Research · Published
Work-Sample Signals for Assistant Hiring
A focused work sample reveals accuracy, questions, written clarity, and escalation judgment more usefully than a broad self-description.

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Headline signal
4 work-sample signals: accuracy, clarity, questions, escalation (NIST Digital Identity Guidelines). Treat this as context for planning, not a guarantee about a particular assistant or operating result.
Analysis and operating context
Methodology: the sample tests observable behavior on a small, fictional task. It should not request unnecessary personal information or unpaid production work.
Give the candidate a short source packet, a clear expected format, and a deadline. Assess whether the result follows the instructions, preserves important details, and makes uncertainty visible.
Include one ambiguity and one item that should stop for approval. Strong performance includes a useful question or escalation, not confident guessing.
Use the same rubric for each candidate and keep hiring judgment with the responsible manager. Do not infer quality from nationality, accent, or a broad label for the role.
Sources
- NIST Cybersecurity Framework 2.0
- NIST Digital Identity Guidelines
- CISA Secure Our World
- FTC Data Security Guidance
- Google Search Central: Creating helpful content
- Google Search Central: SEO starter guide
- OWASP Top 10
- ILO: Decent work and the care economy
- World Bank: Digital economy
- Philippine Statistics Authority
- W3C Web Content Accessibility Guidelines
Frequently asked questions
What should a manager verify first?
Verify the work definition, source record, reviewer, access limit, and escalation path before assigning the queue.
What belongs with the internal owner?
Keep final approvals, unusual exceptions, payment decisions, and changes to the control rules with the internal owner.
