II.
SkillArea JSON
Structured · liveskill-area:product-analytics
Product Analytics json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:product-analytics",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-product-ops.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Product Analytics",
"description": "Measuring and understanding how users interact with a product through event\ninstrumentation, funnel analysis, retention cohorts, and behavioral segmentation.\nProvides the quantitative foundation for product decisions, OKR tracking, and\nidentifying growth or quality opportunities within the data engineering ecosystem.\n",
"domains": [
"domain:data-science",
"specialization:data-engineering-analytics"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:product-analytics",
"to": "domain:data-science",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:product-analytics",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
}
],
"incomingEdges": [
{
"from": "skill-area:cohort-analysis",
"to": "skill-area:product-analytics",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "helpful"
}
},
{
"from": "skill-area:experiment-design-AB-testing",
"to": "skill-area:product-analytics",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "helpful"
}
},
{
"from": "skill-area:a-b-testing",
"to": "skill-area:product-analytics",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "tool:optimizely",
"to": "skill-area:product-analytics",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:segment",
"to": "skill-area:product-analytics",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:mixpanel",
"to": "skill-area:product-analytics",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:amplitude",
"to": "skill-area:product-analytics",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:posthog",
"to": "skill-area:product-analytics",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:heap",
"to": "skill-area:product-analytics",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:google-analytics",
"to": "skill-area:product-analytics",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:hotjar",
"to": "skill-area:product-analytics",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:fullstory",
"to": "skill-area:product-analytics",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "lib-agent:product-management--customer-success-pm",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:product-management--data-pm",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:product-management--beta-program",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--competitive-analysis",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--conversion-funnel-analysis",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--customer-advisory-board",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--feature-definition-prd",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--jtbd-analysis",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--metrics-dashboard",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--moscow-prioritization",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--prd-to-spec",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--product-council-review",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--product-launch-gtm",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--product-market-fit",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--product-vision-strategy",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--quarterly-roadmap",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--retention-cohort-analysis",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--rice-prioritization",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--stakeholder-alignment",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--task-to-prd",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:product-management--user-story-mapping",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:product-management--ab-test-design",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:product-management--feature-flags",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:product-management--feedback-aggregation",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:product-management--prioritization-calculator",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:product-management--product-analytics",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:product-management--survey-design",
"to": "skill-area:product-analytics",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "role:design-researcher",
"to": "skill-area:product-analytics",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:ai-product-manager",
"to": "skill-area:product-analytics",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:growth-engineer",
"to": "skill-area:product-analytics",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "workflow:user-research-cycle",
"to": "skill-area:product-analytics",
"kind": "requires_skill_area",
"attributes": {}
}
]
}