roles/hybrid-multicloud.md
High Priority View Details →
Scanned: 2026-01-13 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation page focuses exclusively on Azure built-in roles for Hybrid + multicloud scenarios, with a heavy emphasis on Azure Stack HCI and System Center Virtual Machine Manager (ScVmm), both of which are Windows-centric technologies. There are no Linux-specific examples, roles, or tools mentioned, and all resource types and permissions are tailored to Windows-based infrastructure. The documentation does not mention Linux equivalents or provide guidance for Linux or macOS users, indicating a Windows-first and Windows-only bias.
Recommendations
  • Add documentation sections or links for Linux-based hybrid/multicloud scenarios, such as Azure Arc-enabled Linux servers or Kubernetes clusters running on Linux.
  • Include examples of role assignments and permissions relevant to Linux VMs and containers.
  • Clarify in the introduction that the listed roles are primarily for Windows environments, and provide references to Linux/multiplatform documentation where applicable.
  • Ensure parity by listing any built-in roles or permissions that apply to Linux resources in hybrid/multicloud setups.
Role Based Access Control Prerequisites for Azure role assignment conditions - Azure ABAC .../role-based-access-control/conditions-prerequisites.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page shows a moderate Windows bias by providing detailed prerequisites for Azure PowerShell modules (a Windows-centric tool) before Azure CLI, listing multiple PowerShell modules and their versions, and referencing PowerShell Gallery links. The CLI section is shorter and less detailed. There are no Linux-specific instructions, nor is there mention of Linux shell environments or parity in tooling. REST API usage is platform-neutral, but the overall emphasis is on Windows/PowerShell tools.
Recommendations
  • Provide equal detail for Azure CLI usage, including module/extension requirements and installation instructions for Linux/macOS.
  • Include explicit Linux/macOS examples or notes, such as shell commands for prerequisites and environment setup.
  • Mention cross-platform compatibility for both PowerShell and CLI, clarifying how to use PowerShell Core on Linux/macOS if relevant.
  • Add links to Linux/macOS installation guides for Azure CLI and PowerShell Core.
  • Consider listing CLI instructions before or alongside PowerShell to avoid Windows-first ordering.
Role Based Access Control Create or update Azure custom roles using an Azure Resource Manager template - Azure RBAC ...les/role-based-access-control/custom-roles-template.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation exclusively provides instructions and examples using Azure PowerShell in the Azure Cloud Shell, with no mention of Bash, CLI, or Linux-native workflows. All code samples are PowerShell scripts, and the deployment steps assume the user is familiar with PowerShell commands and syntax. There is no guidance for users who prefer Bash, Azure CLI, or other cross-platform tools, nor are Linux-specific considerations addressed.
Recommendations
  • Add equivalent examples using Azure CLI (az) commands, which are cross-platform and commonly used on Linux and macOS.
  • Include instructions for using Bash in Azure Cloud Shell, alongside PowerShell, to ensure parity for Linux users.
  • Explicitly mention that Azure Cloud Shell is available in both Bash and PowerShell, and provide links or guidance for both environments.
  • Where possible, provide generic REST API examples (e.g., using curl) for template deployment, which work on any OS.
  • Review portal-based instructions to ensure they do not assume Windows conventions (e.g., file paths, shell usage).
Role Based Access Control List Azure deny assignments - Azure RBAC ...articles/role-based-access-control/deny-assignments.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page provides detailed instructions and examples for listing Azure deny assignments using the Azure portal and Azure PowerShell, with PowerShell examples and output shown exclusively. There are no CLI (az), Bash, or Linux-native command examples, nor is there mention of cross-platform scripting alternatives. The PowerShell section assumes use of Windows or Azure Cloud Shell, and the example output uses Windows-style paths (e.g., PS C:\>). No Linux-specific instructions or parity are provided, and PowerShell is presented before REST API options.
Recommendations
  • Add examples using Azure CLI (az) commands for listing deny assignments, which are cross-platform and commonly used on Linux.
