Pipeline run
e8293a59-6ef2-4b2d-8572-94875559f410
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
Frontend Developer
→Angular Frontend Developer
sub-role · 0.95 CASE Aslug: frontend-engineer · id: 7 · source: db · sub-role slug: angular-frontend-developer
Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Angular Frontend Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Description for Angular and SCSS Developer: KloudPortal Technology Solutions Private limited offers a range of software solutions to clients worldwide. We take pride in creating solutions that are scalable, optimal and effective. Our team of 60+ engineers is diverse and welcoming. About the position: This job posting is for Angular and SCSS Developer for a Mid to Senior level position at client end. The position is for Work from Office option in Hyderabad location and we would prefer candidates who are flexible to work . Required Responsibilities :- • Develop and maintain sofware applications using Angular Technologies • Design, Code, test, debug, and document software solutions • Work indepently with minimal supervision • Troubleshoot and resolve sofware defects and issues • Implement best practices for software developmentand ensure code quality • Participate in code reviews to provide feedback and improve overall codebase • stay up-to-date with emerging technologies and industry trends. Required Qualifications: • Bachelor's degree in computer science or related field • Proven experience in software development • Strong experience in Angular, RXJS, NgRx, and SCSS. • Strong experience in Angular material • Angular 12 and above experience • Strong knowledge of software development principles and methodologies. • Excellent problem - Solving and analytical skills • strong communication and collaboration abilities • Ability to work independently as well as in a team environment. • Exposure to E-stamp, Digital documents and Nesl API intergration. If you feel you are the right person for this position please CLICK APPLY
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
- Angular (CANONICAL) primary
- Angular 1 (VERSION)
- Angular 1.x (VERSION)
- Angular 10 (VERSION)
- Angular 11 (VERSION)
- Angular 12 (VERSION)
- Angular 13 (VERSION)
- Angular 14 (VERSION)
- Angular 15 (VERSION)
- Angular 16 (VERSION)
- Angular 17 (VERSION)
- Angular 2 (VERSION)
- Angular 2+ (VERSION)
- Angular 4 (VERSION)
- Angular 5 (VERSION)
- Angular 6 (VERSION)
- Angular 7 (VERSION)
- Angular 8 (VERSION)
- Angular 9 (VERSION)
- AngularJS (VERSION)
- angular 1 (VERSION)
- angular 1.x (VERSION)
- angular 10 (VERSION)
- angular 11 (VERSION)
- angular 12 (VERSION)
- angular 13 (VERSION)
- angular 14 (VERSION)
- angular 15 (VERSION)
- angular 16 (VERSION)
- angular 17 (VERSION)
- angular 18 (VERSION)
- angular 19 (VERSION)
- angular 2 (VERSION)
- angular 2+ (VERSION)
- angular 2.x (VERSION)
- angular 3 (VERSION)
- angular 4 (VERSION)
- angular 5 (VERSION)
- angular 6 (VERSION)
- angular 7 (VERSION)
- angular 8 (VERSION)
- angular 9 (VERSION)
- angular17 (VERSION)
- angular2 (VERSION)
- angularjs (VERSION)
- angularjs 1.x (VERSION)
- ng (VERSION)
- ng1 (VERSION)
- ng2 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Frontend Framework
- Vendor
- License
- mit
- Year introduced
- 2010
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 2+
Maturity reasoning: Angular remains widely listed in frontend job descriptions and enterprise stacks; Google continues maintaining Angular, and it is a common hiring-pipeline skill alongside React/Vue rather than a sunset technology.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 1072
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Angular Component Model and Templates Catalog dimension db id 303
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
-
Application Frameworks & Libraries Catalog dimension db id 451
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- SCSS (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Stylesheet Language
- Vendor
- Hasslein Studios
- License
- mit
- Year introduced
- 2010
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SCSS is widely listed in front-end job descriptions and remains a common Sass syntax in production stacks; it’s not sunset and is still supported by the Sass ecosystem.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 486
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CSS Architecture and Styling Catalog dimension db id 117
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
Styling and Responsive Layout Catalog dimension db id 307
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CSS Architecture and Styling
css-architecture-and-styling
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Styling and Responsive Layout
styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- RxJS (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- Reactive Programming Library
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2015
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: RxJS appears in many Angular/TypeScript job descriptions and remains a standard reactive library in frontend stacks; no vendor sunset or clear replacement has displaced it.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 2013
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
RxJS and Reactive Programming Catalog dimension db id 306
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
-
State Management Patterns Catalog dimension db id 116
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Flutter Developer, Frontend Developer, Ionic Developer, React Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
RxJS and Reactive Programming
rxjs-and-reactive-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
State Management Patterns
state-management-patterns
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- NgRx (CANONICAL) primary
- ngrx 17 (VERSION)
- ngrx v17 (VERSION)
- ngrx17 (VERSION)
- ngrx@17 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- State Management Library
- Vendor
- NgRx Team
