Pipeline run
f902dbca-b1f0-405e-9428-ae3496a7d540
Pipeline LLM cost (USD)
API 1: $0.0028
API 2: $0.0000
API 3: $0.0000
Total: $0.0028
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
role baseline loaded
sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work
· Frontend service integration
Build and maintain Laravel web apps, ship client-specific features with cross-functional teams, create/consume REST APIs, and handle code reviews, debugging, performance tuning, and ongoing support to keep systems reliable.
"Create and consume RESTful APIs for seamless integration with existing applications and external services."
Tech stack maturity
Modern Cloud Native
Web development roles today typically target modern browser apps and integrate with cloud-hosted services, even when AI is not a core part of the work.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.50 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (2)
Laravel
REST
Skill cluster (2 dimension groups, role-scoped)
API Interface and Contract Design
REST
Cross-cutting / unaligned
Laravel
Show KRA description ↓
• Develop, test, and maintain web-based applications using Laravel and other relevant technologies.
• Collaborate with cross-functional teams to define, design, and ship new features that meet client specifications.
• Ensure timely delivery of projects while maintaining high standards of code quality and performance.
• Create and consume RESTful APIs for seamless integration with existing applications and external services.
• Conduct code reviews, debug applications, and optimize performance to enhance user experience.
• Stay updated with emerging technologies and apply this knowledge to improve the application development process.
• Participate in continuous improvement initiatives to promote a culture of excellence and high ROI for clients.
• Provide ongoing support and enhancements in existing systems and platforms to ensure business continuity.
Signals
Skill
full-stack-engineer
1.00
Alias
backend-engineer
1.00
KRA
flutter-developer
0.60
Status:
completed
Created: 2026-05-27T15:56:05.868737Z
Updated: 2026-06-12T15:44:28.105165Z
API 3 duration: 12437 ms
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
Web Developer
CASE Aslug: web-developer · id: 25 · source: db
Multi-alias tie (4 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.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped
Job description
Company Overview NCode Technologies, Inc. is dedicated to delivering innovative digital IT solutions to SMEs and enterprises worldwide. We specialize in developing websites and mobile apps aligned with clients' visions. Our expertise spans numerous technologies including Laravel, Python, React Js, and more, enabling us to exceed customer expectations consistently. Our global reach and strategic B2B partnerships ensure we provide superior services with a focus on high-quality, on-budget, and timely solutions. Job Overview We are seeking a skilled Mid-Level Laravel Developer to join our team in Ahmedabad. As a full-time member, you will be integral to developing world-class web applications. You will work in a dynamic environment focused on providing clients with high-quality solutions. The ideal candidate will leverage their expertise in Laravel and related technologies to deliver exceptional projects for our diverse clientele. Qualifications and Skills • Proficiency in Laravel and PHP is essential, as you will be developing and maintaining robust web applications. (Mandatory skill) • Extensive experience with Composer for dependency management is required. (Mandatory skill) • Strong understanding of MySQL to design efficient databases and perform complex queries in applications. • Experience with REST APIs, enabling seamless integration with different systems and enhancing application functionality. • Familiarity with Vue.js for creating interactive web application interfaces and improving user experience. • Proficient in API Integration, facilitating communication between different application components or third-party services. • Competency with JavaScript to add functionality and provide an engaging user interface across platforms. • Demonstrable problem-solving skills with the ability to adapt to new challenges and quickly prototype solutions. Roles and Responsibilities • Develop, test, and maintain web-based applications using Laravel and other relevant technologies. • Collaborate with cross-functional teams to define, design, and ship new features that meet client specifications. • Ensure timely delivery of projects while maintaining high standards of code quality and performance. • Create and consume RESTful APIs for seamless integration with existing applications and external services. • Conduct code reviews, debug applications, and optimize performance to enhance user experience. • Stay updated with emerging technologies and apply this knowledge to improve the application development process. • Participate in continuous improvement initiatives to promote a culture of excellence and high ROI for clients. • Provide ongoing support and enhancements in existing systems and platforms to ensure business continuity.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Laravel
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Laravel
id=3798
· laravel
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)
API Resources
Artisan
Blade
Composer
Eloquent
Laravel Mix
MVC
Middleware
Queues
RESTful
Routing
Service Providers
Testing
Tinker
Validation
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) |
REST
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: REST
id=11
· rest
Aliases — catalog
- REST (CANONICAL) primary
Context tags (catalog)
API
API design
API versioning
CRUD
DELETE
GET
HATEOAS
HTTP
JSON
OAuth
OAuth2
OpenAPI
POST
PUT
Postman
RESTful
Swagger
URI
Webhooks
XML
authentication
client-server
content negotiation
endpoint
endpoints
middleware
resource
resource-oriented
serialization
stateless
status codes
versioning
web services
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Api Architecture Style
- Year introduced
- 2000
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2122
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Design and Contracts Catalog dimension db id 3
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Standards, Protocols & Compliance Catalog dimension db id 452
Library dimension (catalog)
Roles linked in library: Engineering Manager, Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Standards, Protocols & Compliance
standards-protocols-compliance
|
✓ | — | 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) | |
| REST | in_db |
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Standards, Protocols & Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleMid-Level Laravel Developer
CompanyNCode Technologies, Inc.