  • Include Bash script snippets or instructions for Linux users, especially for automation scenarios.
  • Clarify that Azure PowerShell can be used on Linux and macOS, and provide installation guidance or links for those platforms.
  • Present command-line options in a more platform-neutral order (e.g., Azure CLI before PowerShell, or side-by-side).
  • Show example outputs for both PowerShell and CLI/Bash to help users on different platforms.
  • Explicitly mention that all operations can be performed from Linux, macOS, and Windows, and provide links to relevant cross-platform tooling.
Role Based Access Control Azure built-in roles for Storage - Azure RBAC ...es/role-based-access-control/built-in-roles/storage.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 for Azure built-in roles for Storage shows evidence of Windows bias in several areas. Many role descriptions and permission tables reference Windows-specific concepts (e.g., NTFS, SMB, ACLs, file share ACLs, 'no built-in equivalent on Windows file servers'), and the terminology often assumes familiarity with Windows file server models. There are references to Windows ACLs and SMB, and some roles are described in terms of their equivalence or lack thereof to Windows file server roles. There are no explicit Linux or cross-platform examples, nor is there mention of Linux file system permissions or NFS. The documentation does not provide parity in examples or terminology for Linux environments.
Recommendations
  • Add Linux/NFS equivalents and terminology where relevant, especially for file share and ACL-related roles.
  • Provide cross-platform examples or clarify how roles map to both Windows and Linux file sharing models.
  • Avoid describing roles solely in terms of Windows file server equivalence; instead, use neutral or cross-platform language.
  • Include documentation links or sections for Linux-specific usage patterns, tools, and permission models.
  • Ensure that any references to SMB, NTFS, or Windows ACLs are balanced with information about Linux/NFS and POSIX ACLs where applicable.
Role Based Access Control Elevate access to manage all Azure subscriptions and management groups ...le-based-access-control/elevate-access-global-admin.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation demonstrates a Windows bias by prioritizing Azure portal instructions (which are most accessible from Windows environments), providing detailed PowerShell examples, and referencing Windows-centric tools and patterns. Linux-specific considerations, such as shell differences or alternative tooling, are not addressed, and no explicit Linux shell examples (e.g., Bash) are given. The CLI examples are generic and do not address platform-specific nuances, while PowerShell is highlighted as a primary automation method.
Recommendations
  • Add explicit Bash shell examples for Linux users alongside PowerShell commands.
  • Clarify platform compatibility for Azure CLI and REST API instructions, noting any differences in authentication or environment setup between Windows and Linux.
  • Include guidance for Linux administrators on installing and using Azure CLI and PowerShell Core (pwsh) on Linux, if relevant.
  • Mention cross-platform alternatives to the Azure portal, such as using CLI or REST API for all steps, and provide parity in step-by-step instructions.
  • Ensure screenshots and UI descriptions are not Windows-specific, or clarify if the experience differs on Linux/Mac browsers.
  • Where PowerShell is referenced, also provide equivalent Bash or shell scripting examples for Linux automation.
Role Based Access Control Azure permissions for Hybrid + multicloud - Azure RBAC ...-based-access-control/permissions/hybrid-multicloud.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 Powershell Heavy
Summary
The documentation page lists Azure permissions for hybrid and multicloud resource providers. While the page is mostly a reference of permission strings, there is evidence of Windows bias: Windows-specific tools such as Windows Admin Center (WAC) are mentioned multiple times as privileged management actions, and the Azure Stack HCI section is heavily oriented around Windows-centric terminology and management patterns. Linux equivalents (such as SSH, root login, or Linux-native management tools) are either missing or mentioned only as secondary options (e.g., 'Log in to an Azure Arc machine with Windows administrator or Linux root user privilege'). Windows management actions (WAC) are given their own DataAction permissions, while Linux management is not similarly highlighted.
Recommendations
  • Explicitly mention Linux management tools and patterns where Windows Admin Center is referenced, such as including SSH or Linux-native management actions.
