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Pipeline run

9bf58768-8ad8-43bc-b942-e09f32f80610

Pipeline LLM cost (USD)
API 1: $0.0026 API 2: $0.0000 API 3: $0.0000 Total: $0.0026

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · Frontend service integration
Build and maintain PHP backend modules, fix performance and database issues, and ship new features through the full development lifecycle while integrating front-end user-facing elements.
""Integration of user-facing elements developed by front-end developers.""
Tech stack maturity
Modern Cloud Native
Web development roles today typically target modern browser apps and integrate with cloud-hosted services, even when AI is not a core part of the work.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.50 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (1)
PHP
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
PHP
Show KRA description ↓
Write clean, well-designed code Troubleshoot and maintain the core product software and databases to ensure strong optimization and functionality. Contribute to all phases of the development lifecycle. Follow industry best practices. Develop and deploy new features to facilitate related procedures and tools if necessary. Integration of user-facing elements developed by front-end developers. Build efficient, testable, and reusable PHP modules. Solve complex performance problems and architectural challenges.

Signals

Skill wordpress-dev
1.00
Alias backend-engineer
1.00
KRA full-stack-engineer
0.53
Status: completed Created: 2026-05-27T16:15:04.577866Z Updated: 2026-05-27T16:16:04.403094Z API 3 duration: 26016 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Web Developer

CASE A

slug: web-developer · id: 25 · source: db

Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: Web Developer

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

PHP Developer Requirements

My SQL

BS/Masters degree in Computer Science, Engineering, or a related subject

Min 2+ years and max 6 years of experience and PHP (Laravel) development.

PHP Core - mandatory

Demonstrable knowledge of web technologies including HTML, CSS, AJAX etc

Good knowledge of relational databases, version control tools and of developing web services.

Experience in common third-party APIs (Google, Facebook, etc)

Experience in Micro Services

jQuery / Angular

Passion for best design and coding practices and a desire to develop new bold ideas.

Preferred Skills

Understanding of open-source projects like Drupal, CodeIgniter, etc

Basic NodeJS skill is added advantage.

PHP Developer Responsibilities

Write clean, well-designed code

Troubleshoot and maintain the core product software and databases to ensure strong optimization and functionality.

Contribute to all phases of the development lifecycle.

Follow industry best practices.

Develop and deploy new features to facilitate related procedures and tools if necessary.

Integration of user-facing elements developed by front-end developers.

Build efficient, testable, and reusable PHP modules.

Solve complex performance problems and architectural challenges.

Skills from this JD

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

PHP Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: PHP id=2986 · php

Aliases — catalog

  • PHP (CANONICAL) primary

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Confidence
0.99
Version strategy
NOT_APPLICABLE

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • PHP and Magento Extension Points Catalog dimension db id 391

    Library dimension (catalog)

