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Pipeline run

680628c4-90b8-44ed-bd2f-16478e2aac19

Pipeline LLM cost (USD)
API 1: $0.0072 API 2: $0.0001 API 3: $0.0000 Total: $0.0073

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Scrum Master
Coordinates client-facing issue resolution and day-to-day delivery using Agile/Scrum practices, including tracking schedules, follow-ups, and communication while supporting public cloud migration work.
""Tracking, Scheduling, Follow ups""
Tech stack maturity
Mainstream Modern
Scrum Master and Agile Coach roles centered on agile and scrum are widely adopted modern practices, but they are not inherently cloud-native or bleeding-edge technology 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 (3)
Agile Scrum Cloud Migration
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Agile Scrum Cloud Migration
Show KRA description ↓
a Agile Framework b Scrum Master c Tracking, Scheduling, Follow ups d Public Cloud Migration Experience e Good Communication f Minimum of experience a Act as the ongoing interface between the client and the system or application b Dedicated to quality, using exceptional communication skills to keep our world class systems running c Can accurately define a client issue and can interpret and design a resolution based on deep product knowledge a Good communication skills, both verbal and written

Signals

Skill engineering-manager
0.67
Alias backend-engineer
1.00
KRA dotnet-backend-developer
0.45

Post-classification

Centroidupdated · n=6
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

Cloud Migration primary Scrum Master / Agile Coach pending
R&R fragment (sim 0.00) Scrum Master / Agile Coach pending

a Agile Framework b Scrum Master c Tracking, Scheduling, Follow ups d Public Cloud Migration Experience e Good Communication f Minimum of experience a Act as the ongoing interface between the client …

Status: completed Created: 2026-05-27T17:34:45.740153Z Updated: 2026-05-27T17:35:31.415314Z API 3 duration: 4844 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

Scrum Master / Agile Coach

domain · Tech-Adjacent CASE DOMAIN

slug: scrum-master-agile-coach · id: 120 · source: db

Domain=Tech-Adjacent; The JD centers on Agile/Scrum coordination, tracking and follow-ups, and delivery communication, which best matches a Scrum Master / Agile Coach.

Matched skills

Agile FrameworkScrum MasterPublic Cloud Migrationcommunication skillsverbal and written

Matched dimensions

Agile Delivery CoordinationScrum FacilitationStakeholder CommunicationCloud Migration SupportIssue Clarification and Resolution

Matched KRAs

Act as the ongoing interface between the client and the system or applicationDedicated to quality, using exceptional communication skillsaccurately define a client issueinterpret and design a resolution based on deep product knowledgeTracking, Scheduling, Follow ups

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

About Accenture:  Accenture is a global professional services company with leading capabilities in digital, cloud and security. Combining unmatched experience and specialized skills across more than 40 industries, we offer Strategy and Consulting, Interactive, Technology and Operations services-all powered by the world's largest network of Advanced Technology and Intelligent Operations centers. Our 514,000 people deliver on the promise of technology and human ingenuity every day, serving clients in more than 120 countries. We embrace the power of change to create value and shared success for our clients, people, shareholders, partners and communities. Visit us at www.accenture.com  Accenture | Let there be change We embrace change to create 360-degree value www.accenture.com Project Role :Application Developer Project Role Description :Design, build and configure applications to meet business process and application requirements. Management Level :9 Work Experience :6-8 years Work location :Pune Must Have Skills :ASP.NET Good To Have Skills :AAAP (Accenture Advanced Analytics Platform) Job Requirements :  Key Responsibilities : a Agile Framework b Scrum Master c Tracking, Scheduling, Follow ups d Public Cloud Migration Experience e Good Communication f Minimum of experience Technical Experience : a Act as the ongoing interface between the client and the system or application b Dedicated to quality, using exceptional communication skills to keep our world class systems running c Can accurately define a client issue and can interpret and design a resolution based on deep product knowledge Professional Attributes : a Good communication skills, both verbal and written 15 years of full time education

