Pipeline run
a7c229a1-302e-4675-baf7-7538c461c756
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Web Developer
CASE Aslug: web-developer · id: 25 · source: db
Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Web Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Role Overview Were looking for a Web Developer with a marketing mindset - someone whos equally comfortable building landing pages as they are integrating tools and optimizing performance. Youll work closely with the marketing and tech teams to build and maintain all digital touchpoints, especially our website and campaign assets. If youre passionate about web technologies, AI, automation, and data-driven marketing outcomes, this role is for you. Key Responsibilities • Own and manage all marketing-related web development needs across platforms (WordPress, Webflow, Zoho, Hubspot etc. • Build and maintain high-performance, mobile-optimized, SEO-friendly web pages and microsites through wordpress and AI. • Collaborate with design, content, and performance marketing teams to build AI-driven or tool-based landing pages for campaigns (Unbounce, Framer, Instapage, Personyse, Clay, Uberflip etc. • Integrate marketing automation and CRM tools (HubSpot, Zoho, etc.) with web forms, landing pages, and campaign workflows. • Work with tech teams to architect scalable, secure, and maintainable web solutions. • Monitor, analyze, and optimize site speed, core web vitals, page performance, and UX. • Ensure strong analytics and conversion tracking is set up via GA4, GTM, and Meta/LinkedIn pixels. • Implement A/B testing, personalization, and CRO best : • 5 - 6 years of hands-on experience in web development, especially for marketing teams or digital agencies. • Strong command of front-end technologies : HTML5, CSS3, JavaScript, jQuery. • Proficiency with WordPress (theme customization, plugin management), and no-code tools like Webflow, Framer, or Carrd. • Familiarity with AI-based or visual landing page tools (e.g., Unbounce, Landingi, Instapage). • Experience with APIs and integrations with CRMs, marketing automation platforms, and form tools. • Strong understanding of SEO principles, page speed optimization, and responsive design. • Comfortable working with tools like Google Tag Manager, Google Analytics, Hotjar, and A/B testing platforms. • Ability to take ownership, collaborate cross-functionally, and solutionize independently. (ref:hirist.tech)
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- AI (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Artificial Intelligence
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: AI appears in a large and growing share of job descriptions across software, data, and product roles; major vendors like Microsoft, Google, and AWS have broad AI offerings and hiring demand reflects mainstream adoption.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1020
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Personalization Tools
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Personalization Tools
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Content Experience Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Analytics Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Analytics Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Analytics Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Analytics Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Aliases — catalog
- A/B Testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Experiment Design Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Commonly listed in product, growth, and analytics job descriptions; major platforms like Optimizely and Google Optimize popularized it, and it remains a standard experimentation practice across SaaS and e-commerce.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 1214
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Systems Programming Catalog dimension db id 166
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Systems Programming
d_init_02
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Personalization Strategies
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Personalization Strategies
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| AI | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| A/B testing | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| A/B testing | in_db |
Systems Programming
d_init_02
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | WordPress | type=Web Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Webflow | type=Web Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Zoho | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | HubSpot | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Unbounce | type=Web Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Framer | type=Web Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Instapage | type=Web Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Personyze | type=Personalization Tools subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Clay | type=Personalization Tools subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Uberflip | type=Content Experience Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | GA4 | type=Analytics Tools subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | GTM | type=Analytics Tools subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | Meta Pixel | type=Analytics Tools subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | LinkedIn Pixel | type=Analytics Tools subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | Personalization | type=Personalization Strategies subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | CRO | type=Personalization Strategies subtype=general nature=CONCEPT lifespan=EVERGREEN |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Digital Marketing",
