II.
SkillArea JSON
Structured · liveskill-area:user-research
User Research json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:user-research",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-product-ops.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "User Research",
"description": "Systematically gathering and interpreting evidence about user needs, behaviors,\nand pain points through interviews, surveys, usability studies, and contextual\ninquiry. Translates qualitative and quantitative findings into actionable product\ninsights that reduce the risk of building the wrong thing and improve experience\nquality over time.\n",
"domains": [
"domain:software-engineering",
"specialization:ux-ui-design"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:user-research",
"to": "domain:software-engineering",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:user-research",
"to": "specialization:ux-ui-design",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:user-research",
"to": "skill-area:a-b-testing",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:user-research",
"to": "skill-area:product-discovery",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
}
],
"incomingEdges": [
{
"from": "skill-area:customer-journey-mapping",
"to": "skill-area:user-research",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "helpful"
}
},
{
"from": "lib-agent:humanities--ethnographic-methods-advisor",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:humanities--oral-historian",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:social-sciences--mixed-methods-coordinator",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:social-sciences--qualitative-research-specialist",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:social-sciences--survey-research-director",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:product-management--jtbd-specialist",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:product-management--user-researcher",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ux-ui-design--ab-testing",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ux-ui-design--card-sorting-analyst",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ux-ui-design--emotional-design-analyst",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ux-ui-design--journey-map-visualizer",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ux-ui-design--persona-builder",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ux-ui-design--survey-design",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ux-ui-design--user-research-synthesizer",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:customer-experience--churn-prevention",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--closed-loop-feedback",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--csat-collection",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--customer-health-scoring",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--customer-journey-mapping",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--customer-onboarding",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--escalation-management",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--fcr-optimization",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--feedback-analysis-pipeline",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--itil-incident-management",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--kcs-implementation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--knowledge-base-development",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--nps-survey-program",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--problem-management",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--qbr-preparation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--self-service-optimization",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--service-request-fulfillment",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--sla-management",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--ticket-triage-routing",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:customer-experience--touchpoint-optimization",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:social-sciences--academic-manuscript-preparation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--cost-benefit-analysis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--cross-cultural-measurement-adaptation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--ethnographic-fieldwork",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--experimental-design",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--focus-group-facilitation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--grounded-theory-development",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--in-depth-interview-protocol",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--literature-review-synthesis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--mixed-methods-research-design",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--multilevel-modeling",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--natural-experiment-analysis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--policy-brief-development",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--policy-impact-assessment",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--program-evaluation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--propensity-score-analysis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--qualitative-coding-analysis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--quasi-experimental-design",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--research-pre-registration",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--scale-development-validation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--social-network-analysis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--statistical-analysis-pipeline",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--structural-equation-modeling",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--survey-administration",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:social-sciences--survey-research-design",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:game-development--playtesting-user-research",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:ux-ui-design--user-research",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:education--learning-needs-analysis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:humanities--oral-history-interview-technique",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:philosophy--socratic-dialogue-facilitation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:social-sciences--ethnographic-research",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:social-sciences--interview-facilitation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:social-sciences--mixed-methods-integration",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:social-sciences--qualitative-analysis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:social-sciences--survey-design-administration",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:product-management--feedback-aggregation",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:product-management--persona-development",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:product-management--survey-design",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:product-management--user-research-synthesis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ux-ui-design--heatmap-analysis",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ux-ui-design--persona-template",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ux-ui-design--survey-platform",
"to": "skill-area:user-research",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "role:design-researcher",
"to": "skill-area:user-research",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:interaction-designer",
"to": "skill-area:user-research",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:customer-experience-manager",
"to": "skill-area:user-research",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "workflow:user-research-cycle",
"to": "skill-area:user-research",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:design-sprint-process",
"to": "skill-area:user-research",
"kind": "requires_skill_area",
"attributes": {}
}
]
}