Pipeline run
49bc1a30-2af0-4aab-8036-e0e4089fa960
Pipeline LLM cost (USD)
API 1: $0.0129
API 2: $0.0000
API 3: $0.0000
Total: $0.0129
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
· Performance and production support
Build and maintain .NET/C# enterprise apps across MVC/WCF/Web API and SQL Server, including data models, front-end Angular/TypeScript work, and fixes for production issues. Estimate change requests, resolve application defects, and improve code quality, performance, and reliability.
"Provides problem resolution support, specific to application issues; identifies and resolves problems in application software"
Tech stack maturity
Mainstream Legacy
The stack centers on ASP.NET MVC, jQuery, Angular, Entity Framework, SQL Server, and .NET technologies that are widely used but indicate a more established, legacy-leaning enterprise web stack rather than a cloud-native or bleeding-edge one.
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 (23)
C#
.NET
LINQ
WCF
jQuery
ASP.NET MVC
Entity Framework
SSRS
SSIS
Redis
Kendo UI
K2 Workflow
SQL Server
Angular
TypeScript
JavaScript
ASP.NET Web API
Object-Oriented Design
Object-Oriented Programming
DevOps
Agile
Data Modeling
Data Analysis
Skill cluster (8 dimension groups, role-scoped)
Programming Languages
C#
TypeScript
JavaScript
Angular Component Model and Templates
Angular
CI/CD Pipeline Platforms
DevOps
Caching and State Management
Redis
ORMs and Data Access Layers
Entity Framework
Relational Database Design
SQL Server
Web UI & Integration Frameworks
jQuery
Cross-cutting / unaligned
.NET
LINQ
WCF
ASP.NET MVC
SSRS
SSIS
Kendo UI
K2 Workflow
ASP.NET Web API
Object-Oriented Design
Object-Oriented Programming
Agile
Data Modeling
Data Analysis
Show KRA description ↓
As Application Developer -Microsoft.Net, you are responsible for developing solutions that excel at user experience, aesthetics, performance, reliability and scalability.
Functions as developer focused on .NET,C#
Demonstrate expertise in Object Oriented design and analysis
Reviews and analyses change requests to determine the scope of work and estimate the level of effort for application changes.
Provides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition
Maintains direct knowledge of and applies all applications maintenance technical processes, procedures, and quality standards
Provides the Development Lead with accurate and precise estimates for assigned task duration, along with confidence levels and foreseeable dependencies
Technologies: C#.Net, LINQ, .Net Framework 4.0, WCF, Jquery, MVC 3/4/5, Entity Framework, SSRS, SSIS, Redis, KendoUI, K2 Workflow, QNxt, MS SQL
Minimum 2 to 7 years’ experience in .NET, C#
Experience in creating software using back-end technologies in Microsoft area: C#, .NET, WCF, Entity Framework with the knowledge of SQL Server database,
Knowledge of an object programming and project patterns,
Proven Architectural skills with high standards in Code quality
Experience in establishing a clean and efficient devOps process.
Solid end to end experience in developing enterprise grade front end applications using Angular
Solid experience in Typescript and Javascript.
C# proficiency and server side development experience with ASP.NET Web API.
Database development with SQL Server along with Data modelling and data analysis skills
You love collaborative environments that use agile methodologies to encourage creative design thinking and find innovative ways to develop with cutting edge technologies
Ambitious individual who can work under their own direction towards agreed targets/goals and with creative approach to work
Intuitive individual with an ability to manage change and proven time management
Proven interpersonal skills while contributing to team effort by accomplishing related results as needed
Up-to-date technical knowledge by attending educational workshops, reviewing publications.
