Pipeline run
ab906eb6-74f5-4fc6-a27c-ddc12728e4cf
Pipeline LLM cost (USD)
API 1: $0.0037
API 2: $0.0000
API 3: $0.0000
Total: $0.0037
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded
sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· End-to-end feature delivery
Build and maintain .NET web app features in MVC/n-tier architecture, using C#, Angular, JS/jQuery/Ajax, SQL Server, and EF/LINQ to turn storyboards into reusable code, schemas, and tests while fixing performance and bug issues.
""Translate application storyboards and use cases into functional applications""
Tech stack maturity
Mainstream Legacy
The skill set centers on .NET MVC, jQuery, LINQ, Entity Framework, SQL Server, and unit testing, which is typical of established enterprise web applications rather than cloud-native or bleeding-edge stacks.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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 (19)
SQL Server
MVC
n-tier architecture
.NET
Angular
C#
object-oriented programming
Entity Framework
LINQ
JavaScript
jQuery
Ajax
Common Language Runtime
unit testing
automated testing
design patterns
concurrency patterns
reusable libraries
database schemas
Skill cluster (6 dimension groups, role-scoped)
Programming Languages
C#
JavaScript
Application Architecture and Code Organization
MVC
ORMs and Data Access Layers
Entity Framework
UI Frameworks and Rendering
Angular
Web UI & Integration Frameworks
jQuery
Cross-cutting / unaligned
SQL Server
n-tier architecture
.NET
object-oriented programming
LINQ
Ajax
Common Language Runtime
unit testing
automated testing
design patterns
concurrency patterns
reusable libraries
database schemas
Show KRA description ↓
Translate application storyboards and use cases into functional applications
Design, build, and maintain efficient, reusable, and reliable code
Integrate data storage solutions in SQL Server.
Ensure the best possible performance, quality, and responsiveness of applications
Identify bottlenecks and bugs, and devise solutions to mitigate and address these issues
Help maintain code quality, organization and automation.
Should have working knowledge of MVC and n-tier architecture so also strong knowledge of .NET web framework 4.0 and above.
Strong in Angular 7/8/9.
Proficient in C# with a good knowledge of their ecosystems.
Familiarity with the framework.
Strong understanding of object-oriented programming.
Skill for writing reusable libraries.
Familiar with various design and architectural patterns.
Knowledge of concurrency patterns.
Familiarity with Microsoft SQL Server.
Knack for writing clean, readable, and easily maintainable code.
Understanding of fundamental design principles for building a scalable application.
Experience creating database schemas that represent and support business processes.
Basic understanding of Common Language Runtime (CLR), its limitations, weaknesses, and workarounds.
Experience implementing automated and unit tests.
Familiar with Entity Framework and LINQ.
Strong knowledge of JavaScript, JQuery and Ajax.
Signals
Skill
dotnet-backend-developer
0.40
Alias
full-stack-engineer
1.00
KRA
react-native-developer
0.63
Status:
extract_from_jd_done
Created: 2026-05-27T13:43:42.829794Z
Updated: 2026-05-27T13:43:44.664884Z
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
No chosen role stored for this run.
