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Pipeline run

cbef8fd5-6ad1-4170-b3d7-88f130305895

Pipeline LLM cost (USD)
API 1: $0.0083 API 2: $0.0005 API 3: $0.0000 Total: $0.0089

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · SAP ABAP on HANA Application Development
Build and support SAP ABAP on HANA features end to end, including technical design, coding, testing, issue resolution, and SLA-driven stakeholder support. Also create/modify data dictionary objects, reports, interfaces, and forms while applying HANA/ABAP tools and performance practices.
""Working on the end to end feature development and solving challenges faced in the implementation.""
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): AI
Evidence — skills matched in JD (14)
ABAP SAP HANA HANA Studio ABAP Development Tools ADBC Native SQL ABAP Core Data Services ALV HANA Live SAP Data Dictionary SAP Scripts Smart Forms Adobe Forms RICEF
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
ABAP SAP HANA HANA Studio ABAP Development Tools ADBC Native SQL ABAP Core Data Services ALV HANA Live SAP Data Dictionary SAP Scripts Smart Forms Adobe Forms RICEF
Show KRA description ↓
As a Software Developer you'll participate in many aspects of the software development lifecycle, such as design, code implementation, testing, and support. You will create software that enables your clients' hybrid-cloud and AI journeys. Your primary responsibilities include: Comprehensive Feature Development and Issue Resolution: Working on the end to end feature development and solving challenges faced in the implementation. Stakeholder Collaboration and Issue Resolution: Collaborate with key stakeholders, internal and external, to understand the problems, issues with the product and features and solve the issues as per SLAs defined. Continuous Learning and Technology Integration: Being eager to learn new technologies and implementing the same in feature development. • 4 -12 years of experience required. • The ABAP on HANA Application Developers would possess the knowledge of the following topics and apply them to bring in value and innovation to client engagements: SAP HANA Technical Concept and Architecture, Data Modelling using HANA Studio, ABAP Development Tools (ADT), Code Performance Rules and Guidelines for SAP HANA, ADBC, Native SQL, ABAP Core data Services, Data Base Procedures, Text Search, ALV on HANA, and HANA Live models consumption. • Designing and developing, data dictionary objects, data elements, domains, structures, views, lock objects, search helps and in formatting the output of SAP documents with multiple options. • Modifying standard layout sets in SAP Scripts, Smart forms & Adobe Forms • Development experience in RICEF (Reports, Interfaces, Conversions, Enhancements, Forms and Reports • Experience in working in Implementation, Upgrade, Maintenance and Post Production support projects would be an advantage • Understanding of SAP functional requirement, conversion into Technical design and development using ABAP Language for Report, Interface, Conversion, Enhancement and Forms in implementation or support projects

Signals

Skill
Alias
KRA full-stack-engineer
0.50

Post-classification

Centroidupdated · n=1
Alias collision log
New-role queue
New skills captured14
New KRA capturedyes

Captured for admin review

ABAP primary SAP ABAP Developer pending
SAP HANA primary SAP ABAP Developer pending
HANA Studio primary SAP ABAP Developer pending
ABAP Development Tools primary SAP ABAP Developer pending
ADBC primary SAP ABAP Developer pending
Native SQL primary SAP ABAP Developer pending
ABAP Core Data Services primary SAP ABAP Developer pending
ALV primary SAP ABAP Developer pending
HANA Live primary SAP ABAP Developer pending
SAP Data Dictionary primary SAP ABAP Developer pending
SAP Scripts primary SAP ABAP Developer pending
Smart Forms primary SAP ABAP Developer pending
Adobe Forms primary SAP ABAP Developer pending
RICEF primary SAP ABAP Developer pending
R&R fragment (sim 0.00) SAP ABAP Developer pending

As a Software Developer you'll participate in many aspects of the software development lifecycle, such as design, code implementation, testing, and support. You will create software that enables your …

Status: completed Created: 2026-05-27T17:38:49.735192Z Updated: 2026-05-27T17:40:06.613482Z API 3 duration: 2421 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

SAP ABAP Developer

domain · SAP CASE DOMAIN

slug: sap-abap-developer · id: 157 · source: db

Domain=SAP; The JD is centered on ABAP on HANA development, SAP Scripts/Smart Forms/Adobe Forms, RICEF, and SAP support/implementation work, which best matches SAP ABAP Developer.

