← Back to history

Pipeline run

32308e04-d1b0-4452-a749-ec9ca60537ca

Pipeline LLM cost (USD)
API 1: $0.0032 API 2: $0.0002 API 3: $0.0000 Total: $0.0034

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Integration and event handling
Own Workday HCM data conversion for global rollouts: define migration/extraction approach with clients and consultants, validate legacy data, run ETL via Workday iLoad, and fix conversion issues while keeping GDPR in mind.
""completion of extraction, transformation and load of customer data into Workday""
Tech stack maturity
Mainstream Modern
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 (5)
Workday Workday HCM Workday iLoad ETL GDPR
Skill cluster (2 dimension groups, role-scoped)
Compliance and Security Frameworks
GDPR
Cross-cutting / unaligned
Workday Workday HCM Workday iLoad ETL
Show KRA description ↓
a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of configuration and completion of extraction, transformation and load of customer data into Workday c: Assist customers with data extraction, defining the data requirements, and working on validating and correcting the data coming from their legacy systems and prepare for the data conversion cycle a: Experience implementing, configuring and supporting Workday HCM for global rollouts b: Experience using Workday iLoad for Data Conversion c: Experience in resolving technical issues in the conversion process d: Good exposure to GDPR requirements a: Good verbal and written communication skills to connect with customers at varying levels of the organization b: Ability to operate independently and make decisions with little direct supervision

Signals

Skill
Alias backend-engineer
1.00
KRA data-engineer
0.38

Post-classification

Centroidupdated · n=1429
Alias collision log
New-role queue
New skills captured4
New KRA capturedyes

Captured for admin review

Workday primary Backend Developer pending
Workday HCM primary Backend Developer pending
Workday iLoad primary Backend Developer pending
ETL primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of conf…

Status: completed Created: 2026-05-27T16:30:38.311781Z Updated: 2026-05-27T16:32:02.375518Z API 3 duration: 12297 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

Backend Developer

CASE A

slug: backend-engineer · id: 1 · source: db

Exact alias hit on backend-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict

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 624,000 people deliver on thepromise 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 : 11

Work Experience : 2.5-4 years

Work Location : Bengaluru

Must Have Skills :Informatica PowerCenter

Good To Have Skills :Data Analytics and Interpretation,Talend ETL

Job Requirements : 

Key Responsibilities : a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of configuration and completion of extraction, transformation and load of customer data into Workday c: Assist customers with data extraction, defining the data requirements, and working on validating and correcting the data coming from their legacy systems and prepare for the data conversion cycle

Technical Experience : a: Experience implementing, configuring and supporting Workday HCM for global rollouts b: Experience using Workday iLoad for Data Conversion c: Experience in resolving technical issues in the conversion process d: Good exposure to GDPR requirements

Professional Attributes : a: Good verbal and written communication skills to connect with customers at varying levels of the organization b: Ability to operate independently and make decisions with little direct supervision

Educational Qualification : a: Certification in Workday HCM Principal d: Certification in Workday Data

Additional Information : a: SAP Functional Consultant with LSMW knowledge b: Peoplesoft Professionals with Data Conversion

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.

Workday 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
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Workday HCM 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
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Workday iLoad 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
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
ETL 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
Data Engineering Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
GDPR Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: GDPR id=402 · gdpr

Aliases — catalog

  • GDPR (CANONICAL) primary

Context tags (catalog)

DPA DPIA DPO RoPA SCCs accountability audit trail compliance consent consent management controller cross-border transfers data breach data breach notification data minimization data portability data privacy data processing data processing agreement data protection data protection officer data subject data subject rights encryption lawful basis personal data privacy by design privacy impact assessment privacy policy processor records of processing regulatory framework right to access right to erasure third-party vendors

Stored enrichment (catalog DB)

Category
Standard
Sub-category
Privacy Regulation Standard
Vendor
European Union
Year introduced
2016
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: GDPR is a widely cited compliance requirement in job postings for product, legal, security, and data roles across EU-facing companies; it remains an active regulatory standard rather than a niche tool.