Job description
We are seeking an entry level Full Stack Developer responsible for building .NET applications using Angular and SQL Server in n-tier layers. Your primary responsibility will be to design and develop these layers of our applications, and to coordinate with the rest of the team working on different layers of the infrastructure. A commitment to collaborative problem solving, sophisticated design, and quality product is essential. Experience: 0-2 years Responsibilities: Translate application storyboards and use cases into functional applications Design, build, and maintain efficient, reusable, and reliable code Integrate data storage solutions in SQL Server. Ensure the best possible performance, quality, and responsiveness of applications Identify bottlenecks and bugs, and devise solutions to mitigate and address these issues Help maintain code quality, organization and automation. Skills: Should have working knowledge of MVC and n-tier architecture so also strong knowledge of .NET web framework 4.0 and above. Strong in Angular 7/8/9. Proficient in C# with a good knowledge of their ecosystems. Familiarity with the framework. Strong understanding of object-oriented programming. Skill for writing reusable libraries. Familiar with various design and architectural patterns. Knowledge of concurrency patterns. Familiarity with Microsoft SQL Server. Knack for writing clean, readable, and easily maintainable code Understanding of fundamental design principles for building a scalable application Experience creating database schemas that represent and support business processes Basic understanding of Common Language Runtime (CLR), its limitations, weaknesses, and workarounds Experience implementing automated and unit tests Familiar with Entity Framework and LINQ. Strong knowledge of JavaScript, JQuery and Ajax.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
SQL Server
Primary
No API 2 row (run stopped after API 1 or history missing)
MVC
Primary
No API 2 row (run stopped after API 1 or history missing)
n-tier architecture
Primary
No API 2 row (run stopped after API 1 or history missing)
.NET
Primary
No API 2 row (run stopped after API 1 or history missing)
Angular
Primary
No API 2 row (run stopped after API 1 or history missing)
C#
Primary
No API 2 row (run stopped after API 1 or history missing)
object-oriented programming
Primary
No API 2 row (run stopped after API 1 or history missing)
Entity Framework
Primary
No API 2 row (run stopped after API 1 or history missing)
LINQ
Primary
No API 2 row (run stopped after API 1 or history missing)
JavaScript
Primary
No API 2 row (run stopped after API 1 or history missing)
jQuery
Primary
No API 2 row (run stopped after API 1 or history missing)
Ajax
Primary
No API 2 row (run stopped after API 1 or history missing)
Common Language Runtime
Primary
No API 2 row (run stopped after API 1 or history missing)
unit testing
Primary
No API 2 row (run stopped after API 1 or history missing)
automated testing
Primary
No API 2 row (run stopped after API 1 or history missing)
design patterns
Secondary
No API 2 row (run stopped after API 1 or history missing)
concurrency patterns
Secondary
No API 2 row (run stopped after API 1 or history missing)
reusable libraries
Secondary
No API 2 row (run stopped after API 1 or history missing)
database schemas
Secondary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleFull Stack Developer
Experience0-2 years
DomainSoftware & SaaS Products
JD type
pass
Show raw JSON
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"certifications": [],
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"domain": {
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},
"secondary": null
},
"education": [],
"experience": {
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"min": 0,
"raw": "0-2 years"
},
"job_locations": [],
"role": "Full Stack Developer",
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"source_marker": {
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},
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"word_count": 54
},
{
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"heading": "Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Should have working knowledge of",
"last_5_words": "JavaScript, JQuery and Ajax."
},
"text": "Should have working knowledge of MVC and n-tier architecture so also strong knowledge of .NET web framework 4.0 and above.\nStrong in Angular 7/8/9.\nProficient in C# with a good knowledge of their ecosystems.\nFamiliarity with the framework.\nStrong understanding of object-oriented programming.\nSkill for writing reusable libraries.\nFamiliar with various design and architectural patterns.\nKnowledge of concurrency patterns.\nFamiliarity with Microsoft SQL Server.\nKnack for writing clean, readable, and easily maintainable code.\nUnderstanding of fundamental design principles for building a scalable application.\nExperience creating database schemas that represent and support business processes.\nBasic understanding of Common Language Runtime (CLR), its limitations, weaknesses, and workarounds.\nExperience implementing automated and unit tests.\nFamiliar with Entity Framework and LINQ.\nStrong knowledge of JavaScript, JQuery and Ajax.",
"word_count": 174
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API 1 — extract-from-jd click to toggle
{
"final_skills": [
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},
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},
{
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"skill_name": "object-oriented programming"
},
{
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"skill_name": "Entity Framework"
},
{
"is_primary": true,
"skill_name": "LINQ"
},
{
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},
{
"is_primary": true,
"skill_name": "jQuery"
},
{
"is_primary": true,
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},
{
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"skill_name": "Common Language Runtime"
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},
{
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},
{
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},
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"word_count": 54
},
{
"bullet_count": 15,
"heading": "Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Should have working knowledge of",
"last_5_words": "JavaScript, JQuery and Ajax."