- License
- mit
- Year introduced
- 2016
- Confidence
- 0.96
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 17
Maturity reasoning: NgRx appears in many Angular job descriptions and is a common enterprise state-management choice; its GitHub ecosystem remains active, indicating broad adoption rather than niche use.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 490
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
State Management Patterns Catalog dimension db id 116
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Flutter Developer, Frontend Developer, Ionic Developer, React Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
State Management Patterns
state-management-patterns
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Angular Material (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Ui Component Framework
- Vendor
- License
- apache_2
- Year introduced
- 2014
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Commonly listed in Angular front-end job descriptions and widely used in enterprise apps; Angular’s official Material component library remains actively maintained, with no vendor sunset signal.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 340
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Angular Material and UI Kits Catalog dimension db id 308
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Angular Material and UI Kits
angular-material-and-ui-kits
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- API (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Application Programming Interface
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: APIs are a core requirement in most software engineering JDs and underpin common integrations across cloud, mobile, and web stacks; major vendors like AWS, Stripe, and Google Cloud center products on API-first usage.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1174
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Integration and Data Fetching Catalog dimension db id 127
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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 |
|---|---|---|---|---|---|---|
| Angular | in_db |
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Angular | in_db |
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Angular | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| SCSS | in_db |
CSS Architecture and Styling
css-architecture-and-styling
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| SCSS | in_db |
Styling and Responsive Layout
styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| RxJS | in_db |
RxJS and Reactive Programming
rxjs-and-reactive-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| RxJS | in_db |
State Management Patterns
state-management-patterns
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| NgRx | in_db |
State Management Patterns
state-management-patterns
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Angular Material | in_db |
Angular Material and UI Kits
angular-material-and-ui-kits
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| API | in_db |
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "KloudPortal Technology Solutions Private",
"last_5_words": "diverse and welcoming."
},
"text": "KloudPortal Technology Solutions Private limited offers a range of software solutions to clients worldwide. We take pride in creating solutions that are scalable, optimal and effective. Our team of 60+ engineers is diverse and welcoming.",
"word_count": 36
},
"certifications": [],
"company_name": "KloudPortal Technology Solutions Private limited",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Bachelor\u0027s degree in computer science or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": "Proven experience in software development"
},
"job_locations": [
{
"aliases": [
"Hyderabad, AP"
],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Angular and SCSS Developer",
"role_aliases": [
"Angular Developer",
"Frontend Developer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Required Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop and maintain sofware",
"last_5_words": "emerging technologies and industry trends."
},
"text": "\u2022 Develop and maintain sofware applications using Angular Technologies\n\u2022 Design, Code, test, debug, and document software solutions\n\u2022 Work indepently with minimal supervision\n\u2022 Troubleshoot and resolve sofware defects and issues\n\u2022 Implement best practices for software developmentand ensure code quality\n\u2022 Participate in code reviews to provide feedback and improve overall codebase\n\u2022 stay up-to-date with emerging technologies and industry trends.",
"word_count": 66
},
{
"bullet_count": 9,
"heading": "Required Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Proven experience in software",
"last_5_words": "and Nesl API intergration."
},
"text": "\u2022 Proven experience in software development\n\u2022 Strong experience in Angular, RXJS, NgRx, and SCSS.\n\u2022 Strong experience in Angular material\n\u2022 Angular 12 and above experience\n\u2022 Strong knowledge of software development principles and methodologies.\n\u2022 Excellent problem - Solving and analytical skills\n\u2022 strong communication and collaboration abilities\n\u2022 Ability to work independently as well as in a team environment.\n\u2022 Exposure to E-stamp, Digital documents and Nesl API intergration.",
"word_count": 85
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Angular"
},
{
"is_primary": true,
"skill_name": "SCSS"
},
{
"is_primary": true,
"skill_name": "RxJS"
},
{
"is_primary": true,
"skill_name": "NgRx"
},
{
"is_primary": true,
"skill_name": "Angular Material"
},
{
"is_primary": false,
"skill_name": "API"
}
],
"jd_role": {
"display_name": "Angular and SCSS Developer",
"rationale": null,
"role_aliases": [
"Angular Developer",
"Frontend Developer",
"Software Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "KloudPortal Technology Solutions Private",
"last_5_words": "diverse and welcoming."
