Pipeline run
28e22230-10d0-45e1-bd24-3b7afca3d6dc
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
• Designing and building web applications using Laravel. • Troubleshooting issues in the implementation and debug builds. • Working with front-end and back-end developers on projects. • Testing functi…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Web Developer
domain · Software Engineering CASE DOMAINslug: web-developer · id: 25 · source: db
Domain=Software Engineering; The JD is centered on building, maintaining, testing, and presenting Laravel-based web applications, which best matches a Web Developer role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
The ideal candidate will be responsible for delivering a good, reliable and logical code for the given module. An initial training will be provided for less/no experience candidate Responsibilities • Designing and building web applications using Laravel. • Troubleshooting issues in the implementation and debug builds. • Working with front-end and back-end developers on projects. • Testing functionality for users and the backend. • Ensuring that integrations run smoothly. • Scaling projects based on client feedback. • Recording and reporting on work done in Laravel. • Maintaining web-based applications. • Presenting work in meetings with clients and management. Qualifications • Any Bachelor's/Master's degree in any field • Candidates with CS background will be appreciated • Good analytical skills • Understanding of his/her area of expertise
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- Laravel (CANONICAL) primary
- Laravel 10 (VERSION)
- Laravel 11 (VERSION)
- Laravel 4 (VERSION)
- Laravel 5 (VERSION)
- Laravel 6 (VERSION)
- Laravel 7 (VERSION)
- Laravel 8 (VERSION)
- Laravel 9 (VERSION)
- laravel 10 (VERSION)
- laravel 11 (VERSION)
- laravel 4 (VERSION)
- laravel 5 (VERSION)
- laravel 6 (VERSION)
- laravel 7 (VERSION)
- laravel 8 (VERSION)
- laravel 9 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Web Framework
- Vendor
- Taylor Otwell
- License
- mit
- Year introduced
- 2011
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 11
Maturity reasoning: Laravel appears in many web developer job postings and has strong GitHub activity; it remains a common PHP framework in hiring pipelines, not a niche or sunset technology.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 35
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Web Application Frameworks Catalog dimension db id 2
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer, Java Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Web Application Frameworks
web-application-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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 |
|---|---|---|---|---|---|---|
| Laravel | in_db |
Web Application Frameworks
web-application-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
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": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC/BA/BCOM - Any Discipline",
"raw": "Any Bachelor\u0027s/Master\u0027s degree in any field",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Designing and building web",
"last_5_words": "clients and management."
},
"text": "\u2022 Designing and building web applications using Laravel.\n\u2022 Troubleshooting issues in the implementation and debug builds.\n\u2022 Working with front-end and back-end developers on projects.\n\u2022 Testing functionality for users and the backend.\n\u2022 Ensuring that integrations run smoothly.\n\u2022 Scaling projects based on client feedback.\n\u2022 Recording and reporting on work done in Laravel.\n\u2022 Maintaining web-based applications.\n\u2022 Presenting work in meetings with clients and management.",
"word_count": 90
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Laravel"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC/BA/BCOM - Any Discipline",
"raw": "Any Bachelor\u0027s/Master\u0027s degree in any field",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 9,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Designing and building web",
"last_5_words": "clients and management."
},
"text": "\u2022 Designing and building web applications using Laravel.\n\u2022 Troubleshooting issues in the implementation and debug builds.\n\u2022 Working with front-end and back-end developers on projects.\n\u2022 Testing functionality for users and the backend.\n\u2022 Ensuring that integrations run smoothly.\n\u2022 Scaling projects based on client feedback.\n\u2022 Recording and reporting on work done in Laravel.\n\u2022 Maintaining web-based applications.\n\u2022 Presenting work in meetings with clients and management.",
"word_count": 90
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "28e22230-10d0-45e1-bd24-3b7afca3d6dc",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
"kra_text": "Build service and external integrations",
"sentence": "Ensuring that integrations run smoothly.",
"similarity": 0.5343
},
{
"kra_text": "Design backend endpoints and request handling",
"sentence": "Working with front-end and back-end developers on projects.",
"similarity": 0.5333
},
{
"kra_text": "Write backend-focused automated checks",
"sentence": "Testing functionality for users and the backend.",
"similarity": 0.504
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.5239,
"slug": "python-backend-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Working with front-end and back-end developers on projects.",
"similarity": 0.5591
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Troubleshooting issues in the implementation and debug builds.",
"similarity": 0.5074
},
{
"kra_text": "Writes application logic across the presentation layer, service layer, and data access layer of web applications following MVC or clean architecture patterns.",
"sentence": "Designing and building web applications using Laravel.",
"similarity": 0.4691
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5119,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Working with front-end and back-end developers on projects.",
"similarity": 0.635
},
{
"kra_text": "integrate external APIs and data sources",
"sentence": "Ensuring that integrations run smoothly.",
"similarity": 0.463
},
{
"kra_text": "debug client defects",
"sentence": "Troubleshooting issues in the implementation and debug builds.",
"similarity": 0.4347
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5109,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Ruby Backend Developer",
"kra_matches": [
{
"kra_text": "automated backend checks",
"sentence": "Testing functionality for users and the backend.",
"similarity": 0.5434
},
{
"kra_text": "internal and external service integration",
"sentence": "Ensuring that integrations run smoothly.",
"similarity": 0.4922
},
{
"kra_text": "backend defect diagnosis and fixes",
"sentence": "Troubleshooting issues in the implementation and debug builds.",
"similarity": 0.4732
