Document Details
Hdinsight Use Mapreduce
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
windows_tools
windows_first
powershell_heavy
Summary
The documentation page shows evidence of Windows bias by listing Windows PowerShell as a distinct method for submitting MapReduce jobs, while Linux/Unix/macOS options are grouped under SSH and Curl. Windows PowerShell is mentioned as a dedicated tool, and the table lists Windows PowerShell as a primary method for Windows users, without mentioning Linux-specific tools (e.g., Bash scripts, Linux command line patterns) or giving parity to Linux-native approaches. The documentation does not provide Linux-specific examples or highlight Linux tools with the same prominence as Windows PowerShell.
Recommendations
- Add explicit Linux command-line examples for submitting MapReduce jobs, such as using Bash scripts or the Hadoop CLI.
- Provide parity in tooling by mentioning Linux-native tools (e.g., Bash, shell scripts, Linux CLI utilities) alongside Windows PowerShell.
- Reorder or balance the table so that Linux/Unix/macOS methods are not grouped generically, but listed with the same specificity as Windows PowerShell.
- Include walkthroughs or links for Linux-specific job submission methods, not just SSH and Curl.
- Avoid presenting Windows tools (PowerShell) as the primary or exclusive method for job submission; ensure equal visibility for Linux approaches.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
 Clean
|
| 2026-01-13 00:00 | #246 | completed |
Clean
|
| 2026-01-11 00:00 | #240 | completed |
Biased
|
| 2026-01-10 00:00 | #237 | completed |
Biased
|
| 2026-01-09 00:34 | #234 | completed |
Biased
|
| 2026-01-08 00:53 | #231 | completed |
Clean
|
| 2026-01-06 18:15 | #225 | cancelled |
Clean
|
| 2025-08-17 00:01 | #83 | cancelled |
Clean
|
| 2025-07-13 21:37 | #48 | completed |
Clean
|
| 2025-07-12 23:44 | #41 | cancelled |
Clean
|