DomainIT Services & Consulting
Location
Ahmedabad, India
(onsite)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
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"last_5_words": "on high-quality, on-budget, and timely solutions."
},
"text": "NCode Technologies, Inc. is dedicated to delivering innovative digital IT solutions to SMEs and enterprises worldwide. We specialize in developing websites and mobile apps aligned with clients\u0027 visions. Our expertise spans numerous technologies including Laravel, Python, React Js, and more, enabling us to exceed customer expectations consistently. Our global reach and strategic B2B partnerships ensure we provide superior services with a focus on high-quality, on-budget, and timely solutions.",
"word_count": 64
},
"certifications": [],
"company_name": "NCode Technologies, Inc.",
"ctc": null,
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"experience": {
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"raw": null
},
"job_locations": [
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"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Mid-Level Laravel Developer",
"role_aliases": [
"Laravel Developer",
"PHP Developer",
"Web Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop, test, and maintain",
"last_5_words": "ensure business continuity."
},
"text": "\u2022 Develop, test, and maintain web-based applications using Laravel and other relevant technologies.\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features that meet client specifications.\n\u2022 Ensure timely delivery of projects while maintaining high standards of code quality and performance.\n\u2022 Create and consume RESTful APIs for seamless integration with existing applications and external services.\n\u2022 Conduct code reviews, debug applications, and optimize performance to enhance user experience.\n\u2022 Stay updated with emerging technologies and apply this knowledge to improve the application development process.\n\u2022 Participate in continuous improvement initiatives to promote a culture of excellence and high ROI for clients.\n\u2022 Provide ongoing support and enhancements in existing systems and platforms to ensure business continuity.",
"word_count": 104
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Laravel"
},
{
"is_primary": true,
"skill_name": "REST"
}
],
"jd_role": {
"display_name": "Mid-Level Laravel Developer",
"rationale": null,
"role_aliases": [
"Laravel Developer",
"PHP Developer",
"Web Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "NCode Technologies, Inc. is dedicated",
"last_5_words": "on high-quality, on-budget, and timely solutions."
},
"text": "NCode Technologies, Inc. is dedicated to delivering innovative digital IT solutions to SMEs and enterprises worldwide. We specialize in developing websites and mobile apps aligned with clients\u0027 visions. Our expertise spans numerous technologies including Laravel, Python, React Js, and more, enabling us to exceed customer expectations consistently. Our global reach and strategic B2B partnerships ensure we provide superior services with a focus on high-quality, on-budget, and timely solutions.",
"word_count": 64
},
"certifications": [],
"company_name": "NCode Technologies, Inc.",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
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"raw": null
},
"job_locations": [
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"city": "Ahmedabad",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Mid-Level Laravel Developer",
"role_aliases": [
"Laravel Developer",
"PHP Developer",
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],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop, test, and maintain",
"last_5_words": "ensure business continuity."