Skill profile (library / DB)

Skill nature
STANDARD
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
12
Sub-category id
3215
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Compliance and Security Frameworks Catalog dimension db id 73

    Library dimension (catalog)

    Roles linked in library: Cloud Security Engineer, Cyber Security Engineer

  • Standards, Protocols & Compliance Catalog dimension db id 452

    Library dimension (catalog)

    Roles linked in library: Engineering Manager, Sitecore Dev

  • Web Standards & Compliance Catalog dimension db id 343

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • Web Standards, Protocols & Compliance Catalog dimension db id 436

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Compliance and Security Frameworks
compliance-and-security-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards, Protocols & Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web Standards & Compliance
web-standards-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web Standards, Protocols & Compliance
web-standards-protocols-compliance
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
GDPR in_db
Compliance and Security Frameworks
compliance-and-security-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
GDPR in_db
Standards, Protocols & Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
GDPR in_db
Web Standards & Compliance
web-standards-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
GDPR in_db
Web Standards, Protocols & Compliance
web-standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Workday | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Workday HCM | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Workday iLoad | type=Cloud Platforms subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed ETL | type=Data Engineering Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleApplication Developer
CompanyAccenture
Experience2.5-4 years
DomainIT Services & Consulting
Location Bengaluru, India
JD type pass