},
"text": "KloudPortal Technology Solutions Private limited offers a range of software solutions to clients worldwide. We take pride in creating solutions that are scalable, optimal and effective. Our team of 60+ engineers is diverse and welcoming.",
"word_count": 36
},
"certifications": [],
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"ctc": null,
"domain": {
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"aliases": [
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],
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},
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}
],
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"job_locations": [
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}
],
"role": "Angular and SCSS Developer",
"role_aliases": [
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],
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"roles_and_responsibilities": [
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"heading_was_present": true,
"source_marker": {
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"last_5_words": "emerging technologies and industry trends."
},
"text": "\u2022 Develop and maintain sofware applications using Angular Technologies\n\u2022 Design, Code, test, debug, and document software solutions\n\u2022 Work indepently with minimal supervision\n\u2022 Troubleshoot and resolve sofware defects and issues\n\u2022 Implement best practices for software developmentand ensure code quality\n\u2022 Participate in code reviews to provide feedback and improve overall codebase\n\u2022 stay up-to-date with emerging technologies and industry trends.",
"word_count": 66
},
{
"bullet_count": 9,
"heading": "Required Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Proven experience in software",
"last_5_words": "and Nesl API intergration."
},
"text": "\u2022 Proven experience in software development\n\u2022 Strong experience in Angular, RXJS, NgRx, and SCSS.\n\u2022 Strong experience in Angular material\n\u2022 Angular 12 and above experience\n\u2022 Strong knowledge of software development principles and methodologies.\n\u2022 Excellent problem - Solving and analytical skills\n\u2022 strong communication and collaboration abilities\n\u2022 Ability to work independently as well as in a team environment.\n\u2022 Exposure to E-stamp, Digital documents and Nesl API intergration.",
"word_count": 85
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "e8293a59-6ef2-4b2d-8572-94875559f410",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Angular Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 1.0,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
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"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
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"total_count": null
},
{
"display_name": "Web Developer",
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"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Implement best practices for software developmentand ensure code quality",
"similarity": 0.7021
},
{
"kra_text": "maintain code quality",
"sentence": "Participate in code reviews to provide feedback and improve overall codebase",
"similarity": 0.5984
},
{
"kra_text": "fix cross-device defects",
"sentence": "Troubleshoot and resolve sofware defects and issues",
"similarity": 0.5304
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.6103,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Participate in code reviews to provide feedback and improve overall codebase",
"similarity": 0.6098
},
{
"kra_text": "Angular component development",
"sentence": "Develop and maintain sofware applications using Angular Technologies",
"similarity": 0.5928
},
{
"kra_text": "defect diagnosis and fixes",
"sentence": "Troubleshoot and resolve sofware defects and issues",
"similarity": 0.5642
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5889,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Participate in code reviews to provide feedback and improve overall codebase",
"similarity": 0.6079
},
{
"kra_text": "defect investigation and resolution",
"sentence": "Troubleshoot and resolve sofware defects and issues",
"similarity": 0.5952
},
{
"kra_text": "code review and testing support",
"sentence": "Implement best practices for software developmentand ensure code quality",
"similarity": 0.5174
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.5735,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Participate in code reviews to provide feedback and improve overall codebase",
"similarity": 0.6098
},
{
"kra_text": "defect diagnosis and performance tuning",
"sentence": "Troubleshoot and resolve sofware defects and issues",
"similarity": 0.5523
},
{
"kra_text": "code review and refactoring",
"sentence": "Implement best practices for software developmentand ensure code quality",
"similarity": 0.5432
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 82,
"score": 0.5684,
"slug": "node-backend-developer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "defect investigation and resolution",
"sentence": "Troubleshoot and resolve sofware defects and issues",
"similarity": 0.5952
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Participate in code reviews to provide feedback and improve overall codebase",
"similarity": 0.5779
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Implement best practices for software developmentand ensure code quality",
"similarity": 0.501
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.558,
"slug": "dotnet-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Angular Frontend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"Angular",
"Angular Material",
"NgRx",
"RxJS",
"SCSS"
],
"role_id": 90,
"score": 1.0,
"slug": "angular-frontend-developer",
"total_count": 5
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Angular",
"NgRx",
"RxJS",
"SCSS"
],
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}
API 2 — extract-details
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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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},
{
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{
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},
{
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},
{
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},
{
"alias_text": "angular 3",
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"match_strategy": "CASE_INSENSITIVE"
},
{
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},
{
"alias_text": "angular 5",
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},
{
"alias_text": "angular 6",
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"is_primary": false,
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},
{
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},
{
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},
{
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "angular17",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "angular2",
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},
{
"alias_text": "angularjs",
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},
{
"alias_text": "ng",
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"id": 2088,
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ng1",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ng2",
"alias_type": "VERSION",
"id": 3203,
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}
],
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},
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}
]
},
{
"dimension": {
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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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},
{
"display_name": "Hybrid Mobile Developer",
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"slug": "hybrid-mobile-developer",
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},
{
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},
{
"display_name": "Web Developer",
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"role_archetype": null,