},
"text": "\u2022 Develop, test, and maintain web-based applications using Laravel and other relevant technologies.\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features that meet client specifications.\n\u2022 Ensure timely delivery of projects while maintaining high standards of code quality and performance.\n\u2022 Create and consume RESTful APIs for seamless integration with existing applications and external services.\n\u2022 Conduct code reviews, debug applications, and optimize performance to enhance user experience.\n\u2022 Stay updated with emerging technologies and apply this knowledge to improve the application development process.\n\u2022 Participate in continuous improvement initiatives to promote a culture of excellence and high ROI for clients.\n\u2022 Provide ongoing support and enhancements in existing systems and platforms to ensure business continuity.",
"word_count": 104
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "f902dbca-b1f0-405e-9428-ae3496a7d540",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "PHP Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 86,
"score": 1.0,
"slug": "php-backend-developer",
"total_count": null
},
{
"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
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with cross-functional teams to define, design, and ship new features that meet client specifications.",
"similarity": 0.7056
},
{
"kra_text": "integrate external APIs and data sources",
"sentence": "Create and consume RESTful APIs for seamless integration with existing applications and external services.",
"similarity": 0.6104
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Conduct code reviews, debug applications, and optimize performance to enhance user experience.",
"similarity": 0.4926
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.6029,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
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"sentence": "Ensure timely delivery of projects while maintaining high standards of code quality and performance.",
"similarity": 0.6468
},
{
"kra_text": "integrate backend APIs",
"sentence": "Create and consume RESTful APIs for seamless integration with existing applications and external services.",
"similarity": 0.5698
},
{
"kra_text": "maintain code quality",
"sentence": "Conduct code reviews, debug applications, and optimize performance to enhance user experience.",
"similarity": 0.5332
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5832,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
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"sentence": "Collaborate with cross-functional teams to define, design, and ship new features that meet client specifications.",
"similarity": 0.5817
},
{
"kra_text": "code review and refactoring",
"sentence": "Conduct code reviews, debug applications, and optimize performance to enhance user experience.",
"similarity": 0.5785
},
{
"kra_text": "backend endpoint integration",
"sentence": "Create and consume RESTful APIs for seamless integration with existing applications and external services.",
"similarity": 0.4976
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5526,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
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"sentence": "Collaborate with cross-functional teams to define, design, and ship new features that meet client specifications.",
"similarity": 0.5375
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Stay updated with emerging technologies and apply this knowledge to improve the application development process.",
"similarity": 0.5233
},
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "Provide ongoing support and enhancements in existing systems and platforms to ensure business continuity.",
"similarity": 0.5187
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5265,
"slug": "devops-engineer",
"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": "Collaborate with cross-functional teams to define, design, and ship new features that meet client specifications.",
"similarity": 0.6364
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Ensure timely delivery of projects while maintaining high standards of code quality and performance.",
"similarity": 0.4738
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Conduct code reviews, debug applications, and optimize performance to enhance user experience.",
"similarity": 0.4655
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5252,
"slug": "full-stack-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Laravel",
"REST"
],
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": 2
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Laravel",
"REST"
],
"role_id": 82,
"score": 1.0,
"slug": "node-backend-developer",
"total_count": 2
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Laravel",
"REST"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 2
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Laravel",
"REST"
],
"role_id": 80,
"score": 1.0,
"slug": "python-backend-developer",
"total_count": 2
},
{
"display_name": "PHP Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Laravel",
"REST"
],
"role_id": 86,
"score": 1.0,
"slug": "php-backend-developer",
"total_count": 2
}
]
},
"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 (4 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": 5429,
"existing_alias_text": "Laravel",
"input_term": "Laravel",
"matched_canonical": {
"category_id": 5,
"display_name": "Laravel",
"id": 3798,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "laravel",
"sub_category_id": 35,
"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": 106,
"existing_alias_text": "REST",
"input_term": "REST",
"matched_canonical": {
"category_id": 2,
"display_name": "REST",
"id": 11,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "rest",
"sub_category_id": 2122,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"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": 15,
"rationale": null,
"role_archetype": null,
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},
{
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"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
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"role_archetype": "Engineering",
"slug": "java-backend-developer",
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},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
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"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"
},
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
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},
{
"display_name": "Pega Developer",
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"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
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},
{
"display_name": "Engineering Manager",
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"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
{
"display_name": "Sitecore Dev",
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"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
],
"chosen_role": {
"display_name": "Web Developer",
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"rationale": "Multi-alias tie (4 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": "Web Application Frameworks",
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"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",
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},
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{
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},
{
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"slug": "full-stack-engineer",
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},