Signals
Skill
sitecore-dev
0.26
Alias
dotnet-backend-developer
1.00
KRA
angular-frontend-developer
0.52
Post-classification
Centroidupdated · n=838
Alias collision log—
New-role queue—
New skills captured10
New KRA captured—
Captured for admin review
WCF
primary
↔
Backend Developer
pending
SSRS
primary
↔
Backend Developer
pending
SSIS
primary
↔
Backend Developer
pending
Kendo UI
primary
↔
Backend Developer
pending
K2 Workflow
primary
↔
Backend Developer
pending
ASP.NET Web API
primary
↔
Backend Developer
pending
Object-Oriented Design
primary
↔
Backend Developer
pending
Object-Oriented Programming
primary
↔
Backend Developer
pending
Data Modeling
primary
↔
Backend Developer
pending
Data Analysis
primary
↔
Backend Developer
pending
Status:
extract_from_jd_done
Created: 2026-05-27T15:11:09.179589Z
Updated: 2026-06-12T16:45:47.438898Z
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
Introduction As an Application Developer, you will lead IBM into the future by translating system requirements into the design and development of customized systems in an agile environment. The success of IBM is in your hands as you transform vital business needs into code and drive innovation. Your work will power IBM and its clients globally, collaborating and integrating code into enterprise systems. You will have access to the latest education, tools and technology, and a limitless career path with the world’s technology leader. Come to IBM and make a global impact! Your Role and Responsibilities As Application Developer -Microsoft.Net, you are responsible for developing solutions that excel at user experience, aesthetics, performance, reliability and scalability. Responsibilities Functions as developer focused on .NET,C# Demonstrate expertise in Object Oriented design and analysis Reviews and analyses change requests to determine the scope of work and estimate the level of effort for application changes. Provides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition Maintains direct knowledge of and applies all applications maintenance technical processes, procedures, and quality standards Provides the Development Lead with accurate and precise estimates for assigned task duration, along with confidence levels and foreseeable dependencies Technologies: C#.Net, LINQ, .Net Framework 4.0, WCF, Jquery, MVC 3/4/5, Entity Framework, SSRS, SSIS, Redis, KendoUI, K2 Workflow, QNxt, MS SQL If you thrive in a dynamic, collaborative workplace, IBM provides an environment where you will be challenged and inspired every single day. And if you relish the freedom to bring creative, thoughtful solutions to the table, there's no limit to what you can accomplish here. Required Technical and Professional Expertise Minimum 2 to 7 years’ experience in .NET, C# Experience in creating software using back-end technologies in Microsoft area: C#, .NET, WCF, Entity Framework with the knowledge of SQL Server database, Knowledge of an object programming and project patterns, Proven Architectural skills with high standards in Code quality Experience in establishing a clean and efficient devOps process. Solid end to end experience in developing enterprise grade front end applications using Angular Solid experience in Typescript and Javascript. Preferred Technical And Professional Expertise C# proficiency and server side development experience with ASP.NET Web API. Database development with SQL Server along with Data modelling and data analysis skills You love collaborative environments that use agile methodologies to encourage creative design thinking and find innovative ways to develop with cutting edge technologies Ambitious individual who can work under their own direction towards agreed targets/goals and with creative approach to work Intuitive individual with an ability to manage change and proven time management Proven interpersonal skills while contributing to team effort by accomplishing related results as needed Up-to-date technical knowledge by attending educational workshops, reviewing publications About Business Unit IBM Services is a team of business, strategy and technology consultants that design, build, and run foundational systems and services that is the backbone of the world's economy. IBM Services partners with the world's leading companies in over 170 countries to build smarter businesses by reimagining and reinventing through technology, with its outcome-focused methodologies, industry-leading portfolio and world class research and operations expertise leading to results-driven innovation and enduring excellence. Your Life @ IBM What matters to you when you’re looking for your next career challenge? Maybe you want to get involved in work that really changes the world? What about somewhere with incredible and diverse career and development opportunities – where you can truly discover your passion? Are you looking for a culture of openness, collaboration and trust – where everyone has a voice? What about all of these? If so, then IBM could be your next career challenge. Join