"Online Marketing"
],
"domain": "Marketing"
},
"secondary": null
},
"education": [],
"experience": {
"max": 6,
"min": 5,
"raw": "5 - 6 years of hands-on experience in web development"
},
"job_locations": [],
"role": "Web Developer",
"role_aliases": [
"Web Engineer",
"Frontend Developer",
"Web Designer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Overview",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Were looking for a Web",
"last_5_words": "data-driven marketing outcomes, this"
},
"text": "Were looking for a Web Developer with a marketing mindset - someone whos equally comfortable building landing pages as they are integrating tools and optimizing performance.\n\nYoull work closely with the marketing and tech teams to build and maintain all digital touchpoints, especially our website and campaign assets.\n\nIf youre passionate about web technologies, AI, automation, and data-driven marketing outcomes, this role is for you.",
"word_count": 64
},
{
"bullet_count": 8,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Own and manage all",
"last_5_words": "A/B testing, personalization, and CRO"
},
"text": "\u2022 Own and manage all marketing-related web development needs across platforms (WordPress, Webflow, Zoho, Hubspot etc.\n\u2022 Build and maintain high-performance, mobile-optimized, SEO-friendly web pages and microsites through wordpress and AI.\n\u2022 Collaborate with design, content, and performance marketing teams to build AI-driven or tool-based landing pages for campaigns (Unbounce, Framer, Instapage, Personyse, Clay, Uberflip etc.\n\u2022 Integrate marketing automation and CRM tools (HubSpot, Zoho, etc.) with web forms, landing pages, and campaign workflows.\n\u2022 Work with tech teams to architect scalable, secure, and maintainable web solutions.\n\u2022 Monitor, analyze, and optimize site speed, core web vitals, page performance, and UX.\n\u2022 Ensure strong analytics and conversion tracking is set up via GA4, GTM, and Meta/LinkedIn pixels.\n\u2022 Implement A/B testing, personalization, and CRO best practices.",
"word_count": 164
}
],
"urls": [
{
"type": "other",
"url": "https://hirist.tech"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "WordPress"
},
{
"is_primary": true,
"skill_name": "Webflow"
},
{
"is_primary": true,
"skill_name": "Zoho"
},
{
"is_primary": true,
"skill_name": "HubSpot"
},
{
"is_primary": true,
"skill_name": "AI"
},
{
"is_primary": false,
"skill_name": "Unbounce"
},
{
"is_primary": false,
"skill_name": "Framer"
},
{
"is_primary": false,
"skill_name": "Instapage"
},
{
"is_primary": false,
"skill_name": "Personyze"
},
{
"is_primary": false,
"skill_name": "Clay"
},
{
"is_primary": false,
"skill_name": "Uberflip"
},
{
"is_primary": true,
"skill_name": "GA4"
},
{
"is_primary": true,
"skill_name": "GTM"
},
{
"is_primary": true,
"skill_name": "Meta Pixel"
},
{
"is_primary": true,
"skill_name": "LinkedIn Pixel"
},
{
"is_primary": true,
"skill_name": "A/B testing"
},
{
"is_primary": true,
"skill_name": "Personalization"
},
{
"is_primary": true,
"skill_name": "CRO"
}
],
"jd_role": {
"display_name": "Web Developer",
"rationale": null,
"role_aliases": [
"Web Engineer",
"Frontend Developer",
"Web Designer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Digital Marketing",
"Online Marketing"
],
"domain": "Marketing"
},
"secondary": null
},
"education": [],
"experience": {
"max": 6,
"min": 5,
"raw": "5 - 6 years of hands-on experience in web development"
},
"job_locations": [],
"role": "Web Developer",
"role_aliases": [
"Web Engineer",
"Frontend Developer",
"Web Designer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Overview",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Were looking for a Web",
"last_5_words": "data-driven marketing outcomes, this"
},
"text": "Were looking for a Web Developer with a marketing mindset - someone whos equally comfortable building landing pages as they are integrating tools and optimizing performance.\n\nYoull work closely with the marketing and tech teams to build and maintain all digital touchpoints, especially our website and campaign assets.\n\nIf youre passionate about web technologies, AI, automation, and data-driven marketing outcomes, this role is for you.",
"word_count": 64
},
{
"bullet_count": 8,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Own and manage all",
"last_5_words": "A/B testing, personalization, and CRO"
},
"text": "\u2022 Own and manage all marketing-related web development needs across platforms (WordPress, Webflow, Zoho, Hubspot etc.\n\u2022 Build and maintain high-performance, mobile-optimized, SEO-friendly web pages and microsites through wordpress and AI.\n\u2022 Collaborate with design, content, and performance marketing teams to build AI-driven or tool-based landing pages for campaigns (Unbounce, Framer, Instapage, Personyse, Clay, Uberflip etc.\n\u2022 Integrate marketing automation and CRM tools (HubSpot, Zoho, etc.) with web forms, landing pages, and campaign workflows.\n\u2022 Work with tech teams to architect scalable, secure, and maintainable web solutions.\n\u2022 Monitor, analyze, and optimize site speed, core web vitals, page performance, and UX.\n\u2022 Ensure strong analytics and conversion tracking is set up via GA4, GTM, and Meta/LinkedIn pixels.\n\u2022 Implement A/B testing, personalization, and CRO best practices.",
"word_count": 164
}
],
"urls": [
{
"type": "other",
"url": "https://hirist.tech"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "a7c229a1-302e-4675-baf7-7538c461c756",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 439,
"score": 1.0,
