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Pipeline run

5d768d52-d26d-400d-ab78-8b0c9a872cc6

Pipeline LLM cost (USD)
API 1: $0.0036 API 2: $0.0000 API 3: $0.0000 Total: $0.0036

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 · UI layout and styling
Build responsive, visually consistent web UIs from wireframes, then test, debug, and optimize them across browsers/devices while coordinating with designers and back-end teams on integration and feedback-driven iteration.
""translate wireframes and mockups into functional user interfaces""
Tech stack maturity
Mainstream Legacy
The skill mix of C, .NET, HTML, CSS, and JavaScript suggests conventional web development with established technologies rather than a cloud-native or bleeding-edge stack.
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 (10)
HTML CSS JavaScript UI/UX Design Front-end Development Responsive Web Design C# ASP.NET .NET Code Review
Skill cluster (4 dimension groups, role-scoped)
C# and .NET Languages
C#
CSS Architecture and Styling
CSS
JavaScript and TypeScript
JavaScript
Cross-cutting / unaligned
HTML UI/UX Design Front-end Development Responsive Web Design ASP.NET .NET Code Review
Show KRA description ↓
• Collaborate with cross-functional teams, including designers and back-end developers, to translate wireframes and mockups into functional user interfaces. • Develop responsive web interfaces using HTML, CSS, JavaScript, and other relevant front-end technologies. • Implement best practices and industry standards for UI/UX design to ensure intuitive and visually appealing interfaces. • Optimize web applications for maximum speed and scalability, ensuring optimal performance across different devices and browsers. • Conduct thorough testing and debugging of web interfaces to identify and resolve any usability or performance issues. • Collaborate with the design team to ensure consistent visual branding and adherence to design guidelines. • Stay updated with the latest trends, techniques, and technologies in UI/UX design and front-end development, and propose innovative solutions to enhance user experience. • Work closely with back-end developers to integrate front-end components with server-side logic. • Collaborate with the product management team to gather and analyze user feedback, and iterate on UI designs based on user needs and requirements. • Maintain accurate documentation of UI development processes, code libraries, and UI-related specifications. • Participate in the entire software development life cycle, including analysis, design, development, testing, and deployment of .NET-based applications. • Collaborate with cross-functional teams to understand business requirements and translate them into technical solutions. • Design and develop high-quality, scalable, and maintainable software using C#, ASP.NET, and other relevant .NET technologies. • Write clean, efficient, and secure code, following best practices and coding standards. • Conduct thorough testing and debugging to identify and fix any software defects or performance issues. • Collaborate with team members to ensure successful integration and interoperability of software components. • Conduct code reviews and provide constructive feedback to ensure code quality and maintainability. • Stay updated with the latest trends and advancements in .NET development, and propose innovative solutions to enhance software functionality and performance. • Troubleshoot and resolve software defects and issues reported by clients or internal teams. • Document software design, development, and testing processes for reference and future maintenance.

Signals

Skill sitecore-dev
0.44
Alias frontend-engineer
1.00
KRA frontend-engineer
0.71
Status: extract_from_jd_done Created: 2026-05-27T15:07:09.460201Z Updated: 2026-06-12T16:49:35.305037Z
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

Responsibilities For UI Developer

• Collaborate with cross-functional teams, including designers and back-end developers, to translate wireframes and mockups into functional user interfaces.
• Develop responsive web interfaces using HTML, CSS, JavaScript, and other relevant front-end technologies.
• Implement best practices and industry standards for UI/UX design to ensure intuitive and visually appealing interfaces.
• Optimize web applications for maximum speed and scalability, ensuring optimal performance across different devices and browsers.
• Conduct thorough testing and debugging of web interfaces to identify and resolve any usability or performance issues.
• Collaborate with the design team to ensure consistent visual branding and adherence to design guidelines.
• Stay updated with the latest trends, techniques, and technologies in UI/UX design and front-end development, and propose innovative solutions to enhance user experience.
• Work closely with back-end developers to integrate front-end components with server-side logic.
• Collaborate with the product management team to gather and analyze user feedback, and iterate on UI designs based on user needs and requirements.
• Maintain accurate documentation of UI development processes, code libraries, and UI-related specifications.


Responsibilities For .NET Developer

• Participate in the entire software development life cycle, including analysis, design, development, testing, and deployment of .NET-based applications.
• Collaborate with cross-functional teams to understand business requirements and translate them into technical solutions.
• Design and develop high-quality, scalable, and maintainable software using C#, ASP.NET, and other relevant .NET technologies.
• Write clean, efficient, and secure code, following best practices and coding standards.
• Conduct thorough testing and debugging to identify and fix any software defects or performance issues.
• Collaborate with team members to ensure successful integration and interoperability of software components.
• Conduct code reviews and provide constructive feedback to ensure code quality and maintainability.
• Stay updated with the latest trends and advancements in .NET development, and propose innovative solutions to enhance software functionality and performance.
• Troubleshoot and resolve software defects and issues reported by clients or internal teams.
• Document software design, development, and testing processes for reference and future maintenance.