us, not to do something better, but to attempt things you never thought possible. Impact. Inclusion. Infinite Experiences. Do your best work ever. About IBM IBM’s greatest invention is the IBMer. We believe that progress is made through progressive thinking, progressive leadership, progressive policy and progressive action. IBMers believe that the application of intelligence, reason and science can improve business, society and the human condition. Restlessly reinventing since 1911, we are the largest technology and consulting employer in the world, with more than 380,000 IBMers serving clients in 170 countries. Location Statement For additional information about location requirements, please discuss with the recruiter following submission of your application. Being You @ IBM IBM is committed to creating a diverse environment and is proud to be an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, pregnancy, disability, age, veteran status, or other characteristics. IBM is also committed to compliance with all fair employment practices regarding citizenship and immigration status.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
C#
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)
LINQ
Primary
No API 2 row (run stopped after API 1 or history missing)
WCF
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)
ASP.NET MVC
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)
SSRS
Primary
No API 2 row (run stopped after API 1 or history missing)
SSIS
Primary
No API 2 row (run stopped after API 1 or history missing)
Redis
Primary
No API 2 row (run stopped after API 1 or history missing)
Kendo UI
Primary
No API 2 row (run stopped after API 1 or history missing)
K2 Workflow
Primary
No API 2 row (run stopped after API 1 or history missing)
SQL Server
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)
TypeScript
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)
ASP.NET Web API
Primary
No API 2 row (run stopped after API 1 or history missing)
Object-Oriented Design
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)
DevOps
Primary
No API 2 row (run stopped after API 1 or history missing)
Agile
Primary
No API 2 row (run stopped after API 1 or history missing)
Data Modeling
Primary
No API 2 row (run stopped after API 1 or history missing)
Data Analysis
Primary
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
RoleApplication Developer -Microsoft.Net
CompanyIBM
ExperienceMinimum 2 to 7 years’ experience in .NET, C#
DomainIT Services & Consulting
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "IBM Services is a team",
"last_5_words": "innovation and enduring excellence."
},
"text": "IBM Services is a team of business, strategy and technology consultants that design, build, and run foundational systems and services that is the backbone of the world\u0027s economy. IBM Services partners with the world\u0027s leading companies in over 170 countries to build smarter businesses by reimagining and reinventing through technology, with its outcome-focused methodologies, industry-leading portfolio and world class research and operations expertise leading to results-driven innovation and enduring excellence.",
"word_count": 64
},
"certifications": [],
"company_name": "IBM",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 7,
"min": 2,
"raw": "Minimum 2 to 7 years\u2019 experience in .NET, C#"
},
"job_locations": [],
"role": "Application Developer -Microsoft.Net",
"role_aliases": [
"Application Developer",
"Software Developer",
".NET Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Your Role and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As Application Developer -Microsoft.Net,",
"last_5_words": "performance, reliability and scalability."
},
"text": "As Application Developer -Microsoft.Net, you are responsible for developing solutions that excel at user experience, aesthetics, performance, reliability and scalability.",
"word_count": 24
},
{
"bullet_count": 7,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Functions as developer focused on",
"last_5_words": "QNxt, MS SQL"
},
"text": "Functions as developer focused on .NET,C#\nDemonstrate expertise in Object Oriented design and analysis\nReviews and analyses change requests to determine the scope of work and estimate the level of effort for application changes.\nProvides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition\nMaintains direct knowledge of and applies all applications maintenance technical processes, procedures, and quality standards\nProvides the Development Lead with accurate and precise estimates for assigned task duration, along with confidence levels and foreseeable dependencies\nTechnologies: C#.Net, LINQ, .Net Framework 4.0, WCF, Jquery, MVC 3/4/5, Entity Framework, SSRS, SSIS, Redis, KendoUI, K2 Workflow, QNxt, MS SQL",
"word_count": 134
},
{
"bullet_count": 6,
"heading": "Required Technical and Professional Expertise",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Minimum 2 to 7 years\u2019 experience",
"last_5_words": "and Javascript."