Certifications

Certification in Workday HCM Principal Certification in Workday Data
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Accenture is a global professional",
      "last_5_words": "people, 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 624,000 people deliver on thepromise 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
  },
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "Informatica",
    "Make",
    "Analytics",
    "Cloud",
    "Role",
    "Location",
    "GDPR"
  ],
  "certifications": [
    "Certification in Workday HCM Principal",
    "Certification in Workday Data"
  ],
  "company_name": "Accenture",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": null,
      "qualification": "Certification - Workday HCM Principal",
      "raw": "Certification in Workday HCM Principal",
      "requirement": "required"
    },
    {
      "level": null,
      "qualification": "Certification - Workday Data",
      "raw": "Certification in Workday Data",
      "requirement": "required"
    },
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s - Any Discipline",
      "raw": "15 years of full time education",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 4,
    "min": 2,
    "raw": "2.5-4 years"
  },
  "job_locations": [
    {
      "aliases": [
        "Bangalore"
      ],
      "city": "Bengaluru",
      "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": 3,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "a: Understand Workdays Implementation Methodology",
        "last_5_words": "prepare for the data conversion cycle"
      },
      "text": "a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of configuration and completion of extraction, transformation and load of customer data into Workday c: Assist customers with data extraction, defining the data requirements, and working on validating and correcting the data coming from their legacy systems and prepare for the data conversion cycle",
      "word_count": 56
    },
    {
      "bullet_count": 4,
      "heading": "Technical Experience",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "a: Experience implementing, configuring and",
        "last_5_words": "exposure to GDPR requirements"
      },
      "text": "a: Experience implementing, configuring and supporting Workday HCM for global rollouts b: Experience using Workday iLoad for Data Conversion c: Experience in resolving technical issues in the conversion process d: Good exposure to GDPR requirements",
      "word_count": 48
    },
    {
      "bullet_count": 2,
      "heading": "Professional Attributes",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "a: Good verbal and written",
        "last_5_words": "with little direct supervision"
      },
      "text": "a: Good verbal and written communication skills to connect with customers at varying levels of the organization b: Ability to operate independently and make decisions with little direct supervision",
      "word_count": 34
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "www.accenture.com"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Workday"
    },
    {
      "is_primary": true,
      "skill_name": "Workday HCM"
    },
    {
      "is_primary": true,
      "skill_name": "Workday iLoad"
    },
    {
      "is_primary": true,
      "skill_name": "ETL"
    },
    {
      "is_primary": false,
      "skill_name": "GDPR"
    }
  ],
  "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": "people, 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 624,000 people deliver on thepromise 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
    },
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "Informatica",
      "Make",
      "Analytics",
      "Cloud",
      "Role",
      "Location",
      "GDPR"
    ],
    "certifications": [
      "Certification in Workday HCM Principal",
      "Certification in Workday Data"
    ],
    "company_name": "Accenture",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": null,
        "qualification": "Certification - Workday HCM Principal",
        "raw": "Certification in Workday HCM Principal",
        "requirement": "required"
      },
      {
        "level": null,
        "qualification": "Certification - Workday Data",
        "raw": "Certification in Workday Data",
        "requirement": "required"
      },
      {
        "level": "Bachelor\u0027s",
        "qualification": "Bachelor\u0027s - Any Discipline",
        "raw": "15 years of full time education",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 4,
      "min": 2,
      "raw": "2.5-4 years"
    },
    "job_locations": [
      {
        "aliases": [
          "Bangalore"
        ],
        "city": "Bengaluru",
        "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": 3,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "a: Understand Workdays Implementation Methodology",
          "last_5_words": "prepare for the data conversion cycle"
        },
        "text": "a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of configuration and completion of extraction, transformation and load of customer data into Workday c: Assist customers with data extraction, defining the data requirements, and working on validating and correcting the data coming from their legacy systems and prepare for the data conversion cycle",
        "word_count": 56
      },
      {
        "bullet_count": 4,
        "heading": "Technical Experience",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "a: Experience implementing, configuring and",
          "last_5_words": "exposure to GDPR requirements"
        },
        "text": "a: Experience implementing, configuring and supporting Workday HCM for global rollouts b: Experience using Workday iLoad for Data Conversion c: Experience in resolving technical issues in the conversion process d: Good exposure to GDPR requirements",
        "word_count": 48
      },
      {
        "bullet_count": 2,
        "heading": "Professional Attributes",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "a: Good verbal and written",
          "last_5_words": "with little direct supervision"
        },
        "text": "a: Good verbal and written communication skills to connect with customers at varying levels of the organization b: Ability to operate independently and make decisions with little direct supervision",
        "word_count": 34
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "www.accenture.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "32308e04-d1b0-4452-a749-ec9ca60537ca",
  "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": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of configuration and completion of extraction, transformation and load of customer data into Workday c: Assist customers with data extraction, defining the data requirements, and working on validating and correcting the data coming from their legacy systems and prepare for the data conversion cycle",
            "similarity": 0.5185
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "a: Experience implementing, configuring and supporting Workday HCM for global rollouts b: Experience using Workday iLoad for Data Conversion c: Experience in resolving technical issues in the conversion process d: Good exposure to GDPR requirements",
            "similarity": 0.4034
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "a: Good verbal and written communication skills to connect with customers at varying levels of the organization b: Ability to operate independently and make decisions with little direct supervision",
            "similarity": 0.2263
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.3827,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "a: Good verbal and written communication skills to connect with customers at varying levels of the organization b: Ability to operate independently and make decisions with little direct supervision",
            "similarity": 0.3813
          },