},
"text": "Should have working knowledge of MVC and n-tier architecture so also strong knowledge of .NET web framework 4.0 and above.\nStrong in Angular 7/8/9.\nProficient in C# with a good knowledge of their ecosystems.\nFamiliarity with the framework.\nStrong understanding of object-oriented programming.\nSkill for writing reusable libraries.\nFamiliar with various design and architectural patterns.\nKnowledge of concurrency patterns.\nFamiliarity with Microsoft SQL Server.\nKnack for writing clean, readable, and easily maintainable code.\nUnderstanding of fundamental design principles for building a scalable application.\nExperience creating database schemas that represent and support business processes.\nBasic understanding of Common Language Runtime (CLR), its limitations, weaknesses, and workarounds.\nExperience implementing automated and unit tests.\nFamiliar with Entity Framework and LINQ.\nStrong knowledge of JavaScript, JQuery and Ajax.",
"word_count": 174
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "ab906eb6-74f5-4fc6-a27c-ddc12728e4cf",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
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"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
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},
{
"display_name": "Frontend Developer",
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"role_id": 7,
"score": 1.0,
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},
{
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"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": [
{
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"similarity": 0.7348
},
{
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"sentence": "Design, build, and maintain efficient, reusable, and reliable code",
"similarity": 0.6097
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{
"kra_text": "maintain code quality",
"sentence": "Knack for writing clean, readable, and easily maintainable code.",
"similarity": 0.5402
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.6283,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
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"sentence": "Ensure the best possible performance, quality, and responsiveness of applications",
"similarity": 0.6952
},
{
"kra_text": "translate product and design requirements",
"sentence": "Translate application storyboards and use cases into functional applications",
"similarity": 0.5543
},
{
"kra_text": "structure reusable application code",
"sentence": "Design, build, and maintain efficient, reusable, and reliable code",
"similarity": 0.5137
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5877,
"slug": "flutter-developer",
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},
{
"display_name": "Angular Frontend Developer",
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{
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"sentence": "Ensure the best possible performance, quality, and responsiveness of applications",
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},
{
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"sentence": "Design, build, and maintain efficient, reusable, and reliable code",
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"role_id": 90,
"score": 0.5531,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
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"sentence": "Identify bottlenecks and bugs, and devise solutions to mitigate and address these issues",
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},
{
"kra_text": "Write backend-focused automated checks",
"sentence": "Help maintain code quality, organization and automation.",
"similarity": 0.5424
},
{
"kra_text": "Write backend-focused automated checks",
"sentence": "Experience implementing automated and unit tests.",
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}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.5437,
"slug": "python-backend-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
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"sentence": "Ensure the best possible performance, quality, and responsiveness of applications",
"similarity": 0.5549
},
{
"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": "Should have working knowledge of MVC and n-tier architecture so also strong knowledge of .NET web framework 4.0 and above.",
"similarity": 0.5331
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Identify bottlenecks and bugs, and devise solutions to mitigate and address these issues",
"similarity": 0.5243
}
],
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"matched_skills": null,
"role_id": 15,
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}
],
"skill_match_roles": [
{
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"matched_count": 6,
"matched_skills": [
".NET",
"C#",
"Entity Framework",
"LINQ",
"MVC",
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"score": 0.4,
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},
{
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"matched_skills": [
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"C#",
"Entity Framework",
"JavaScript",
"MVC"
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"score": 0.3333,
"slug": "full-stack-engineer",
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},
{
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"matched_skills": [
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"Entity Framework",
"JavaScript",
"SQL Server"
],
"role_id": 1,
"score": 0.2667,
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"total_count": 15
},
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Angular",
"C#",
"JavaScript",
"jQuery"
],
"role_id": 233,
"score": 0.2667,
"slug": "sitecore-dev",
"total_count": 15
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"Angular",
"C#",
"JavaScript"
],
"role_id": 11,
"score": 0.2,
"slug": "hybrid-mobile-developer",
"total_count": 15
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Fullstack Developer",
"sub_role": null
},
"stage5_updates": null
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
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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