},
"text": "Minimum 2 to 7 years\u2019 experience in .NET, C#\nExperience in creating software using back-end technologies in Microsoft area: C#, .NET, WCF, Entity Framework with the knowledge of SQL Server database,\nKnowledge of an object programming and project patterns,\nProven Architectural skills with high standards in Code quality\nExperience in establishing a clean and efficient devOps process.\nSolid end to end experience in developing enterprise grade front end applications using Angular\nSolid experience in Typescript and Javascript.",
"word_count": 66
},
{
"bullet_count": 7,
"heading": "Preferred Technical And Professional Expertise",
"heading_was_present": true,
"source_marker": {
"first_5_words": "C# proficiency and server side",
"last_5_words": "reviewing publications."
},
"text": "C# proficiency and server side development experience with ASP.NET Web API.\nDatabase development with SQL Server along with Data modelling and data analysis skills\nYou love collaborative environments that use agile methodologies to encourage creative design thinking and find innovative ways to develop with cutting edge technologies\nAmbitious individual who can work under their own direction towards agreed targets/goals and with creative approach to work\nIntuitive individual with an ability to manage change and proven time management\nProven interpersonal skills while contributing to team effort by accomplishing related results as needed\nUp-to-date technical knowledge by attending educational workshops, reviewing publications.",
"word_count": 83
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "C#"
},
{
"is_primary": true,
"skill_name": ".NET"
},
{
"is_primary": true,
"skill_name": "LINQ"
},
{
"is_primary": true,
"skill_name": "WCF"
},
{
"is_primary": true,
"skill_name": "jQuery"
},
{
"is_primary": true,
"skill_name": "ASP.NET MVC"
},
{
"is_primary": true,
"skill_name": "Entity Framework"
},
{
"is_primary": true,
"skill_name": "SSRS"
},
{
"is_primary": true,
"skill_name": "SSIS"
},
{
"is_primary": true,
"skill_name": "Redis"
},
{
"is_primary": true,
"skill_name": "Kendo UI"
},
{
"is_primary": true,
"skill_name": "K2 Workflow"
},
{
"is_primary": true,
"skill_name": "SQL Server"
},
{
"is_primary": true,
"skill_name": "Angular"
},
{
"is_primary": true,
"skill_name": "TypeScript"
},
{
"is_primary": true,
"skill_name": "JavaScript"
},
{
"is_primary": true,
"skill_name": "ASP.NET Web API"
},
{
"is_primary": true,
"skill_name": "Object-Oriented Design"
},
{
"is_primary": true,
"skill_name": "Object-Oriented Programming"
},
{
"is_primary": true,
"skill_name": "DevOps"
},
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": true,
"skill_name": "Data Modeling"
},
{
"is_primary": true,
"skill_name": "Data Analysis"
}
],
"jd_role": {
"display_name": "Application Developer -Microsoft.Net",
"rationale": null,
"role_aliases": [
"Application Developer",
"Software Developer",
".NET Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "IBM Services is a team",
"last_5_words": "innovation and enduring excellence."
},
"text": "IBM Services is a team of business, strategy and technology consultants that design, build, and run foundational systems and services that is the backbone of the world\u0027s economy. IBM Services partners with the world\u0027s leading companies in over 170 countries to build smarter businesses by reimagining and reinventing through technology, with its outcome-focused methodologies, industry-leading portfolio and world class research and operations expertise leading to results-driven innovation and enduring excellence.",
"word_count": 64
},
"certifications": [],
"company_name": "IBM",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 7,
"min": 2,
"raw": "Minimum 2 to 7 years\u2019 experience in .NET, C#"
},
"job_locations": [],
"role": "Application Developer -Microsoft.Net",
"role_aliases": [
"Application Developer",
"Software Developer",
".NET Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Your Role and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As Application Developer -Microsoft.Net,",
"last_5_words": "performance, reliability and scalability."