"slug": "frontend-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work with tech teams to architect scalable, secure, and maintainable web solutions.",
"similarity": 0.5609
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Monitor, analyze, and optimize site speed, core web vitals, page performance, and UX.",
"similarity": 0.5562
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Implement A/B testing, personalization, and CRO best practices.",
"similarity": 0.5239
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.547,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
"sentence": "Monitor, analyze, and optimize site speed, core web vitals, page performance, and UX.",
"similarity": 0.6353
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Youll work closely with the marketing and tech teams to build and maintain all digital touchpoints, especially our website and campaign assets.",
"similarity": 0.4618
},
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Work with tech teams to architect scalable, secure, and maintainable web solutions.",
"similarity": 0.4589
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5186,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "WordPress Dev",
"kra_matches": [
{
"kra_text": "site performance tuning",
"sentence": "Monitor, analyze, and optimize site speed, core web vitals, page performance, and UX.",
"similarity": 0.6002
},
{
"kra_text": "content migration and redesign support",
"sentence": "Own and manage all marketing-related web development needs across platforms (WordPress, Webflow, Zoho, Hubspot etc. \u2022 Build and maintain high-performance, mobile-optimized, SEO-friendly web pages and microsites through wordpress and AI.",
"similarity": 0.4344
},
{
"kra_text": "site performance tuning",
"sentence": "Implement A/B testing, personalization, and CRO best practices.",
"similarity": 0.3978
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 227,
"score": 0.4775,
"slug": "wordpress-dev",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Work with tech teams to architect scalable, secure, and maintainable web solutions.",
"similarity": 0.4949
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Youll work closely with the marketing and tech teams to build and maintain all digital touchpoints, especially our website and campaign assets.",
"similarity": 0.49
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Monitor, analyze, and optimize site speed, core web vitals, page performance, and UX.",
"similarity": 0.4429
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.476,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": [
{
"kra_text": "maintain existing web features",
"sentence": "Work with tech teams to architect scalable, secure, and maintainable web solutions.",
"similarity": 0.49
},
{
"kra_text": "maintain existing web features",
"sentence": "Own and manage all marketing-related web development needs across platforms (WordPress, Webflow, Zoho, Hubspot etc. \u2022 Build and maintain high-performance, mobile-optimized, SEO-friendly web pages and microsites through wordpress and AI.",
"similarity": 0.4503
},
{
"kra_text": "ensure cross-browser and responsive behavior",
"sentence": "Implement A/B testing, personalization, and CRO best practices.",
"similarity": 0.4216
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 0.454,
"slug": "web-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Web Developer",
"sub_role": null
},
"stage5_updates": null
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1990,
"existing_alias_text": "AI",
"input_term": "AI",
"matched_canonical": {
"category_id": 2,
"display_name": "AI",
"id": 1347,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "ai",
"sub_category_id": 1020,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2565,
"existing_alias_text": "A/B Testing",
"input_term": "A/B testing",
"matched_canonical": {
"category_id": 8,
"display_name": "A/B Testing",
"id": 1613,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "a-b-testing",
"sub_category_id": 1214,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [],
"chosen_role": {
"display_name": "Web Developer",
"id": 25,
"rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Web Developer",
"role_archetype": null,
"slug": "web-developer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "AI",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "A/B testing",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Systems Programming",
"id": 166,
"rationale": "Systems programming covers low-level software development where performance, memory safety, and direct control over resources matter. Rust fits here because it is commonly used for OS-adjacent services, infrastructure components, and other performance-sensitive systems code.",
"slug": "d_init_02",
"source": "db"
},
"input_skill": "A/B testing",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"WordPress",
"Webflow",
"Zoho",
"HubSpot",
"AI",
"Unbounce",
"Framer",
"Instapage",
"Personyze",
"Clay",
"Uberflip",
"GA4",
"GTM",
"Meta Pixel",
"LinkedIn Pixel",
"A/B testing",
"Personalization",
"CRO"
],
"input_llm_skills": [
"WordPress",
"Webflow",
"Zoho",
"HubSpot",
"AI",
"Unbounce",
"Framer",
"Instapage",
"Personyze",
"Clay",
"Uberflip",
"GA4",
"GTM",
"Meta Pixel",
"LinkedIn Pixel",
"A/B testing",
"Personalization",
"CRO"
],
"new_aliases_persisted": 0,