  • Add DataAction permissions for Linux-specific management scenarios, such as root login via SSH, or integration with Linux configuration management tools.
  • Ensure parity in documentation by listing Linux management options alongside Windows, not as secondary or parenthetical notes.
  • Where possible, provide examples or references for both Windows and Linux workflows, especially in hybrid scenarios.
  • Clarify which permissions/actions are applicable to Linux, Windows, or both, to avoid implicit prioritization of Windows.
Role Based Access Control Eligible and time-bound role assignments in Azure RBAC .../articles/role-based-access-control/pim-integration.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools Windows First
Summary
The documentation page demonstrates a Windows bias by exclusively providing PowerShell examples for command-line operations, with no mention of cross-platform alternatives such as Azure CLI, Bash, or REST API usage. All automation and scripting guidance is centered on PowerShell, a Windows-centric tool, and these examples are presented before any mention of platform-neutral or Linux-friendly approaches. There is no guidance for Linux or macOS users, nor are equivalent commands or workflows provided for those platforms.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all command-line tasks, as Azure CLI is cross-platform and widely used on Linux and macOS.
  • Include REST API examples for advanced users who may prefer direct API calls, which are platform-agnostic.
  • Explicitly state platform compatibility for all commands and tools, clarifying which steps work on Windows, Linux, and macOS.
  • Provide Bash script snippets for common workflows to support Linux users.
  • Reorder examples so that cross-platform tools (Azure CLI, REST API) are presented before or alongside PowerShell, avoiding a 'Windows first' impression.
  • Add a note or section on how to install and use PowerShell Core on Linux/macOS if PowerShell must be used, and clarify any differences.
Role Based Access Control Quickstart: Assign an Azure role using Bicep - Azure RBAC ...ed-access-control/quickstart-role-assignments-bicep.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all operations, but PowerShell is given equal prominence to CLI, and the 'Next steps' section exclusively links to a PowerShell tutorial. PowerShell is a Windows-centric tool, and its inclusion alongside CLI (which is cross-platform) can be seen as a Windows bias, especially since no Linux-specific shell (e.g., Bash) or scripting examples are provided, nor is there any mention of Linux-native tooling or workflows.
Recommendations
  • Prioritize Azure CLI examples, as it is cross-platform and works natively on Linux, macOS, and Windows.
  • If PowerShell is included, clarify that it is available cross-platform, but also provide Bash or shell script equivalents where appropriate.
  • In the 'Next steps' section, provide links to both CLI and PowerShell tutorials, or a general tutorial that covers both.
  • Explicitly mention that all CLI commands work on Linux, macOS, and Windows, and consider adding a note about running these commands in a Bash shell or terminal.
  • If referencing PowerShell, clarify that it is available on Linux, but avoid implying it is the default or primary method for non-Windows users.
Role Based Access Control Quickstart: Assign an Azure role using an Azure Resource Manager template - Azure RBAC ...access-control/quickstart-role-assignments-template.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page exclusively provides Azure PowerShell examples for deploying and managing Azure role assignments via ARM templates. All command-line instructions use PowerShell syntax and reference PowerShell-specific modules and commands. There are no examples or guidance for using Azure CLI, Bash, or other Linux-native tools, nor is there mention of how to perform these tasks on Linux or macOS platforms. The instructions assume the use of Azure Cloud Shell in PowerShell mode, which may not be the default or preferred shell for Linux users.
Recommendations
  • Add equivalent Azure CLI examples for all deployment and cleanup steps, using Bash syntax.
  • Explicitly mention that Azure Cloud Shell supports both Bash and PowerShell, and provide instructions for switching between them.
  • Include notes or sections on how to perform the same tasks on Linux/macOS systems, including any differences in prerequisites or command usage.
  • Ensure that references to command-line tools and scripts do not assume a Windows environment by default.
  • Where possible, present cross-platform instructions side-by-side or in parallel sections to improve parity and accessibility.