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of configuration and completion of extraction, transformation and load of customer data into Workday c: Assist customers with data extraction, defining the data requirements, and working on validating and correcting the data coming from their legacy systems and prepare for the data conversion cycle",
            "similarity": 0.3779
          },
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "a: Experience implementing, configuring and supporting Workday HCM for global rollouts b: Experience using Workday iLoad for Data Conversion c: Experience in resolving technical issues in the conversion process d: Good exposure to GDPR requirements",
            "similarity": 0.3465
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.3686,
        "slug": "engineering-manager",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of configuration and completion of extraction, transformation and load of customer data into Workday c: Assist customers with data extraction, defining the data requirements, and working on validating and correcting the data coming from their legacy systems and prepare for the data conversion cycle",
            "similarity": 0.4322
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "a: Experience implementing, configuring and supporting Workday HCM for global rollouts b: Experience using Workday iLoad for Data Conversion c: Experience in resolving technical issues in the conversion process d: Good exposure to GDPR requirements",
            "similarity": 0.3824
          },
          {
            "kra_text": "exception, escalation, and assignment handling",
            "sentence": "a: Good verbal and written communication skills to connect with customers at varying levels of the organization b: Ability to operate independently and make decisions with little direct supervision",
            "similarity": 0.2519
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.3555,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Defines cloud adoption roadmaps, lift-and-shift vs. refactor migration strategies, and landing zone architectures for workloads moving to AWS, Azure, or GCP.",
            "sentence": "a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of configuration and completion of extraction, transformation and load of customer data into Workday c: Assist customers with data extraction, defining the data requirements, and working on validating and correcting the data coming from their legacy systems and prepare for the data conversion cycle",
            "similarity": 0.4099
          },
          {
            "kra_text": "Defines cloud adoption roadmaps, lift-and-shift vs. refactor migration strategies, and landing zone architectures for workloads moving to AWS, Azure, or GCP.",
            "sentence": "a: Experience implementing, configuring and supporting Workday HCM for global rollouts b: Experience using Workday iLoad for Data Conversion c: Experience in resolving technical issues in the conversion process d: Good exposure to GDPR requirements",
            "similarity": 0.3678
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "a: Good verbal and written communication skills to connect with customers at varying levels of the organization b: Ability to operate independently and make decisions with little direct supervision",
            "similarity": 0.2772
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.3516,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "MLOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
            "sentence": "a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of configuration and completion of extraction, transformation and load of customer data into Workday c: Assist customers with data extraction, defining the data requirements, and working on validating and correcting the data coming from their legacy systems and prepare for the data conversion cycle",
            "similarity": 0.4128
          },
          {
            "kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
            "sentence": "a: Experience implementing, configuring and supporting Workday HCM for global rollouts b: Experience using Workday iLoad for Data Conversion c: Experience in resolving technical issues in the conversion process d: Good exposure to GDPR requirements",
            "similarity": 0.3798
          },
          {
            "kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
            "sentence": "a: Good verbal and written communication skills to connect with customers at varying levels of the organization b: Ability to operate independently and make decisions with little direct supervision",
            "similarity": 0.2261
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 16,
        "score": 0.3395,
        "slug": "ml-ops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "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
    },
    "confidence": 1.0,
    "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": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1429,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1524,
      "r_and_r_preview": "a: Understand Workdays Implementation Methodology and use it for implementation b: Work directly with clients, functional and integration consultants in defining conversion approach, migration of conf",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 20490,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Workday",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 20491,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Workday HCM",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 20492,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Workday iLoad",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 20493,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "ETL",
        "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": 718,
      "existing_alias_text": "GDPR",
      "input_term": "GDPR",
      "matched_canonical": {
        "category_id": 12,
        "display_name": "GDPR",
        "id": 402,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "gdpr",
        "sub_category_id": 3215,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Cloud Security Engineer",
      "id": 23,
      "rationale": null,
      "role_archetype": null,
      "slug": "cloud-security-engineer",
      "source": "db"
    },
    {
      "display_name": "Cyber Security Engineer",
      "id": 5,
      "rationale": null,
      "role_archetype": null,
      "slug": "cybersecurity-engineer",
      "source": "db"
    },
    {
      "display_name": "Engineering Manager",
      "id": 121,
      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    },
    {
      "display_name": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
    {
      "display_name": "WordPress Dev",
      "id": 227,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
      "source": "db"
    },
    {
      "display_name": "Shopify Dev",
      "id": 230,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "shopify-dev",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Compliance and Security Frameworks",
        "id": 73,
        "rationale": "Formal control frameworks and regulatory standards used to assess and document security posture. This dimension is coherent because the role translates technical controls into auditable requirements and evidence.",
        "slug": "compliance-and-security-frameworks",
        "source": "db"
      },
      "input_skill": "GDPR",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Cloud Security Engineer",
          "id": 23,
          "rationale": null,
          "role_archetype": null,
          "slug": "cloud-security-engineer",
          "source": "db"
        },
        {
          "display_name": "Cyber Security Engineer",
          "id": 5,
          "rationale": null,
          "role_archetype": null,
          "slug": "cybersecurity-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Standards, Protocols \u0026 Compliance",
        "id": 452,
        "rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
        "slug": "standards-protocols-compliance",