    Roles linked in library: Magento Dev

  • PHP and WordPress Hooks Catalog dimension db id 326

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
PHP and Magento Extension Points
php-and-magento-extension-points
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP and WordPress Hooks
php-and-wordpress-hooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
PHP in_db
PHP and Magento Extension Points
php-and-magento-extension-points
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP in_db
PHP and WordPress Hooks
php-and-wordpress-hooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RolePHP Developer
ExperienceMin 2+ years and max 6 years of experience
DomainOther
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science / Engineering (or related)",
      "raw": "BS/Masters degree in Computer Science, Engineering, or a related subject",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 6,
    "min": 2,
    "raw": "Min 2+ years and max 6 years of experience"
  },
  "job_locations": [],
  "role": "PHP Developer",
  "role_aliases": [
    "PHP Engineer",
    "Web Developer",
    "Software Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "PHP Developer Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Write clean, well-designed code",
        "last_5_words": "performance problems and architectural challenges."
      },
      "text": "Write clean, well-designed code\nTroubleshoot and maintain the core product software and databases to ensure strong optimization and functionality.\nContribute to all phases of the development lifecycle.\nFollow industry best practices.\nDevelop and deploy new features to facilitate related procedures and tools if necessary.\nIntegration of user-facing elements developed by front-end developers.\nBuild efficient, testable, and reusable PHP modules.\nSolve complex performance problems and architectural challenges.",
      "word_count": 66
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "PHP"
    }
  ],
  "jd_role": {
    "display_name": "PHP Developer",
    "rationale": null,
    "role_aliases": [
      "PHP Engineer",
      "Web Developer",
      "Software Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science / Engineering (or related)",
        "raw": "BS/Masters degree in Computer Science, Engineering, or a related subject",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 6,
      "min": 2,
      "raw": "Min 2+ years and max 6 years of experience"
    },
    "job_locations": [],
    "role": "PHP Developer",
    "role_aliases": [
      "PHP Engineer",
      "Web Developer",
      "Software Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "PHP Developer Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Write clean, well-designed code",
          "last_5_words": "performance problems and architectural challenges."
        },
        "text": "Write clean, well-designed code\nTroubleshoot and maintain the core product software and databases to ensure strong optimization and functionality.\nContribute to all phases of the development lifecycle.\nFollow industry best practices.\nDevelop and deploy new features to facilitate related procedures and tools if necessary.\nIntegration of user-facing elements developed by front-end developers.\nBuild efficient, testable, and reusable PHP modules.\nSolve complex performance problems and architectural challenges.",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "9bf58768-8ad8-43bc-b942-e09f32f80610",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 1.0,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 1.0,
        "slug": "web-developer",
        "total_count": null
      },
      {
        "display_name": "PHP Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 86,
        "score": 1.0,
        "slug": "php-backend-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "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": "Integration of user-facing elements developed by front-end developers.",
            "similarity": 0.5668
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Develop and deploy new features to facilitate related procedures and tools if necessary.",
            "similarity": 0.5141
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Contribute to all phases of the development lifecycle.",
            "similarity": 0.5094
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5301,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "Implement user-facing screens and flows",
            "sentence": "Integration of user-facing elements developed by front-end developers.",
            "similarity": 0.5548
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Contribute to all phases of the development lifecycle.",
            "similarity": 0.4947
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Solve complex performance problems and architectural challenges.",
            "similarity": 0.4774
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.509,
        "slug": "flutter-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": "Integration of user-facing elements developed by front-end developers.",
            "similarity": 0.5785
          },
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Troubleshoot and maintain the core product software and databases to ensure strong optimization and functionality.",
            "similarity": 0.5011
          },
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Develop and deploy new features to facilitate related procedures and tools if necessary.",
            "similarity": 0.4359
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5052,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
            "sentence": "Solve complex performance problems and architectural challenges.",
            "similarity": 0.5474
          },
          {
            "kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
            "sentence": "Troubleshoot and maintain the core product software and databases to ensure strong optimization and functionality.",
            "similarity": 0.5283
          },
          {
            "kra_text": "Configures Docker containers, deployment descriptors, environment variables, and CI/CD pipeline stages for backend service releases.",
            "sentence": "Develop and deploy new features to facilitate related procedures and tools if necessary.",
            "similarity": 0.4288
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.5015,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Troubleshoot and maintain the core product software and databases to ensure strong optimization and functionality.",
            "similarity": 0.514
          },
          {
            "kra_text": "Server-side feature implementation",
            "sentence": "Integration of user-facing elements developed by front-end developers.",
            "similarity": 0.5007
          },
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Solve complex performance problems and architectural challenges.",
            "similarity": 0.4881
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 87,
        "score": 0.5009,
        "slug": "scala-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "WordPress Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 227,
        "score": 1.0,
        "slug": "wordpress-dev",
        "total_count": 1
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 228,
        "score": 1.0,
        "slug": "drupal-dev",
        "total_count": 1
      },
      {
        "display_name": "Magento Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 231,
        "score": 1.0,
        "slug": "magento-dev",
        "total_count": 1
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "A",
    "chosen_role": {
      "display_name": "Web Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 25,
      "score": 1.0,
      "slug": "web-developer",
      "total_count": null
    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: Web Developer",
    "sub_role": null
  },
  "stage5_updates": null
}
API 2 — extract-details
{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 4444,
      "existing_alias_text": "PHP",
      "input_term": "PHP",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "PHP",
        "id": 2986,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "php",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Magento Dev",
      "id": 231,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "magento-dev",
      "source": "db"
    },
    {
      "display_name": "WordPress Dev",
      "id": 227,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
      "source": "db"
    },
    {
      "display_name": "Drupal Dev",
      "id": 228,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "drupal-dev",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Web Developer",
    "id": 25,
    "rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: Web Developer",
    "role_archetype": null,
    "slug": "web-developer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "PHP and Magento Extension Points",
        "id": 391,
        "rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
        "slug": "php-and-magento-extension-points",
        "source": "db"
      },
      "input_skill": "PHP",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Magento Dev",
          "id": 231,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "magento-dev",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "PHP and WordPress Hooks",
        "id": 326,
        "rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
        "slug": "php-and-wordpress-hooks",
        "source": "db"
      },
      "input_skill": "PHP",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "WordPress Dev",
          "id": 227,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "wordpress-dev",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages \u0026 Template Languages",
        "id": 359,
        "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
        "slug": "programming-languages-template-languages",
        "source": "db"
      },
      "input_skill": "PHP",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Drupal Dev",
          "id": 228,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "drupal-dev",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "PHP"
  ],
  "input_llm_skills": [
    "PHP"
  ],
  "new_aliases_persisted": 0,
  "run_id": "9bf58768-8ad8-43bc-b942-e09f32f80610",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "PHP",
          "alias_type": "CANONICAL",
          "id": 4444,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 6,
        "display_name": "PHP",
        "id": 2986,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "php",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "PHP and Magento Extension Points",
            "id": 391,
            "rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
            "slug": "php-and-magento-extension-points",
            "source": "db"
          },
          "input_skill": "PHP",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Magento Dev",
              "id": 231,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "magento-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "PHP and WordPress Hooks",
            "id": 326,
            "rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
            "slug": "php-and-wordpress-hooks",
            "source": "db"
          },
          "input_skill": "PHP",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "WordPress Dev",
              "id": 227,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "wordpress-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages \u0026 Template Languages",
            "id": 359,
            "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
            "slug": "programming-languages-template-languages",
            "source": "db"
          },
          "input_skill": "PHP",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Drupal Dev",
              "id": 228,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "drupal-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "PHP",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": []
}
API 3 — final-role-output
{
  "chosen_role": {
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