Skills from this JD

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

Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3594
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

Agile Kanban backlog burndown chart cross-functional team daily standup definition of done increment product owner release planning retrospective scrum framework scrum master sprint story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Scrum
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3627
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cloud Migration Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Cloud Platforms
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

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
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Cloud Migration | type=Cloud Platforms subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleApplication Developer
CompanyAccenture
Experience6-8 years
DomainIT Services & Consulting
Location Pune, India
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Accenture is a global professional",
      "last_5_words": "shareholders, partners and communities."
    },
    "text": "Accenture is a global professional services company with leading capabilities in digital, cloud and security. Combining unmatched experience and specialized skills across more than 40 industries, we offer Strategy and Consulting, Interactive, Technology and Operations services-all powered by the world\u0027s largest network of Advanced Technology and Intelligent Operations centers. Our 514,000 people deliver on the promise of technology and human ingenuity every day, serving clients in more than 120 countries. We embrace the power of change to create value and shared success for our clients, people, shareholders, partners and communities.",
    "word_count": 84
  },
  "certifications": [],
  "company_name": "Accenture",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s - Any Discipline",
      "raw": "15 years of full time education",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 8,
    "min": 6,
    "raw": "6-8 years"
  },
  "job_locations": [
    {
      "aliases": [
        "Puna"
      ],
      "city": "Pune",
      "country": "India",
      "state": null,
      "work_mode": null
    }
  ],
  "role": "Application Developer",
  "role_aliases": [
    "App Developer",
    "Software Developer",
    "Application Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "a Agile Framework b Scrum Master",
        "last_5_words": "Minimum of experience"
      },
      "text": "a Agile Framework\nb Scrum Master\nc Tracking, Scheduling, Follow ups\nd Public Cloud Migration Experience\ne Good Communication\nf Minimum of experience",
      "word_count": 22
    },
    {
      "bullet_count": 3,
      "heading": "Technical Experience",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "a Act as the ongoing",
        "last_5_words": "based on deep product knowledge"
      },
      "text": "a Act as the ongoing interface between the client and the system or application\nb Dedicated to quality, using exceptional communication skills to keep our world class systems running\nc Can accurately define a client issue and can interpret and design a resolution based on deep product knowledge",
      "word_count": 45
    },
    {
      "bullet_count": 1,
      "heading": "Professional Attributes",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "a Good communication skills, both",
        "last_5_words": "verbal and written"
      },
      "text": "a Good communication skills, both verbal and written",
      "word_count": 10
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "www.accenture.com"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "Scrum"
    },
    {
      "is_primary": true,
      "skill_name": "Cloud Migration"
    }
  ],
  "jd_role": {
    "display_name": "Application Developer",
    "rationale": null,
    "role_aliases": [
      "App Developer",
      "Software Developer",
      "Application Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Accenture is a global professional",
        "last_5_words": "shareholders, partners and communities."
      },
      "text": "Accenture is a global professional services company with leading capabilities in digital, cloud and security. Combining unmatched experience and specialized skills across more than 40 industries, we offer Strategy and Consulting, Interactive, Technology and Operations services-all powered by the world\u0027s largest network of Advanced Technology and Intelligent Operations centers. Our 514,000 people deliver on the promise of technology and human ingenuity every day, serving clients in more than 120 countries. We embrace the power of change to create value and shared success for our clients, people, shareholders, partners and communities.",
      "word_count": 84
    },
    "certifications": [],
    "company_name": "Accenture",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Bachelor\u0027s - Any Discipline",
        "raw": "15 years of full time education",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 8,
      "min": 6,
      "raw": "6-8 years"
    },
    "job_locations": [
      {
        "aliases": [
          "Puna"
        ],
        "city": "Pune",
        "country": "India",
        "state": null,
        "work_mode": null
      }
    ],
    "role": "Application Developer",
    "role_aliases": [
      "App Developer",
      "Software Developer",
      "Application Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "a Agile Framework b Scrum Master",
          "last_5_words": "Minimum of experience"
        },