Matched skills

ABAP on HANASAP HANAData ModellingHANA StudioABAP Development Tools (ADT)ADBCNative SQLABAP Core data ServicesData Base ProceduresText SearchALV on HANAHANA Live models consumptionSAP ScriptsSmart formsAdobe FormsRICEF

Matched dimensions

ABAP application developmentHANA-based developmentForm and report developmentFeature development and issue resolutionImplementation and production support

Matched KRAs

participate in software development lifecyclework on end to end feature developmentsolve challenges faced in the implementationcollaborate with key stakeholdersunderstand product and feature issuessolve the issues as per SLAsmodifying standard layout sets in SAP Scriptsdevelopment experience in RICEFconvert SAP functional requirement into technical design

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

Introduction

A career in IBM Consulting is built on long-term client relationships and close collaboration worldwide. You’ll work with leading companies across industries, helping them shape their hybrid cloud and AI journeys. With support from our strategic partners, robust IBM technology, and Red Hat, you’ll have the tools to drive meaningful change and accelerate client impact. At IBM Consulting, curiosity fuels success. You’ll be encouraged to challenge the norm, explore new ideas, and create innovative solutions that deliver real results. Our culture of growth and empathy focuses on your long-term career development while valuing your unique skills and experiences.

Your Role And Responsibilities

As a Software Developer you'll participate in many aspects of the software development lifecycle, such as design, code implementation, testing, and support. You will create software that enables your clients' hybrid-cloud and AI journeys. Your primary responsibilities include: Comprehensive Feature Development and Issue Resolution: Working on the end to end feature development and solving challenges faced in the implementation. Stakeholder Collaboration and Issue Resolution: Collaborate with key stakeholders, internal and external, to understand the problems, issues with the product and features and solve the issues as per SLAs defined. Continuous Learning and Technology Integration: Being eager to learn new technologies and implementing the same in feature development.

Preferred Education

Master's Degree

Required Technical And Professional Expertise

• 4 -12 years of experience required.
• The ABAP on HANA Application Developers would possess the knowledge of the following topics and apply them to bring in value and innovation to client engagements: SAP HANA Technical Concept and Architecture, Data Modelling using HANA Studio, ABAP Development Tools (ADT), Code Performance Rules and Guidelines for SAP HANA, ADBC, Native SQL, ABAP Core data Services, Data Base Procedures, Text Search, ALV on HANA, and HANA Live models consumption.
• Designing and developing, data dictionary objects, data elements, domains, structures, views, lock objects, search helps and in formatting the output of SAP documents with multiple options.
• Modifying standard layout sets in SAP Scripts, Smart forms & Adobe Forms
• Development experience in RICEF (Reports, Interfaces, Conversions, Enhancements, Forms and Reports


Preferred Technical And Professional Experience

• Experience in working in Implementation, Upgrade, Maintenance and Post Production support projects would be an advantage
• Understanding of SAP functional requirement, conversion into Technical design and development using ABAP Language for Report, Interface, Conversion, Enhancement and Forms in implementation or support projects