Qualifications

• Bachelor's degree in computer science, software engineering, or a related field.
• Proven experience as a .NET Developer, working with C#, ASP.NET, and related technologies.
• Strong knowledge of .NET framework, MVC architecture, and object-oriented programming concepts.
• Proficiency in web development technologies, including HTML, CSS, JavaScript, and front-end frameworks.
• Experience with database development using SQL Server or other relational databases.
• Familiarity with agile development methodologies and version control systems (e.g., Git).
• Solid understanding of software development best practices, coding standards, and performance optimization techniques.
• Excellent problem-solving skills and attention to detail.
• Strong communication and collaboration abilities, with the capacity to work effectively in a team environment.
• Ability to adapt to changing technologies and learn new skills as needed.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

HTML Primary No API 2 row (run stopped after API 1 or history missing)
CSS 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)
UI/UX Design Primary No API 2 row (run stopped after API 1 or history missing)
Front-end Development Primary No API 2 row (run stopped after API 1 or history missing)
Responsive Web Design 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)
ASP.NET 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)
Code Review 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
RoleUI Developer
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "Bachelor\u0027s degree in computer science, software engineering, or a related field.",
      "requirement": "required"
    }
  ],
  "experience": null,
  "job_locations": [],
  "role": "UI Developer",
  "role_aliases": [
    "Front-End Developer",
    "UI Engineer",
    "Web Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 10,
      "heading": "Responsibilities For UI Developer",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Collaborate with cross-functional teams,",
        "last_5_words": "and UI-related specifications."
      },
      "text": "\u2022 Collaborate with cross-functional teams, including designers and back-end developers, to translate wireframes and mockups into functional user interfaces.\n\u2022 Develop responsive web interfaces using HTML, CSS, JavaScript, and other relevant front-end technologies.\n\u2022 Implement best practices and industry standards for UI/UX design to ensure intuitive and visually appealing interfaces.\n\u2022 Optimize web applications for maximum speed and scalability, ensuring optimal performance across different devices and browsers.\n\u2022 Conduct thorough testing and debugging of web interfaces to identify and resolve any usability or performance issues.\n\u2022 Collaborate with the design team to ensure consistent visual branding and adherence to design guidelines.\n\u2022 Stay updated with the latest trends, techniques, and technologies in UI/UX design and front-end development, and propose innovative solutions to enhance user experience.\n\u2022 Work closely with back-end developers to integrate front-end components with server-side logic.\n\u2022 Collaborate with the product management team to gather and analyze user feedback, and iterate on UI designs based on user needs and requirements.\n\u2022 Maintain accurate documentation of UI development processes, code libraries, and UI-related specifications.",
      "word_count": 189
    },
    {
      "bullet_count": 10,
      "heading": "Responsibilities For .NET Developer",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Participate in the entire software",
        "last_5_words": "for reference and future maintenance."
      },
      "text": "\u2022 Participate in the entire software development life cycle, including analysis, design, development, testing, and deployment of .NET-based applications.\n\u2022 Collaborate with cross-functional teams to understand business requirements and translate them into technical solutions.\n\u2022 Design and develop high-quality, scalable, and maintainable software using C#, ASP.NET, and other relevant .NET technologies.\n\u2022 Write clean, efficient, and secure code, following best practices and coding standards.\n\u2022 Conduct thorough testing and debugging to identify and fix any software defects or performance issues.\n\u2022 Collaborate with team members to ensure successful integration and interoperability of software components.\n\u2022 Conduct code reviews and provide constructive feedback to ensure code quality and maintainability.\n\u2022 Stay updated with the latest trends and advancements in .NET development, and propose innovative solutions to enhance software functionality and performance.\n\u2022 Troubleshoot and resolve software defects and issues reported by clients or internal teams.\n\u2022 Document software design, development, and testing processes for reference and future maintenance.",
      "word_count": 203
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "HTML"
    },
    {
      "is_primary": true,
      "skill_name": "CSS"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "UI/UX Design"
    },
    {
      "is_primary": true,
      "skill_name": "Front-end Development"
    },
    {
      "is_primary": true,
      "skill_name": "Responsive Web Design"
    },
    {
      "is_primary": true,
      "skill_name": "C#"
    },
    {
      "is_primary": true,
      "skill_name": "ASP.NET"
    },
    {
      "is_primary": true,
      "skill_name": ".NET"
    },
    {
      "is_primary": false,
      "skill_name": "Code Review"
    }
  ],
  "jd_role": {
    "display_name": "UI Developer",
    "rationale": null,
    "role_aliases": [
      "Front-End Developer",
      "UI Engineer",
      "Web Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "Bachelor\u0027s degree in computer science, software engineering, or a related field.",
        "requirement": "required"
      }
    ],
    "experience": null,
    "job_locations": [],
    "role": "UI Developer",
    "role_aliases": [
      "Front-End Developer",
      "UI Engineer",
      "Web Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 10,
        "heading": "Responsibilities For UI Developer",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Collaborate with cross-functional teams,",
          "last_5_words": "and UI-related specifications."
        },
        "text": "\u2022 Collaborate with cross-functional teams, including designers and back-end developers, to translate wireframes and mockups into functional user interfaces.\n\u2022 Develop responsive web interfaces using HTML, CSS, JavaScript, and other relevant front-end technologies.\n\u2022 Implement best practices and industry standards for UI/UX design to ensure intuitive and visually appealing interfaces.\n\u2022 Optimize web applications for maximum speed and scalability, ensuring optimal performance across different devices and browsers.\n\u2022 Conduct thorough testing and debugging of web interfaces to identify and resolve any usability or performance issues.\n\u2022 Collaborate with the design team to ensure consistent visual branding and adherence to design guidelines.\n\u2022 Stay updated with the latest trends, techniques, and technologies in UI/UX design and front-end development, and propose innovative solutions to enhance user experience.\n\u2022 Work closely with back-end developers to integrate front-end components with server-side logic.\n\u2022 Collaborate with the product management team to gather and analyze user feedback, and iterate on UI designs based on user needs and requirements.\n\u2022 Maintain accurate documentation of UI development processes, code libraries, and UI-related specifications.",