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 85,
"score": 0.5029,
"slug": "ruby-backend-developer",
"total_count": null
},
{
"display_name": "Scala Backend Developer",
"kra_matches": [
{
"kra_text": "automated backend checks",
"sentence": "Testing functionality for users and the backend.",
"similarity": 0.5434
},
{
"kra_text": "internal and external system integration",
"sentence": "Ensuring that integrations run smoothly.",
"similarity": 0.4818
},
{
"kra_text": "defect investigation and fixes",
"sentence": "Troubleshooting issues in the implementation and debug builds.",
"similarity": 0.4651
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 87,
"score": 0.4968,
"slug": "scala-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Laravel"
],
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": 1
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Laravel"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 1
},
{
"display_name": "Java Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Laravel"
],
"role_id": 79,
"score": 1.0,
"slug": "java-backend-developer",
"total_count": 1
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Laravel"
],
"role_id": 80,
"score": 1.0,
"slug": "python-backend-developer",
"total_count": 1
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Laravel"
],
"role_id": 82,
"score": 1.0,
"slug": "node-backend-developer",
"total_count": 1
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 0.98,
"slug": "web-developer",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Web Application Development",
"Full-Stack Collaboration",
"Application Testing and Debugging",
"Integration Reliability",
"Client-Facing Delivery",
"Application Maintenance"
],
"matched_kras": [
"Designing and building web applications using Laravel",
"Troubleshooting issues in the implementation and debug builds",
"Working with front-end and back-end developers on projects",
"Testing functionality for users and the backend",
"Ensuring that integrations run smoothly",
"Scaling projects based on client feedback",
"Maintaining web-based applications",
"Presenting work in meetings with clients and management"
],
"matched_skills": [
"Laravel",
"web applications",
"front-end",
"back-end",
"debug builds",
"testing functionality",
"integrations",
"client feedback",
"web-based applications"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD is centered on building, maintaining, testing, and presenting Laravel-based web applications, which best matches a Web Developer role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 39,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1481,
"r_and_r_preview": "\u2022 Designing and building web applications using Laravel.\n\u2022 Troubleshooting issues in the implementation and debug builds.\n\u2022 Working with front-end and back-end developers on projects.\n\u2022 Testing functi",
"role_display_name": "Web Developer",
"role_slug": "web-developer",
"status": "pending"
},
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": 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": 5429,
"existing_alias_text": "Laravel",
"input_term": "Laravel",
"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
}
],
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{
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{
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{
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},
{
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},
{
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},
{
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}
],
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"dimensions": [
{
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},
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{
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},
{
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{
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{
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},
{
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},
{
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}
]
}
],
"input_final_skills": [
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],
"input_llm_skills": [
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],
"new_aliases_persisted": 0,
"run_id": "28e22230-10d0-45e1-bd24-3b7afca3d6dc",
"skills_detail": [
{
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{
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{
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},
{
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},
{
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},
{
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{
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},
{
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},
{
"alias_text": "Laravel 8",
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},
{
"alias_text": "Laravel 9",
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},
{
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},
{
"alias_text": "laravel 11",
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},
{
"alias_text": "laravel 4",
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},
{
"alias_text": "laravel 5",
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},
{
"alias_text": "laravel 6",
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},
{
"alias_text": "laravel 7",
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},
{
"alias_text": "laravel 8",
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},
{
"alias_text": "laravel 9",
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}
],
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"slug": "laravel",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"display_name": "Web Application Frameworks",
"id": 2,
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"slug": "web-application-frameworks",
"source": "db"
},
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"llm_role": null,
"roles_from_db": [
{
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"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Laravel",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Web Developer",
"id": 25,
"rationale": "Domain=Software Engineering; The JD is centered on building, maintaining, testing, and presenting Laravel-based web applications, which best matches a Web Developer role.",
"role_archetype": null,
"slug": "web-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Laravel",
"tag": "in_db"
}
],
"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": "Web Application Frameworks",
"id": 2,
"rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
"slug": "web-application-frameworks",
"source": "db"
},
"dimension_id": 2,
"input_skill": "Laravel",
"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": [
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 3798,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "28e22230-10d0-45e1-bd24-3b7afca3d6dc"
}