        "source": "db"
      },
      "input_skill": "GDPR",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
          "id": 121,
          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
          "source": "db"
        },
        {
          "display_name": "Sitecore Dev",
          "id": 233,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "sitecore-dev",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Web Standards \u0026 Compliance",
        "id": 343,
        "rationale": "Ensuring WordPress sites adhere to web markup, styling, accessibility, and privacy regulations.",
        "slug": "web-standards-compliance",
        "source": "db"
      },
      "input_skill": "GDPR",
      "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": "Web Standards, Protocols \u0026 Compliance",
        "id": 436,
        "rationale": "Adhering to industry standards and regulatory compliance when designing and integrating storefront solutions.",
        "slug": "web-standards-protocols-compliance",
        "source": "db"
      },
      "input_skill": "GDPR",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Shopify Dev",
          "id": 230,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "shopify-dev",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "Workday",
    "Workday HCM",
    "Workday iLoad",
    "ETL",
    "GDPR"
  ],
  "input_llm_skills": [
    "Workday",
    "Workday HCM",
    "Workday iLoad",
    "ETL",
    "GDPR"
  ],
  "new_aliases_persisted": 0,
  "run_id": "32308e04-d1b0-4452-a749-ec9ca60537ca",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Workday",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "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": "workday",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Workday HCM",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "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": "workday-hcm",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Workday iLoad",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "TOOL",
          "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": "workday-iload",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ETL",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering Tools",
          "skill_nature": "CONCEPT",
          "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": "etl",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "GDPR",
          "alias_type": "CANONICAL",
          "id": 718,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 12,
        "display_name": "GDPR",
        "id": 402,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "gdpr",
        "sub_category_id": 3215,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Compliance and Security Frameworks",
            "id": 73,
            "rationale": "Formal control frameworks and regulatory standards used to assess and document security posture. This dimension is coherent because the role translates technical controls into auditable requirements and evidence.",
            "slug": "compliance-and-security-frameworks",
            "source": "db"
          },
          "input_skill": "GDPR",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Security Engineer",
              "id": 23,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-security-engineer",
              "source": "db"
            },
            {
              "display_name": "Cyber Security Engineer",
              "id": 5,
              "rationale": null,
              "role_archetype": null,
              "slug": "cybersecurity-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Standards, Protocols \u0026 Compliance",
            "id": 452,
            "rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
            "slug": "standards-protocols-compliance",
            "source": "db"
          },
          "input_skill": "GDPR",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            },
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Web Standards \u0026 Compliance",
            "id": 343,
            "rationale": "Ensuring WordPress sites adhere to web markup, styling, accessibility, and privacy regulations.",
            "slug": "web-standards-compliance",
            "source": "db"
          },
          "input_skill": "GDPR",
          "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": "Web Standards, Protocols \u0026 Compliance",
            "id": 436,
            "rationale": "Adhering to industry standards and regulatory compliance when designing and integrating storefront solutions.",
            "slug": "web-standards-protocols-compliance",
            "source": "db"
          },
          "input_skill": "GDPR",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Shopify Dev",
              "id": 230,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "shopify-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "GDPR",
      "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": [
    "Workday",
    "Workday HCM",
    "Workday iLoad",
    "ETL"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Workday",
      "tag": "new"
    },
    {
      "skill": "Workday HCM",
      "tag": "new"
    },
    {
      "skill": "Workday iLoad",
      "tag": "new"
    },
    {
      "skill": "ETL",
      "tag": "new"
    },
    {
      "skill": "GDPR",
      "tag": "in_db"
    }
  ],
  "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": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Compliance and Security Frameworks",
          "id": 73,
          "rationale": "Formal control frameworks and regulatory standards used to assess and document security posture. This dimension is coherent because the role translates technical controls into auditable requirements and evidence.",
          "slug": "compliance-and-security-frameworks",
          "source": "db"
        },
        "dimension_id": 73,
        "input_skill": "GDPR",
        "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": "Cloud Security Engineer",
            "id": 23,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-security-engineer",
            "source": "db"
          },
          {
            "display_name": "Cyber Security Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 402,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Standards, Protocols \u0026 Compliance",
          "id": 452,
          "rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
          "slug": "standards-protocols-compliance",
          "source": "db"
        },
        "dimension_id": 452,
        "input_skill": "GDPR",
        "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"
          },
          {
            "display_name": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 402,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Web Standards \u0026 Compliance",
          "id": 343,
          "rationale": "Ensuring WordPress sites adhere to web markup, styling, accessibility, and privacy regulations.",
          "slug": "web-standards-compliance",
          "source": "db"
        },
        "dimension_id": 343,
        "input_skill": "GDPR",
        "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": "WordPress Dev",
            "id": 227,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "wordpress-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 402,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Web Standards, Protocols \u0026 Compliance",
          "id": 436,
          "rationale": "Adhering to industry standards and regulatory compliance when designing and integrating storefront solutions.",
          "slug": "web-standards-protocols-compliance",
          "source": "db"
        },
        "dimension_id": 436,
        "input_skill": "GDPR",
        "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": "Shopify Dev",
            "id": 230,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "shopify-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 402,
        "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": "32308e04-d1b0-4452-a749-ec9ca60537ca"
}