        "word_count": 189
      },
      {
        "bullet_count": 10,
        "heading": "Responsibilities For .NET Developer",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Participate in the entire software",
          "last_5_words": "for reference and future maintenance."
        },
        "text": "\u2022 Participate in the entire software development life cycle, including analysis, design, development, testing, and deployment of .NET-based applications.\n\u2022 Collaborate with cross-functional teams to understand business requirements and translate them into technical solutions.\n\u2022 Design and develop high-quality, scalable, and maintainable software using C#, ASP.NET, and other relevant .NET technologies.\n\u2022 Write clean, efficient, and secure code, following best practices and coding standards.\n\u2022 Conduct thorough testing and debugging to identify and fix any software defects or performance issues.\n\u2022 Collaborate with team members to ensure successful integration and interoperability of software components.\n\u2022 Conduct code reviews and provide constructive feedback to ensure code quality and maintainability.\n\u2022 Stay updated with the latest trends and advancements in .NET development, and propose innovative solutions to enhance software functionality and performance.\n\u2022 Troubleshoot and resolve software defects and issues reported by clients or internal teams.\n\u2022 Document software design, development, and testing processes for reference and future maintenance.",
        "word_count": 203
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "5d768d52-d26d-400d-ab78-8b0c9a872cc6",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "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,
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        "matched_skills": null,
        "role_id": 25,
        "score": 1.0,
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      },
      {
        "display_name": "Frontend Developer",
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        "matched_skills": null,
        "role_id": 439,
        "score": 1.0,
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      }
    ],
    "kra_match_roles": [
      {
        "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": "Develop responsive web interfaces using HTML, CSS, JavaScript, and other relevant front-end technologies.",
            "similarity": 0.7159
          },
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
            "sentence": "Optimize web applications for maximum speed and scalability, ensuring optimal performance across different devices and browsers.",
            "similarity": 0.7127
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Collaborate with cross-functional teams, including designers and back-end developers, to translate wireframes and mockups into functional user interfaces.",
            "similarity": 0.7125
          }
        ],
        "matched_count": null,
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        "role_id": 7,
        "score": 0.7137,
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        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
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            "similarity": 0.7461
          },
          {
            "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 the product management team to gather and analyze user feedback, and iterate on UI designs based on user needs and requirements.",
            "similarity": 0.6857
          },
          {
            "kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
            "sentence": "Work closely with back-end developers to integrate front-end components with server-side logic.",
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          }
        ],
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      },
      {
        "display_name": "Flutter Developer",
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          {
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            "similarity": 0.6819
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Optimize web applications for maximum speed and scalability, ensuring optimal performance across different devices and browsers.",
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      {
        "display_name": "React Native Developer",
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          },
          {
            "kra_text": "integrate backend APIs",
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        ],
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      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "site troubleshooting and defect fixes",
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          },
          {
            "kra_text": "site troubleshooting and defect fixes",
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          },
          {
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        ],
        "matched_count": null,
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        "role_id": 228,
        "score": 0.6057,
        "slug": "drupal-dev",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Sitecore Dev",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "C#",
          "CSS",
          "HTML",
          "JavaScript"
        ],
        "role_id": 233,
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        "slug": "sitecore-dev",
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      },
      {
        "display_name": "Fullstack Developer",
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          "C#",
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        ],
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        "score": 0.3333,
        "slug": "fullstack-developer",
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      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "C#",
          "CSS",
          "JavaScript"
        ],
        "role_id": 15,
        "score": 0.3333,
        "slug": "full-stack-engineer",
        "total_count": 9
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": null,
        "matched_count": 3,
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          "CSS",
          "HTML",
          "JavaScript"
        ],
        "role_id": 228,
        "score": 0.3333,
        "slug": "drupal-dev",
        "total_count": 9
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "CSS",
          "JavaScript"
        ],
        "role_id": 7,
        "score": 0.2222,
        "slug": "frontend-engineer",
        "total_count": 9
      }
    ]
  },
  "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 (3 roles at 1.0) resolved by TIER_B_TITLE: Web 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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