},
"text": "As Application Developer -Microsoft.Net, you are responsible for developing solutions that excel at user experience, aesthetics, performance, reliability and scalability.",
"word_count": 24
},
{
"bullet_count": 7,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Functions as developer focused on",
"last_5_words": "QNxt, MS SQL"
},
"text": "Functions as developer focused on .NET,C#\nDemonstrate expertise in Object Oriented design and analysis\nReviews and analyses change requests to determine the scope of work and estimate the level of effort for application changes.\nProvides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition\nMaintains direct knowledge of and applies all applications maintenance technical processes, procedures, and quality standards\nProvides the Development Lead with accurate and precise estimates for assigned task duration, along with confidence levels and foreseeable dependencies\nTechnologies: C#.Net, LINQ, .Net Framework 4.0, WCF, Jquery, MVC 3/4/5, Entity Framework, SSRS, SSIS, Redis, KendoUI, K2 Workflow, QNxt, MS SQL",
"word_count": 134
},
{
"bullet_count": 6,
"heading": "Required Technical and Professional Expertise",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Minimum 2 to 7 years\u2019 experience",
"last_5_words": "and Javascript."
},
"text": "Minimum 2 to 7 years\u2019 experience in .NET, C#\nExperience in creating software using back-end technologies in Microsoft area: C#, .NET, WCF, Entity Framework with the knowledge of SQL Server database,\nKnowledge of an object programming and project patterns,\nProven Architectural skills with high standards in Code quality\nExperience in establishing a clean and efficient devOps process.\nSolid end to end experience in developing enterprise grade front end applications using Angular\nSolid experience in Typescript and Javascript.",
"word_count": 66
},
{
"bullet_count": 7,
"heading": "Preferred Technical And Professional Expertise",
"heading_was_present": true,
"source_marker": {
"first_5_words": "C# proficiency and server side",
"last_5_words": "reviewing publications."
},
"text": "C# proficiency and server side development experience with ASP.NET Web API.\nDatabase development with SQL Server along with Data modelling and data analysis skills\nYou love collaborative environments that use agile methodologies to encourage creative design thinking and find innovative ways to develop with cutting edge technologies\nAmbitious individual who can work under their own direction towards agreed targets/goals and with creative approach to work\nIntuitive individual with an ability to manage change and proven time management\nProven interpersonal skills while contributing to team effort by accomplishing related results as needed\nUp-to-date technical knowledge by attending educational workshops, reviewing publications.",
"word_count": 83
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "49bc1a30-2af0-4aab-8036-e0e4089fa960",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 1.0,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"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
}
],
"kra_match_roles": [
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "Angular component development",
"sentence": "Solid end to end experience in developing enterprise grade front end applications using Angular",
"similarity": 0.6106
},
{
"kra_text": "collaboration with design and QA",
"sentence": "You love collaborative environments that use agile methodologies to encourage creative design thinking and find innovative ways to develop with cutting edge technologies",
"similarity": 0.5226
},
{
"kra_text": "defect diagnosis and fixes",
"sentence": "Provides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition",
"similarity": 0.4366
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5233,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Solid end to end experience in developing enterprise grade front end applications using Angular",
"similarity": 0.5623
},
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Solid experience in Typescript and Javascript.",
"similarity": 0.51
},
{
"kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
"sentence": "Provides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition",
"similarity": 0.4942
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5222,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "Provides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition",
"similarity": 0.5865
},
{
"kra_text": "Writes database access logic including SQL queries, ORM mappings, stored procedures, and migration scripts for relational databases like PostgreSQL and MySQL.",
"sentence": "Database development with SQL Server along with Data modelling and data analysis skills",
"similarity": 0.483
},
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "Maintains direct knowledge of and applies all applications maintenance technical processes, procedures, and quality standards",
"similarity": 0.4603
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.51,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
"sentence": "Solid end to end experience in developing enterprise grade front end applications using Angular",
"similarity": 0.5773
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Database development with SQL Server along with Data modelling and data analysis skills",