Skills from this JD

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

ABAP 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
Programming Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SAP HANA 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
Databases
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
HANA Studio 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
ABAP Development Tools 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
ADBC 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Native SQL 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
Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
ABAP Core Data Services 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
ALV 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
HANA Live 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
SAP Data Dictionary 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SAP Scripts 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Smart Forms 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Adobe Forms 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
RICEF 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed ABAP | type=Programming Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR
canonical_skill_proposed SAP HANA | type=Databases subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed HANA Studio | type=Development Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed ABAP Development Tools | type=Development Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed ADBC | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Native SQL | type=Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR
canonical_skill_proposed ABAP Core Data Services | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed ALV | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed HANA Live | type=Concepts subtype=general nature=CONCEPT lifespan=SHORT_LIVED
canonical_skill_proposed SAP Data Dictionary | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed SAP Scripts | type=Development Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Smart Forms | type=Development Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Adobe Forms | type=Development Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed RICEF | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Developer
CompanyIBM Consulting
Experience4 -12 years of experience required.
DomainIT Services & Consulting
JD type pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "ABAP"
    },
    {
      "is_primary": true,
      "skill_name": "SAP HANA"
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        "display_name": "Fullstack Developer",
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            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
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          },
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          },
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        "kra_matches": [
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            "similarity": 0.4956
          },
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            "similarity": 0.4462
          },
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.4596,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
            "sentence": "Designing and developing, data dictionary objects, data elements, domains, structures, views, lock objects, search helps and in formatting the output of SAP documents with multiple options.",
            "similarity": 0.5879
          },
          {
            "kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
            "sentence": "Understanding of SAP functional requirement, conversion into Technical design and development using ABAP Language for Report, Interface, Conversion, Enhancement and Forms in implementation or support projects",
            "similarity": 0.3947
          },
          {
            "kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
            "sentence": "Development experience in RICEF (Reports, Interfaces, Conversions, Enhancements, Forms and Reports",
            "similarity": 0.3931
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.4586,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Stakeholder Collaboration and Issue Resolution: Collaborate with key stakeholders, internal and external, to understand the problems, issues with the product and features and solve the issues as per SLAs defined.",
            "similarity": 0.5084
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Understanding of SAP functional requirement, conversion into Technical design and development using ABAP Language for Report, Interface, Conversion, Enhancement and Forms in implementation or support projects",
            "similarity": 0.4357
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Your primary responsibilities include: Comprehensive Feature Development and Issue Resolution: Working on the end to end feature development and solving challenges faced in the implementation.",
            "similarity": 0.4171
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4537,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "service contract collaboration",
            "sentence": "Stakeholder Collaboration and Issue Resolution: Collaborate with key stakeholders, internal and external, to understand the problems, issues with the product and features and solve the issues as per SLAs defined.",
            "similarity": 0.5079
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Development experience in RICEF (Reports, Interfaces, Conversions, Enhancements, Forms and Reports",
            "similarity": 0.4267
          },
          {
            "kra_text": "persistence and data modeling",
            "sentence": "Designing and developing, data dictionary objects, data elements, domains, structures, views, lock objects, search helps and in formatting the output of SAP documents with multiple options.",
            "similarity": 0.4053
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.4466,
        "slug": "java-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "SAP ABAP Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 157,
      "score": 0.99,
      "slug": "sap-abap-developer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "ABAP application development",
      "HANA-based development",
      "Form and report development",
      "Feature development and issue resolution",
      "Implementation and production support"
    ],
    "matched_kras": [
      "participate in software development lifecycle",
      "work on end to end feature development",
      "solve challenges faced in the implementation",
      "collaborate with key stakeholders",
      "understand product and feature issues",
      "solve the issues as per SLAs",
      "modifying standard layout sets in SAP Scripts",
      "development experience in RICEF",
      "convert SAP functional requirement into technical design"
    ],
    "matched_skills": [
      "ABAP on HANA",
      "SAP HANA",
      "Data Modelling",
      "HANA Studio",
      "ABAP Development Tools (ADT)",
      "ADBC",
      "Native SQL",
      "ABAP Core data Services",
      "Data Base Procedures",
      "Text Search",
      "ALV on HANA",
      "HANA Live models consumption",
      "SAP Scripts",
      "Smart forms",
      "Adobe Forms",
      "RICEF"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=SAP; The JD is centered on ABAP on HANA development, SAP Scripts/Smart Forms/Adobe Forms, RICEF, and SAP support/implementation work, which best matches SAP ABAP Developer.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1924,
      "r_and_r_preview": "As a Software Developer you\u0027ll participate in many aspects of the software development lifecycle, such as design, code implementation, testing, and support. You will create software that enables your ",
      "role_display_name": "SAP ABAP Developer",