"run_id": "a7c229a1-302e-4675-baf7-7538c461c756",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "WordPress",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "wordpress",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Webflow",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "webflow",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Zoho",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Cloud Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "zoho",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "HubSpot",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Cloud Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "hubspot",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "AI",
"alias_type": "CANONICAL",
"id": 1990,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 2,
"display_name": "AI",
"id": 1347,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "ai",
"sub_category_id": 1020,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "AI",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "AI",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Unbounce",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "unbounce",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Framer",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "framer",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Instapage",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "instapage",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Personyze",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Personalization Tools",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "personyze",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Clay",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Personalization Tools",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "clay",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Uberflip",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Content Experience Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "uberflip",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "GA4",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Analytics Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "SHORT_LIVED",
"version_strategy": "VERSIONED",
"volatility": "FAST"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "ga4",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "GTM",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Analytics Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "SHORT_LIVED",
"version_strategy": "VERSIONED",
"volatility": "FAST"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "gtm",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Meta Pixel",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Analytics Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "SHORT_LIVED",
"version_strategy": "VERSIONED",
"volatility": "FAST"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "meta-pixel",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "LinkedIn Pixel",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Analytics Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "SHORT_LIVED",
"version_strategy": "VERSIONED",
"volatility": "FAST"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "linkedin-pixel",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "A/B Testing",
"alias_type": "CANONICAL",
"id": 2565,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "A/B Testing",
"id": 1613,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "a-b-testing",
"sub_category_id": 1214,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "A/B testing",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Systems Programming",
"id": 166,
"rationale": "Systems programming covers low-level software development where performance, memory safety, and direct control over resources matter. Rust fits here because it is commonly used for OS-adjacent services, infrastructure components, and other performance-sensitive systems code.",
"slug": "d_init_02",
"source": "db"
},
"input_skill": "A/B testing",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "A/B testing",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Personalization",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Personalization Strategies",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "personalization",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "CRO",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Personalization Strategies",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "cro",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"WordPress",
"Webflow",
"Zoho",
"HubSpot",
"Unbounce",
"Framer",
"Instapage",
"Personyze",
"Clay",
"Uberflip",
"GA4",
"GTM",
"Meta Pixel",
"LinkedIn Pixel",
"Personalization",
"CRO"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Web Developer",
"id": 25,
"rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: Web Developer",
"role_archetype": null,
"slug": "web-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "WordPress",
"tag": "new"
},
{
"skill": "Webflow",
"tag": "new"
},
{
"skill": "Zoho",
"tag": "new"
},
{
"skill": "HubSpot",
"tag": "new"
},
{
"skill": "AI",
"tag": "in_db"
},
{
"skill": "Unbounce",
"tag": "new"
},
{
"skill": "Framer",
"tag": "new"
},
{
"skill": "Instapage",
"tag": "new"
},
{
"skill": "Personyze",
"tag": "new"
},
{
"skill": "Clay",
"tag": "new"
},
{
"skill": "Uberflip",
"tag": "new"
},
{
"skill": "GA4",
"tag": "new"
},
{
"skill": "GTM",
"tag": "new"
},
{
"skill": "Meta Pixel",
"tag": "new"
},
{
"skill": "LinkedIn Pixel",
"tag": "new"
},
{
"skill": "A/B testing",
"tag": "in_db"
},
{
"skill": "Personalization",
"tag": "new"
},
{
"skill": "CRO",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 25,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "AI",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 1347,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 25,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "A/B testing",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
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