Role Based Access Control List Azure role definitions - Azure RBAC ...les/role-based-access-control/role-definitions-list.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias. The Azure PowerShell section is more extensive, with multiple examples and output formats, compared to the Azure CLI section. PowerShell examples use Windows-specific conventions (e.g., PS C:\> prompt, Format-Table, ConvertTo-Json, Format-List), and are presented before Azure CLI examples. There is no explicit mention of Linux shell equivalents for PowerShell commands, nor are there Bash or shell scripting examples. The documentation assumes familiarity with Windows tools and patterns, such as PowerShell cmdlets and output formatting, without providing Linux alternatives or guidance.
Recommendations
  • Add equivalent Bash/shell scripting examples for listing and formatting role definitions using Azure CLI, including output manipulation with jq or grep.
  • Present Azure CLI examples before or alongside PowerShell examples to avoid Windows-first ordering.
  • Clarify that Azure CLI works cross-platform and provide explicit instructions for Linux/macOS users, including installation and usage notes.
  • Where PowerShell output formatting is shown (e.g., Format-Table, Format-List), provide CLI equivalents using jq or other Linux-friendly tools.
  • Avoid Windows-specific prompts (e.g., PS C:\>) in examples, or provide alternative prompts for Linux/macOS.
Role Based Access Control Troubleshoot Azure RBAC .../articles/role-based-access-control/troubleshooting.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. Many troubleshooting steps and examples reference Azure PowerShell cmdlets (e.g., Remove-AzRoleAssignment, Get-AzRoleAssignment) and provide detailed PowerShell command usage and error messages. In several cases, PowerShell is mentioned before Azure CLI, or CLI is only referenced as an alternative. There are no explicit Linux shell (bash) or cross-platform scripting examples, and no mention of Linux-specific tools or patterns. The troubleshooting steps and solutions assume familiarity with Windows/PowerShell environments, with no parity for Linux users.
Recommendations
  • Provide equivalent bash/Azure CLI examples alongside PowerShell commands, especially for common operations like listing, creating, and removing role assignments.
  • Ensure that Azure CLI examples are given equal prominence and detail as PowerShell examples, and avoid presenting PowerShell first unless justified.
  • Include troubleshooting steps and error messages for Azure CLI on Linux/macOS, not just PowerShell on Windows.
  • Add notes or sections clarifying cross-platform usage, including any differences in behavior or caching between PowerShell and CLI.
  • Reference Linux/macOS environments explicitly when discussing command-line tools, and avoid assuming a Windows/PowerShell context.
Role Based Access Control Troubleshoot Azure RBAC limits - Azure RBAC ...icles/role-based-access-control/troubleshoot-limits.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation demonstrates a Windows bias by providing PowerShell examples as the only command-line method for querying role assignments, mentioning PowerShell before Azure CLI in several places, and referencing Windows-centric tools and patterns. While Azure CLI is mentioned as an alternative for some user queries, there are no CLI or Bash examples for the main RBAC troubleshooting tasks. This may disadvantage Linux/macOS users or those who prefer cross-platform tools.
Recommendations
  • For every PowerShell example, provide an equivalent Azure CLI example (az commands) and, where appropriate, Bash shell scripting examples.
  • When listing options for retrieving user or role information, mention Azure CLI before or alongside PowerShell, not after.
  • Avoid assuming the use of Windows tools; use cross-platform terminology and tools wherever possible.
  • Explicitly state that all examples are cross-platform, or provide platform-specific tabs (e.g., PowerShell, Azure CLI, Bash) for code samples.
  • Review all references to PowerShell and ensure that equivalent steps using Azure CLI or REST API are included and clearly documented.
  • Where screenshots or UI instructions are given, clarify that the Azure portal is accessible from any OS/browser.
Role Based Access Control List Azure deny assignments - Azure RBAC ...articles/role-based-access-control/deny-assignments.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by providing detailed Azure PowerShell examples and outputs, referencing PowerShell in Azure Cloud Shell, and omitting equivalent CLI or scripting examples for Linux/macOS users. The PowerShell tab is presented before REST API instructions, and there are no Azure CLI or Bash examples, which are more common on Linux platforms.