"similarity": 0.4695
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "You love collaborative environments that use agile methodologies to encourage creative design thinking and find innovative ways to develop with cutting edge technologies",
"similarity": 0.4642
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5037,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "defect troubleshooting and resolution",
"sentence": "Provides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition",
"similarity": 0.537
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Reviews and analyses change requests to determine the scope of work and estimate the level of effort for application changes.",
"similarity": 0.5348
},
{
"kra_text": "user interaction design and refinement",
"sentence": "Demonstrate expertise in Object Oriented design and analysis",
"similarity": 0.4127
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.4948,
"slug": "pega-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 6,
"matched_skills": [
"ASP.NET MVC",
"Angular",
"C#",
"JavaScript",
"TypeScript",
"jQuery"
],
"role_id": 233,
"score": 0.2609,
"slug": "sitecore-dev",
"total_count": 23
},
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 6,
"matched_skills": [
".NET",
"C#",
"Entity Framework",
"LINQ",
"Redis",
"SQL Server"
],
"role_id": 83,
"score": 0.2609,
"slug": "dotnet-backend-developer",
"total_count": 23
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 6,
"matched_skills": [
"C#",
"Entity Framework",
"JavaScript",
"Redis",
"SQL Server",
"TypeScript"
],
"role_id": 1,
"score": 0.2609,
"slug": "backend-engineer",
"total_count": 23
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"Angular",
"C#",
"Entity Framework",
"JavaScript",
"TypeScript"
],
"role_id": 15,
"score": 0.2174,
"slug": "full-stack-engineer",
"total_count": 23
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"Entity Framework",
"JavaScript",
"Redis",
"SQL Server",
"TypeScript"
],
"role_id": 82,
"score": 0.2174,
"slug": "node-backend-developer",
"total_count": 23
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.98,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Application Development",
"Object-Oriented Design",
"Problem Resolution and Application Support",
"Software Maintenance and Quality Standards",
"Effort Estimation and Change Analysis",
"Enterprise Web Application Development",
"DevOps Process Improvement",
"Data Modeling and Analysis"
],
"matched_kras": [
"developing solutions that excel at user experience, aesthetics, performance, reliability and scalability",
"reviews and analyses change requests to determine the scope of work",
"estimate the level of effort for application changes",
"provides problem resolution support, specific to application issues",
"identifies and resolves problems in application software",
"maintains direct knowledge of and applies all applications maintenance technical processes",
"provides the Development Lead with accurate and precise estimates",
"experience in establishing a clean and efficient devOps process",
"solid end to end experience in developing enterprise grade front end applications"
],
"matched_skills": [
"C#",
".NET",
"LINQ",
".Net Framework 4.0",
"WCF",
"jQuery",
"MVC 3/4/5",
"Entity Framework",
"SSRS",
"SSIS",
"Redis",
"KendoUI",
"MS SQL",
"Angular",
"Typescript",
"Javascript",
"ASP.NET Web API",
"SQL Server"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is primarily for a .NET/C# application developer focused on server-side development, application maintenance, SQL Server, and enterprise backend technologies, which best matches Backend Developer.",
"sub_role": {
"confidence": 0.99,
"display_name": ".NET Backend Developer",
"reasoning": "The JD is explicitly centered on Microsoft .NET, C#, ASP.NET Web API, WCF, Entity Framework, and SQL Server, which clearly matches the .NET backend specialization.",
"role_id": 83,
"slug": "dotnet-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 838,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 13044,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "WCF",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13045,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "SSRS",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13046,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "SSIS",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13047,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Kendo UI",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13048,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "K2 Workflow",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13049,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "ASP.NET Web API",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13050,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Object-Oriented Design",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13051,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Object-Oriented Programming",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13052,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Data Modeling",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 13053,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Data Analysis",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": 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.
Loading…