        "text": "a Agile Framework\nb Scrum Master\nc Tracking, Scheduling, Follow ups\nd Public Cloud Migration Experience\ne Good Communication\nf Minimum of experience",
        "word_count": 22
      },
      {
        "bullet_count": 3,
        "heading": "Technical Experience",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "a Act as the ongoing",
          "last_5_words": "based on deep product knowledge"
        },
        "text": "a Act as the ongoing interface between the client and the system or application\nb Dedicated to quality, using exceptional communication skills to keep our world class systems running\nc Can accurately define a client issue and can interpret and design a resolution based on deep product knowledge",
        "word_count": 45
      },
      {
        "bullet_count": 1,
        "heading": "Professional Attributes",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "a Good communication skills, both",
          "last_5_words": "verbal and written"
        },
        "text": "a Good communication skills, both verbal and written",
        "word_count": 10
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "www.accenture.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "680628c4-90b8-44ed-bd2f-16478e2aac19",
  "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
      }
    ],
    "kra_match_roles": [
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": [
          {
            "kra_text": "service interface design and implementation",
            "sentence": "a Act as the ongoing interface between the client and the system or application",
            "similarity": 0.5274
          },
          {
            "kra_text": "defect investigation and resolution",
            "sentence": "c Can accurately define a client issue and can interpret and design a resolution based on deep product knowledge",
            "similarity": 0.4291
          },
          {
            "kra_text": "service-level technical collaboration",
            "sentence": "b Dedicated to quality, using exceptional communication skills to keep our world class systems running",
            "similarity": 0.3921
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 83,
        "score": 0.4495,
        "slug": "dotnet-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "service interface design",
            "sentence": "a Act as the ongoing interface between the client and the system or application",
            "similarity": 0.5247
          },
          {
            "kra_text": "defect investigation and resolution",
            "sentence": "c Can accurately define a client issue and can interpret and design a resolution based on deep product knowledge",
            "similarity": 0.429
          },
          {
            "kra_text": "defect investigation and resolution",
            "sentence": "b Dedicated to quality, using exceptional communication skills to keep our world class systems running",
            "similarity": 0.3653
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.4396,
        "slug": "go-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Web Developer",
        "kra_matches": [
          {
            "kra_text": "connect interfaces to application services",
            "sentence": "a Act as the ongoing interface between the client and the system or application",
            "similarity": 0.6178
          },
          {
            "kra_text": "debug browser-based product issues",
            "sentence": "c Can accurately define a client issue and can interpret and design a resolution based on deep product knowledge",
            "similarity": 0.3823
          },
          {
            "kra_text": "connect interfaces to application services",
            "sentence": "b Dedicated to quality, using exceptional communication skills to keep our world class systems running",
            "similarity": 0.3109
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 0.437,
        "slug": "web-developer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "external system integration implementation",
            "sentence": "a Act as the ongoing interface between the client and the system or application",
            "similarity": 0.4956
          },
          {
            "kra_text": "defect troubleshooting and resolution",
            "sentence": "c Can accurately define a client issue and can interpret and design a resolution based on deep product knowledge",
            "similarity": 0.4414
          },
          {
            "kra_text": "defect troubleshooting and resolution",
            "sentence": "b Dedicated to quality, using exceptional communication skills to keep our world class systems running",
            "similarity": 0.3725
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.4365,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "external system integration",
            "sentence": "a Act as the ongoing interface between the client and the system or application",
            "similarity": 0.4868
          },
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "b Dedicated to quality, using exceptional communication skills to keep our world class systems running",
            "similarity": 0.3897
          },
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "c Can accurately define a client issue and can interpret and design a resolution based on deep product knowledge",
            "similarity": 0.3729
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 228,
        "score": 0.4165,
        "slug": "drupal-dev",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Agile",
          "Scrum"
        ],
        "role_id": 121,
        "score": 0.6667,