Recommendations
  • Add Azure CLI examples for listing deny assignments, including sample commands and outputs.
  • Include Bash shell usage instructions for REST API calls, such as using curl or httpie.
  • Explicitly mention cross-platform tools (e.g., Azure CLI, Bash, curl) alongside PowerShell in prerequisites and examples.
  • Ensure example outputs are shown for both PowerShell and CLI/Bash where applicable.
  • Reorder or parallelize documentation tabs so that CLI and PowerShell are presented equally, or clarify cross-platform support.
Role Based Access Control Examples to delegate Azure role assignment management with conditions - Azure ABAC ...d-access-control/delegate-role-assignments-examples.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation consistently provides Azure PowerShell examples for all scenarios, but does not include equivalent Azure CLI or REST API examples, which are cross-platform and commonly used on Linux and macOS. The exclusive use of PowerShell, a Windows-centric tool, creates a bias toward Windows users and may hinder Linux users or those preferring CLI or automation via REST. No Linux-specific instructions, shell scripts, or CLI commands are present.
Recommendations
  • Add Azure CLI examples for each scenario alongside PowerShell, using Bash syntax.
  • Include REST API sample requests for role assignment management with conditions.
  • Explicitly mention that Azure CLI and REST API are supported and provide links to relevant documentation.
  • Consider providing Bash script snippets for automation, especially for Linux environments.
  • Clarify that PowerShell can be used cross-platform, but highlight CLI and REST as alternatives for Linux/macOS users.
Role Based Access Control Azure built-in roles for Security - Azure RBAC ...s/role-based-access-control/built-in-roles/security.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page shows evidence of Windows bias primarily through its use of PowerShell-centric quickstart links (e.g., '/azure/attestation/quickstart-powershell') and a lack of Linux or cross-platform command examples. Where external guides are referenced, they are often Windows/PowerShell-focused, with no mention of Azure CLI, Bash, or Linux-native tooling. The 'Next steps' section only references the Azure portal, which is platform-neutral, but does not offer parity for command-line or automation scenarios on Linux.
Recommendations
  • Add Linux and Azure CLI examples alongside or before PowerShell examples in all role guides and quickstarts.
  • Ensure that 'Learn more' links point to cross-platform documentation, or provide both Windows (PowerShell) and Linux (CLI/Bash) options.
  • Explicitly mention Azure CLI and Bash scripting as supported management options for roles and permissions.
  • Audit referenced quickstart and troubleshooting guides to ensure Linux parity and update them where necessary.
  • In 'Next steps', add links to role assignment using Azure CLI and REST API for cross-platform automation.
Role Based Access Control Create or update Azure custom roles using an Azure Resource Manager template - Azure RBAC ...les/role-based-access-control/custom-roles-template.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation exclusively provides examples and instructions using Azure PowerShell in the Azure Cloud Shell, with no mention of Bash, CLI, or Linux-native workflows. All deployment and verification steps use PowerShell commands, and there are no equivalent examples for Linux users or those using Bash or the Azure CLI. This creates a Windows-centric experience and may hinder Linux users or those preferring cross-platform tools.
Recommendations
  • Add equivalent instructions and examples using Azure CLI (az) in Bash, which is fully supported in Azure Cloud Shell and on Linux/macOS.
  • Explicitly mention that Azure Cloud Shell supports both Bash and PowerShell, and provide links or guidance for both environments.
  • Provide sample scripts for deploying and managing custom roles using Bash and Azure CLI, alongside PowerShell examples.
  • Ensure that verification and cleanup steps are also shown using Azure CLI commands.
  • Review the documentation for any terminology or tool references that assume a Windows environment and clarify cross-platform compatibility.