      "role_slug": "sap-abap-developer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 24807,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "ABAP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24808,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "SAP HANA",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24809,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "HANA Studio",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24810,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "ABAP Development Tools",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24811,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "ADBC",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24812,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "Native SQL",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24813,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "ABAP Core Data Services",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24814,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "ALV",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24815,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "HANA Live",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24817,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "SAP Data Dictionary",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24818,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "SAP Scripts",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24820,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "Smart Forms",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24821,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "Adobe Forms",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24823,
        "role_display_name": "SAP ABAP Developer",
        "role_slug": "sap-abap-developer",
        "skill_name": "RICEF",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
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  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "SAP ABAP Developer",
    "id": 157,
    "rationale": "Domain=SAP; The JD is centered on ABAP on HANA development, SAP Scripts/Smart Forms/Adobe Forms, RICEF, and SAP support/implementation work, which best matches SAP ABAP Developer.",
    "role_archetype": null,
    "slug": "sap-abap-developer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "ABAP",
    "SAP HANA",
    "HANA Studio",
    "ABAP Development Tools",
    "ADBC",
    "Native SQL",
    "ABAP Core Data Services",
    "ALV",
    "HANA Live",
    "SAP Data Dictionary",
    "SAP Scripts",
    "Smart Forms",
    "Adobe Forms",
    "RICEF"
  ],
  "input_llm_skills": [
    "ABAP",
    "SAP HANA",
    "HANA Studio",
    "ABAP Development Tools",
    "ADBC",
    "Native SQL",
    "ABAP Core Data Services",
    "ALV",
    "HANA Live",
    "SAP Data Dictionary",
    "SAP Scripts",
    "Smart Forms",
    "Adobe Forms",
    "RICEF"
  ],
  "new_aliases_persisted": 0,
  "run_id": "cbef8fd5-6ad1-4170-b3d7-88f130305895",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ABAP",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Languages",
          "skill_nature": "LANGUAGE",
          "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": "abap",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SAP HANA",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Databases",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
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          "volatility": "MEDIUM"
        },
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        "keep_log": [],
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        "skill_id": "sap-hana",
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        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "HANA Studio",
      "matched_via": null,
      "new_alias_persisted": false,
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      "new_skill_meta": {
        "derived": {
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          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "SHORT_LIVED",
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          "volatility": "FAST"
        },
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        "keep_log": [],
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        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ABAP Development Tools",
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      "new_alias_persisted": false,
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      "new_skill_meta": {
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      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ADBC",
      "matched_via": null,
      "new_alias_persisted": false,
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      "new_skill_meta": {
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          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
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          "volatility": "MEDIUM"
        },
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      },
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      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
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      "new_alias_persisted": false,
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        "derived": {
          "category": "Languages",
          "skill_nature": "LANGUAGE",
          "sub_category": "general",
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        },
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      },
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    },
    {
      "aliases_in_db": [],
      "canonical": null,
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      "input_skill": "ABAP Core Data Services",
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      "new_alias_persisted": false,
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      },
      "source_tag": "llm",
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    },
    {
      "aliases_in_db": [],
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      },
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    },
    {
      "aliases_in_db": [],
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    },
    {
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    },
    {
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      },
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    },
    {
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    },
    {
      "aliases_in_db": [],
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      },
      "source_tag": "llm",
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  ],
  "unmatched_skills": [
    "ABAP",
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    "HANA Studio",
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    "ADBC",
    "Native SQL",
    "ABAP Core Data Services",
    "ALV",
    "HANA Live",
    "SAP Data Dictionary",
    "SAP Scripts",
    "Smart Forms",
    "Adobe Forms",
    "RICEF"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "SAP ABAP Developer",
    "id": 157,
    "rationale": "Domain=SAP; The JD is centered on ABAP on HANA development, SAP Scripts/Smart Forms/Adobe Forms, RICEF, and SAP support/implementation work, which best matches SAP ABAP Developer.",
    "role_archetype": null,
    "slug": "sap-abap-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "ABAP",
      "tag": "new"
    },
    {
      "skill": "SAP HANA",
      "tag": "new"
    },
    {
      "skill": "HANA Studio",
      "tag": "new"
    },
    {
      "skill": "ABAP Development Tools",
      "tag": "new"
    },
    {
      "skill": "ADBC",
      "tag": "new"
    },
    {
      "skill": "Native SQL",
      "tag": "new"
    },
    {
      "skill": "ABAP Core Data Services",
      "tag": "new"
    },
    {
      "skill": "ALV",
      "tag": "new"
    },
    {
      "skill": "HANA Live",
      "tag": "new"
    },
    {
      "skill": "SAP Data Dictionary",
      "tag": "new"
    },
    {
      "skill": "SAP Scripts",
      "tag": "new"
    },
    {
      "skill": "Smart Forms",
      "tag": "new"
    },
    {
      "skill": "Adobe Forms",
      "tag": "new"
    },
    {
      "skill": "RICEF",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "cbef8fd5-6ad1-4170-b3d7-88f130305895"
}