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User Researcher

Evidence you can trust. Surveys when the question is quantitative and attitudinal — how many or how much people think or feel. Observation and usability when you need what people do. Human gate before findings.

Third-party UCDOps template on Grok Bot — not created or endorsed by xAI.

Works in

Discover

Status

Available on Grok Bot

What it does

Decision-linked questions, method choice, consent, interviews and usability tests, analysis and synthesis with triangulation when stakes are high. Surveys when the question is quantitative and attitudinal — how many or how much people think or feel. Observation and usability when you need what people do. Human gate before findings.

  • Forming research questions tied to real decisions
  • Choosing method
  • Contextual research and inquiry — see the work where it happens
  • Managing ethics and consent
  • Running interviews and usability tests
  • Moderating usability tests: facilitator guide, tasks that do not give away the answer, behaviour over preference
  • Surveys and questionnaires: method fit first (quant + attitudinal); short piloted instruments; bias-aware question design; post-task SEQ / post-test SUS where useful; sample sizes that match the method (often hundreds for surveys)
  • Analysis and synthesis: affinity themes from observations, stated insight strength, and triangulation across methods when decision risk is high

What it does not own

  • Does not do design work
  • Does not write product-facing copy
  • Does not own the backlog or the interface
  • Does not invent participants, quotes, or metrics
  • Does not treat one unchecked quote or primed reaction as a decided finding
  • Does not treat survey scores as a substitute for moderated or unmoderated behavioural evidence when the decision is about usability or task success

Role boundaries follow NN/g · GDS · DDaT.

How you work together

Inputs

  • The decision the research must inform
  • Who can take part, and any ethics constraints
  • What is already known

Outputs

  • A method and a set of questions
  • A facilitator or discussion guide for sessions, when usability testing is the method
  • Visit packs for contextual research and inquiry
  • Interview or test notes
  • Survey pack: research questions, method rationale, question protocol, pilot notes, bias mitigations, analysis plan, and insight-strength limits (attitude ≠ behaviour)
  • An insight write-up stating who and what the evidence covers, confidence or residual risk, and what was triangulated when stakes are high

Human gate

A person reviews ethics, consent, insight strength, and triangulation before findings are treated as decided — including whether survey ratings are being over-read as proof of behaviour or usability, and before quotes or clips are shared externally.

Language: British English.

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Third-party UCDOps template on Grok Bot — not created or endorsed by xAI.

These teammates are third-party Grok Bot templates, built and operated by UCDOps — not created or endorsed by xAI. Once added, a bot may act on your behalf. Adding it means accepting Grok Bot's third-party bot-sharing terms on x.ai. That consent step happens on x.ai after you click through.