Automation, Data & Observability
Automation & Scripting
Develops robust automation pipelines, integrates scripts into CI/CD workflows, and optimizes task scheduling to eliminate repetitive manual work.
Expected at Mid
Sample competency question
Ask once, as written, then allow silence. A helpful rephrase may hand the candidate the answer.
Credit
- Measures time saved before and after automation
- Includes error handling and logging in scripts
- Tests thoroughly before deploying to production
- Considers rollback or manual override options
- Documents the automation for team use
Discount
- Automates a poorly understood or unstable process
- Lacks error handling or logging mechanisms
- Deploys scripts without testing or staging
- Fails to monitor the automation post-deployment
- Cannot explain the original manual workflow
Mid-level admins must reliably automate routine administrative tasks and integrate scripts into deployment workflows to meet efficiency targets.