Role Based Access Control Azure custom roles - Azure RBAC ...ain/articles/role-based-access-control/custom-roles.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page exhibits a moderate Windows bias. Azure PowerShell (a Windows-centric tool) is mentioned and exemplified before Azure CLI in several sections, including the main custom role example and input/output formats. PowerShell-specific commands and output formats are detailed, and the 'Next steps' section lists the PowerShell tutorial before the CLI tutorial. There is no explicit mention of Linux-specific shell usage or examples, and no guidance for Linux users regarding Azure CLI usage in Bash or other shells.
Recommendations
  • Alternate the order of PowerShell and CLI examples so that CLI (cross-platform) is presented first in some sections.
  • Add explicit examples or notes for using Azure CLI in Bash or other Linux shells, including sample commands and output.
  • Include a brief section or note clarifying that Azure CLI is fully supported on Linux and macOS, and link to installation guides for those platforms.
  • In the 'Next steps' section, list CLI and PowerShell tutorials together or alternate their order to avoid implicit prioritization.
  • Where PowerShell output is shown, consider also showing equivalent Bash/CLI output (e.g., using jq for JSON formatting).
  • Avoid referring to PowerShell as 'the easiest way' without qualifying that Azure CLI is equally easy and cross-platform.
Role Based Access Control Elevate access to manage all Azure subscriptions and management groups ...le-based-access-control/elevate-access-global-admin.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation demonstrates a Windows bias by consistently presenting Azure portal (a GUI tool most commonly used on Windows) instructions before CLI or REST API alternatives. PowerShell examples are provided in detail, while Linux-specific shell examples (e.g., Bash) are absent. There is no mention of Linux-native tools or shell environments, and the CLI examples use Azure CLI, which is cross-platform, but no explicit Linux shell context or parity is discussed. The documentation assumes familiarity with Windows-centric workflows and tools.
Recommendations
  • Add explicit Bash shell examples for Azure CLI commands, including environment setup and authentication steps relevant to Linux users.
  • Clarify that Azure CLI commands work identically on Linux, macOS, and Windows, and provide sample commands in a Linux shell context.
  • Include notes or sections on using the Azure portal from non-Windows platforms (e.g., browser compatibility, accessibility).
  • Where PowerShell is referenced, also provide equivalent Bash or shell script examples for Linux/macOS users.
  • Mention cross-platform considerations for log export, file handling, and automation (e.g., using curl or wget for REST API calls on Linux).
  • Ensure screenshots and UI references do not assume a Windows environment (e.g., browser, OS-specific UI elements).
Role Based Access Control Troubleshoot Azure RBAC limits - Azure RBAC ...icles/role-based-access-control/troubleshoot-limits.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by providing PowerShell command examples (e.g., Get-AzRoleAssignment) without equivalent Azure CLI or Bash examples, and by mentioning PowerShell before Azure CLI in several places. There are no Linux-specific or cross-platform command-line instructions, and the only explicit command-line example is PowerShell. This may hinder Linux or macOS users who prefer or require Azure CLI or Bash.
Recommendations
  • For every PowerShell example, provide an equivalent Azure CLI example (az commands) and show both side by side or in tabs.
  • When referencing command-line tools, mention Azure CLI first or equally with PowerShell to avoid implying PowerShell is the default or preferred tool.
  • Explicitly state that all examples work cross-platform where applicable, and provide Bash shell examples for bulk operations if relevant.
  • Include links to both PowerShell and Azure CLI documentation for all referenced commands.
  • Review the documentation for other subtle Windows-first language or assumptions, and ensure parity for Linux/macOS users.
Role Based Access Control Eligible and time-bound role assignments in Azure RBAC .../articles/role-based-access-control/pim-integration.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation provides detailed PowerShell examples for listing, converting, and managing eligible and time-bound role assignments in Azure RBAC, but does not include equivalent examples for Linux/macOS users (e.g., Azure CLI, Bash, or REST API). PowerShell is primarily a Windows-centric tool, and its exclusive use in examples may disadvantage users on other platforms. No mention is made of Azure CLI or cross-platform scripting alternatives, and Windows tools/patterns are presented as the default.
