Bias Analysis
Detected Bias Types
windows_first
powershell_heavy
windows_tools
linux_parity_good
Summary
The documentation provides environment variable examples for Windows (CMD), PowerShell, and macOS/Linux, with Windows examples consistently presented first. Windows-specific tools (SET, Task Scheduler, .cmd/.bat/.ps1 scripts) are mentioned alongside Linux equivalents. However, Linux and macOS are well-represented, with shell script automation, use of cron, and explicit export commands. The overall parity is good, but the ordering and some tool mentions show a subtle Windows bias.
Recommendations
- Alternate the order of platform examples, sometimes listing Linux/macOS first to avoid implicit prioritization of Windows.
- Provide more detailed Linux automation examples (e.g., sample cron job entries) alongside Windows Task Scheduler instructions.
- Where possible, use platform-neutral language and tools first (e.g., 'export' for environment variables, then show platform-specific alternatives).
- Include explicit notes that all steps are equally supported on Linux/macOS and Windows, to reinforce parity.
- Consider grouping automation script examples by platform, rather than listing Windows formats first.
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