        "slug": "engineering-manager",
        "total_count": 3
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Scrum Master / Agile Coach",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 120,
      "score": 0.93,
      "slug": "scrum-master-agile-coach",
      "total_count": null
    },
    "confidence": 0.93,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Agile Delivery Coordination",
      "Scrum Facilitation",
      "Stakeholder Communication",
      "Cloud Migration Support",
      "Issue Clarification and Resolution"
    ],
    "matched_kras": [
      "Act as the ongoing interface between the client and the system or application",
      "Dedicated to quality, using exceptional communication skills",
      "accurately define a client issue",
      "interpret and design a resolution based on deep product knowledge",
      "Tracking, Scheduling, Follow ups"
    ],
    "matched_skills": [
      "Agile Framework",
      "Scrum Master",
      "Public Cloud Migration",
      "communication skills",
      "verbal and written"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Tech-Adjacent; The JD centers on Agile/Scrum coordination, tracking and follow-ups, and delivery communication, which best matches a Scrum Master / Agile Coach.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 6,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1819,
      "r_and_r_preview": "a Agile Framework\nb Scrum Master\nc Tracking, Scheduling, Follow ups\nd Public Cloud Migration Experience\ne Good Communication\nf Minimum of experience\n\na Act as the ongoing interface between the client ",
      "role_display_name": "Scrum Master / Agile Coach",
      "role_slug": "scrum-master-agile-coach",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 23972,
        "role_display_name": "Scrum Master / Agile Coach",
        "role_slug": "scrum-master-agile-coach",
        "skill_name": "Cloud Migration",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": 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": 868,
      "existing_alias_text": "Agile",
      "input_term": "Agile",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 3594,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1851,
      "existing_alias_text": "Scrum",
      "input_term": "Scrum",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 3627,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Engineering Manager",
      "id": 121,
      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Scrum Master / Agile Coach",
    "id": 120,
    "rationale": "Domain=Tech-Adjacent; The JD centers on Agile/Scrum coordination, tracking and follow-ups, and delivery communication, which best matches a Scrum Master / Agile Coach.",
    "role_archetype": null,
    "slug": "scrum-master-agile-coach",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Agile",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Software Concepts, Patterns \u0026 Practices",
        "id": 478,
        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
        "slug": "software-concepts-patterns-practices",
        "source": "db"
      },
      "input_skill": "Agile",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
          "id": 121,
          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Scrum",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Software Concepts, Patterns \u0026 Practices",
        "id": 478,
        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
        "slug": "software-concepts-patterns-practices",
        "source": "db"
      },
      "input_skill": "Scrum",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
          "id": 121,
          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "Agile",
    "Scrum",
    "Cloud Migration"
  ],
  "input_llm_skills": [
    "Agile",
    "Scrum",
    "Cloud Migration"
  ],
  "new_aliases_persisted": 0,
  "run_id": "680628c4-90b8-44ed-bd2f-16478e2aac19",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 3594,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Agile",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Scrum",
          "alias_type": "CANONICAL",
          "id": 1851,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 3627,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Scrum",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Scrum",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Scrum",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Cloud Migration",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "cloud-migration",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Cloud Migration"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Scrum Master / Agile Coach",
    "id": 120,
    "rationale": "Domain=Tech-Adjacent; The JD centers on Agile/Scrum coordination, tracking and follow-ups, and delivery communication, which best matches a Scrum Master / Agile Coach.",
    "role_archetype": null,
    "slug": "scrum-master-agile-coach",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "Scrum",
      "tag": "in_db"
    },
    {
      "skill": "Cloud Migration",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 120,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Agile",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 120,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Agile",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 120,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Scrum",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 120,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Scrum",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "680628c4-90b8-44ed-bd2f-16478e2aac19"
}