Recommendations
  • Add equivalent Azure CLI examples for all PowerShell commands to ensure Linux/macOS parity.
  • Include REST API usage examples for listing and managing role assignments, which are platform-agnostic.
  • Explicitly mention that PowerShell examples can be run on Linux/macOS (if true), or clarify platform requirements.
  • Where possible, present Azure CLI or REST API examples before or alongside PowerShell to avoid Windows-first bias.
  • Add a section summarizing cross-platform options for managing Azure RBAC and PIM, including links to CLI and API docs.
Role Based Access Control Quickstart: Assign an Azure role using an Azure Resource Manager template - Azure RBAC ...access-control/quickstart-role-assignments-template.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a strong bias towards Windows and PowerShell environments. All command-line examples use Azure PowerShell, with explicit instructions to use 'Azure Cloud Shell for PowerShell'. There are no examples or guidance for using Bash, Azure CLI, or Linux-native tools. The workflow assumes familiarity with PowerShell and Windows-centric patterns, and the 'Next steps' section further directs users to PowerShell-based tutorials.
Recommendations
  • Add equivalent examples using Azure CLI (az) commands, which are cross-platform and commonly used on Linux and macOS.
  • Provide instructions for using Bash in Azure Cloud Shell, including how to deploy ARM templates and manage role assignments.
  • Explicitly mention that Azure Cloud Shell supports both PowerShell and Bash, and link to documentation for both shells.
  • Ensure that Linux and macOS users are addressed in prerequisites and deployment steps, including any OS-specific considerations.
  • Balance the order of examples so that neither Windows nor Linux is presented as the default; consider parallel sections for PowerShell and Bash/Azure CLI.
Role Based Access Control Quickstart: Assign an Azure role using Bicep - Azure RBAC ...ed-access-control/quickstart-role-assignments-bicep.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all operations, but PowerShell is given equal prominence to CLI, and the 'Next steps' section exclusively links to a PowerShell tutorial. PowerShell is a Windows-centric tool, and its inclusion alongside CLI (which is cross-platform) may signal a Windows bias, especially since no explicit mention is made of Linux or macOS environments. There are no Linux-specific examples or notes, and the use of PowerShell is presented as a primary workflow.
Recommendations
  • Explicitly state that Azure CLI works on Windows, Linux, and macOS, and recommend it as the default for cross-platform users.
  • In the 'Next steps' section, provide links to both CLI and PowerShell tutorials, or default to CLI.
  • Add a note clarifying that PowerShell examples are primarily for Windows users, while CLI is cross-platform.
  • Consider including Bash shell examples or notes for Linux/macOS users where relevant.
  • Highlight the cross-platform nature of Bicep and Azure CLI in the prerequisites or introduction.
Role Based Access Control Troubleshoot Azure RBAC .../articles/role-based-access-control/troubleshooting.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page demonstrates a moderate Windows bias. Many troubleshooting steps and examples use Azure PowerShell cmdlets (e.g., Remove-AzRoleAssignment, Get-AzRoleAssignment) with explicit PowerShell syntax and error messages. These examples are presented in detail, often before or in greater depth than Azure CLI equivalents. There is an absence of Linux-specific shell examples (e.g., bash, zsh), and no mention of Linux-native tools or scripting patterns. The troubleshooting steps and solutions implicitly assume familiarity with PowerShell and Windows tooling, which may disadvantage Linux users.
Recommendations
  • Provide equivalent Azure CLI examples for every PowerShell example, especially for troubleshooting and error handling.
  • Include Linux shell (bash/zsh) usage patterns and command examples where appropriate, such as piping and filtering results.
  • Clarify that Azure CLI is cross-platform and highlight its usage for Linux/macOS users.
  • When referencing error messages or troubleshooting steps, offer both PowerShell and CLI output formats.
  • Avoid presenting PowerShell examples before CLI examples; consider parallel presentation or tabs for each platform.
  • Mention platform-agnostic approaches (e.g., REST API, ARM templates) as alternatives to Windows-centric tools.
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