Sad Tux - Windows bias detected
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
powershell_heavy
windows_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates a strong bias toward Windows environments. It exclusively references Microsoft-centric identity solutions (Active Directory, Microsoft Entra Domain Services), and all command-line examples are provided only in PowerShell. There is no mention of Linux-based tools or command-line equivalents, nor are there any Linux/Unix shell examples for managing authentication or domain integration. The documentation assumes a Windows-first approach, both in terminology and tooling, with no guidance for Linux administrators.
Recommendations
  • Provide equivalent Linux/Unix shell commands (e.g., using Azure CLI or REST API) alongside PowerShell examples for all administrative tasks.
  • Include references to cross-platform tools (such as Azure CLI) and clarify which steps can be performed on non-Windows systems.
  • Explicitly state the platform requirements for each step, and offer alternatives for Linux/macOS users where possible.
  • Mention and, if possible, document how Linux-based clients or administrators can interact with HDInsight clusters using their native tools.
  • Balance the order of presentation by not always listing Windows/PowerShell tools first, and ensure Linux options are equally visible.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-16 00:00 #52 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets

   Install-Module Microsoft.Entra
   Install-Module microsoft.Entra.Beta
   
   Connect-Entra -Scopes 'Application.ReadWrite.All'
   
   Get-EntraServicePrincipal -SearchString "Microsoft Azure PowerShell"
   
   $powershellSPN = New-EntraServicePrincipal -AppId 1950a258-227b-4e31-a9cf-717495945fc2
   
    # Determine whether policy exists
    Get-EntraBetaPolicy | Where {$_.DisplayName -eq "EnableDirectAuth"}

    # Create if not exists
    $policy = New-EntraBetaPolicy `
        -Definition @('{"HomeRealmDiscoveryPolicy":{"AllowCloudPasswordValidation":true}}') `
        -DisplayName "EnableDirectAuth" `
        -Type "HomeRealmDiscoveryPolicy"

    # Determine whether a policy for the service principal exist
    Get-EntraBetaServicePrincipalPolicy `
        -Id $powershellSPN.ObjectId

    # Add a service principal policy if not exist
    Add-EntraBetaServicePrincipalPolicy `
        -Id $powershellSPN.ObjectId `
        -refObjectID $policy.ID