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}
]
}
],
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},
{
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{
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}
],
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},
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{
"dimension": {
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"display_name": "CSS Architecture and Styling",
"id": 117,
"rationale": "Styling systems and layout techniques used to create responsive, maintainable visual presentation in the browser. Frontend engineers need this to translate design intent into consistent interfaces.",
"slug": "css-architecture-and-styling",
"source": "db"
},
"input_skill": "SCSS",
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"roles_from_db": [
{
"display_name": "Frontend Developer",
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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",
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},
{
"display_name": "React Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "Svelte Frontend Developer",
"id": 92,
"rationale": null,
"role_archetype": "Engineering",
"slug": "svelte-frontend-developer",
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},
{
"display_name": "Vue Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
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}
]
},
{
"dimension": {
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"display_name": "Styling and Responsive Layout",
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"slug": "styling-and-responsive-layout",
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},
"input_skill": "SCSS",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
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}
]
}
],
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},
{
"aliases_in_db": [
{
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}
],
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},
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{
"dimension": {
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},
"input_skill": "RxJS",
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{
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}
]
},
{
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},
"input_skill": "RxJS",
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{
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},
{
"display_name": "Flutter Developer",
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},
{
"display_name": "Frontend Developer",
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"role_archetype": null,
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"source": "db"
},
{
"display_name": "Ionic Developer",
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"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
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},
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
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"slug": "react-frontend-developer",
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}
]
}
],
"input_skill": "RxJS",
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"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": "NgRx",
"alias_type": "CANONICAL",
"id": 4055,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ngrx 17",
"alias_type": "VERSION",
"id": 5012,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ngrx v17",
"alias_type": "VERSION",
"id": 5014,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ngrx17",
"alias_type": "VERSION",
"id": 5011,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "ngrx@17",
"alias_type": "VERSION",
"id": 5013,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"id": 2634,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LIBRARY",
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"sub_category_id": 490,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "State Management Patterns",
"id": 116,
"rationale": "Client-side state organization for forms, UI interactions, cached data, and cross-component coordination. This cluster is coherent because frontend work often hinges on predictable state transitions and data flow.",
"slug": "state-management-patterns",
"source": "db"
},
"input_skill": "NgRx",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
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},
{
"display_name": "Flutter Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
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},
{
"display_name": "Frontend Developer",
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"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
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},
{
"display_name": "Ionic Developer",
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"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
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}
]
}
],
"input_skill": "NgRx",
"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": "Angular Material",
"alias_type": "CANONICAL",
"id": 4088,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"display_name": "Angular Material",
"id": 2667,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "angular-material",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"display_name": "Angular Material and UI Kits",
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"rationale": "Reusable UI component libraries and design-system implementations used to accelerate Angular feature delivery. This cluster is coherent because Angular developers often assemble screens from standardized controls and patterns.",
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"source": "db"
},
"input_skill": "Angular Material",
"llm_role": null,
"roles_from_db": [
{
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}
]
}
],
"input_skill": "Angular Material",
"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": "API",
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"id": 2514,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 2,
"display_name": "API",
"id": 1568,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "API Integration and Data Fetching",
"id": 127,
"rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
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},
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{
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},
{
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},
{
"display_name": "Fullstack Developer",
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"slug": "full-stack-engineer",
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},
{
"display_name": "React Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
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},
{
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},
{
"display_name": "Vue Frontend Developer",
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},
{
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}
]
}
],
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}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Angular",
"tag": "in_db"
},
{
"skill": "SCSS",
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},
{
"skill": "RxJS",
"tag": "in_db"
},
{
"skill": "NgRx",
"tag": "in_db"
},
{
"skill": "Angular Material",
"tag": "in_db"
},
{
"skill": "API",
"tag": "in_db"
}
],
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"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
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{
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},
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
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{
"display_name": "Angular Frontend Developer",
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}
],
"skill_dimension_saved": true,
"skill_id": 612,
"skill_tag": "in_db",
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},
{
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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.