{
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},
{
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"role_archetype": "Engineering",
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},
{
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},
{
"display_name": "PHP Backend Developer",
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"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"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Design and Contracts",
"id": 3,
"rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
"slug": "api-design-and-contracts",
"source": "db"
},
"input_skill": "REST",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Backend Developer",
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"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",
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},
{
"display_name": "Fullstack Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
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},
{
"display_name": "Fullstack Developer",
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"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Interface and Contract Design",
"id": 289,
"rationale": "Designing backend service interfaces and contracts that other systems consume, including endpoint and operation shape, request/response payloads, schema and validation, pagination, filtering, idempotency, versioning, status codes, and backward compatibility across REST, GraphQL, gRPC, and OpenAPI-based APIs.",
"slug": "api-interface-and-contract-design",
"source": "db"
},
"input_skill": "REST",
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"roles_from_db": [
{
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"rationale": null,
"role_archetype": "Engineering",
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},
{
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"role_archetype": "Engineering",
"slug": "go-backend-developer",
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},
{
"display_name": "Kotlin Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
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},
{
"display_name": "Node.js Backend Developer",
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"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"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Integration Protocols \u0026 Standards",
"id": 271,
"rationale": "Standards and protocols for integrating Pega applications.",
"slug": "integration-protocols-standards",
"source": "db"
},
"input_skill": "REST",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Standards, Protocols \u0026 Compliance",
"id": 452,
"rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
"slug": "standards-protocols-compliance",
"source": "db"
},
"input_skill": "REST",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
}
],
"input_final_skills": [
"Laravel",
"REST"
],
"input_llm_skills": [
"Laravel",
"REST"
],
"new_aliases_persisted": 0,
"run_id": "f902dbca-b1f0-405e-9428-ae3496a7d540",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Laravel",
"alias_type": "CANONICAL",
"id": 5429,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Laravel 10",
"alias_type": "VERSION",
"id": 5442,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Laravel 11",
"alias_type": "VERSION",
"id": 5443,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Laravel 4",
"alias_type": "VERSION",
"id": 5430,
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},
{
"alias_text": "Laravel 5",
"alias_type": "VERSION",
"id": 5431,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Laravel 6",
"alias_type": "VERSION",
"id": 5432,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Laravel 7",
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"id": 5433,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Laravel 8",
"alias_type": "VERSION",
"id": 5434,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Laravel 9",
"alias_type": "VERSION",
"id": 5435,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "laravel 10",
"alias_type": "VERSION",
"id": 5444,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "laravel 11",
"alias_type": "VERSION",
"id": 5445,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "laravel 4",
"alias_type": "VERSION",
"id": 5436,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "laravel 5",
"alias_type": "VERSION",
"id": 5437,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "laravel 6",
"alias_type": "VERSION",
"id": 5438,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "laravel 7",
"alias_type": "VERSION",
"id": 5439,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "laravel 8",
"alias_type": "VERSION",
"id": 5440,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "laravel 9",
"alias_type": "VERSION",
"id": 5441,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"display_name": "Laravel",
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"is_also_category": false,
"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"display_name": "Web Application Frameworks",
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},
"input_skill": "Laravel",
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{
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},
{
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},
{
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},
{
"display_name": "Java Backend Developer",
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"role_archetype": "Engineering",
"slug": "java-backend-developer",
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},
{
"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
},
{
"aliases_in_db": [
{
"alias_text": "REST",
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"id": 106,
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"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_extractable": true,
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{
"dimension": {
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},
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{
"display_name": "Backend Developer",
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},
{
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"role_archetype": "Engineering",
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"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
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}
]
},
{
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},
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{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-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"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Integration Protocols \u0026 Standards",
"id": 271,
"rationale": "Standards and protocols for integrating Pega applications.",
"slug": "integration-protocols-standards",
"source": "db"
},
"input_skill": "REST",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Standards, Protocols \u0026 Compliance",
"id": 452,
"rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
"slug": "standards-protocols-compliance",
"source": "db"
},
"input_skill": "REST",
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"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
}
],
"input_skill": "REST",
"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": "Multi-alias tie (4 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": "Laravel",
"tag": "in_db"
},
{
"skill": "REST",
"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": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"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"
}
],
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LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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