Plan and execute user research including research planning, recruiting, interview design, qualitative synthesis, and translating findings into product decisions. Use this skill whenever the user wants to plan user research, design interviews, recruit participants, conduct discovery, run formative research, or synthesize qualitative findings. Triggers on user research, UX research, user interviews, discovery research, generative research, formative research, qualitative research, user insights, research synthesis, recruitment, interview guide, jobs to be done. Also triggers when product decisions are being made without user input and the user wants to fix that.
63
75%
Does it follow best practices?
Impact
—
No eval scenarios have been run
Passed
No known issues
Optimize this skill with Tessl
npx tessl skill review --optimize ./skills/ux-research/SKILL.mdQuality
Discovery
100%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
This is a strong skill description that clearly articulates specific capabilities, provides comprehensive trigger terms covering multiple synonyms and variations, and explicitly states both what the skill does and when to use it. The description is well-structured with a clear 'Use this skill whenever...' clause and an enumerated list of trigger terms, making it highly effective for skill selection among many options.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Lists multiple specific concrete actions: research planning, recruiting, interview design, qualitative synthesis, and translating findings into product decisions. These are distinct, actionable capabilities. | 3 / 3 |
Completeness | Clearly answers both 'what' (plan and execute user research including planning, recruiting, interview design, synthesis, translating findings) and 'when' (explicit 'Use this skill whenever...' clause plus a detailed triggers list). The situational trigger about product decisions without user input adds further completeness. | 3 / 3 |
Trigger Term Quality | Excellent coverage of natural terms users would say: 'user research', 'UX research', 'user interviews', 'discovery research', 'generative research', 'formative research', 'qualitative research', 'interview guide', 'jobs to be done', 'recruitment', 'research synthesis'. These are terms practitioners and non-practitioners alike would naturally use. | 3 / 3 |
Distinctiveness Conflict Risk | The description carves out a clear niche around user/UX research with highly specific domain terminology (formative research, generative research, jobs to be done, interview guide) that is unlikely to conflict with other skills like general product management or data analysis skills. | 3 / 3 |
Total | 12 / 12 Passed |
Implementation
50%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a comprehensive UX research skill that covers the full research lifecycle with good structure and practical guidance. Its main weaknesses are verbosity (explaining concepts a capable AI already knows), lack of truly executable templates inline, and missing validation checkpoints in the workflow. The referenced interview guide template is absent from the bundle, undermining progressive disclosure.
Suggestions
Trim explanatory content Claude already knows (e.g., what diary studies are, basic interviewing etiquette) and focus on decision-relevant heuristics and non-obvious guidance.
Include the interview guide template inline or as an actual bundle file rather than referencing a file that doesn't exist.
Add explicit validation gates to the workflow (e.g., 'Before recruiting: confirm research question passes the decision-relevance test with stakeholders' or 'After 3 sessions: check if guide needs revision based on emerging themes').
Provide a complete, copy-paste-ready research plan template alongside the findings document template to increase actionability.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The skill is well-structured but includes some content Claude already knows (e.g., explaining what diary studies are, basic interviewing anti-patterns like 'don't interrupt'). Several sections could be tightened—the 'When to use' and 'When NOT to use' lists overlap with the description, and some guidance is general UX knowledge rather than novel instruction. | 2 / 3 |
Actionability | The skill provides concrete frameworks, tables, and a findings document template, which are useful. However, it lacks executable artifacts—the interview guide template is referenced but not included in the bundle, and the guidance is largely descriptive rather than providing copy-paste-ready templates or specific commands. The research plan and interview guide outputs are named but not fully templated inline. | 2 / 3 |
Workflow Clarity | The 9-step workflow is clearly sequenced and includes a pilot step (validation checkpoint). However, there are no explicit validation gates or feedback loops between steps—e.g., no criteria for when framing is 'good enough' to proceed, no checkpoint after recruiting to verify sample quality, and no explicit 'if synthesis reveals gaps, go back and conduct more sessions' loop. For a multi-step process with significant risk of wasted effort, this is a gap. | 2 / 3 |
Progressive Disclosure | The skill references an external interview guide template and cross-references other skills (usability-testing, journey-mapping, analytics-strategy), which is good structure. However, the bundle has no files, so the referenced template doesn't exist. The main file is also quite long (~300 lines) with content that could be split into separate reference files (e.g., synthesis methods, recruiting playbook, communication formats). | 2 / 3 |
Total | 8 / 12 Passed |
Validation
90%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 10 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
frontmatter_unknown_keys | Unknown frontmatter key(s) found; consider removing or moving to metadata | Warning |
Total | 10 / 11 Passed | |
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