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Pipeline run

e34b80f4-4dda-47dd-8974-dc49ad8c2571

Pipeline LLM cost (USD)
API 1: $0.0059 API 2: $0.0001 API 3: $0.0000 Total: $0.0061

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 · Business Analysis / Requirements
Leads BA teams across insurance projects, translating client needs into requirements and solution inputs, managing stakeholder communication, and improving delivery quality while applying insurance domain and AI/GenAI insights.
"“driving requirements analysis, solution design inputs, and documentation”"
Tech stack maturity
AI-Native & Bleeding-Edge
The primary skill listed is AI, which most strongly aligns with an AI-first, cutting-edge technology stack.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.70 / 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, ML, AI/ML, GenAI
Evidence — skills matched in JD (4)
AI ML GenAI Agile
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
AI ML GenAI Agile
Show KRA description ↓
As the Lead Business Analyst, you will be a key player in driving the success of our projects by leading, inspiring, and mentoring Business Analyst (BA) teams across multiple streams. Acting as the day-to-day business-technology liaison, you will ensure client needs translate into effective, technology-enabled solutions, applying deep insurance domain expertise in delivery. You will focus on ensuring accurate customer deliveries, fostering continuous improvement, and driving growth within the team, while feeding project learnings back to strengthen the wider Business Analysis Practice. • Leadership and Team Management: Lead, inspire, develop, and mentor BA teams with the right analytical, pattern based and consulting thinking, delivering consistent value to our clientele and fostering a collaborative, high-performance culture aligned with the practice's standards. • Project Delivery: Lead the BA workstream across Consulting, IT, data, and custom projects — driving requirements analysis, solution design inputs, and documentation to ensure business needs are accurately captured and translated for delivery teams. • Client Engagement: Act as the primary business-technology liaison for clients — translating business needs into technology requirements and technology capabilities into business terms — while serving as the key day-to-day point of contact, ensuring solutions meet or exceed expectations. • Domain Expertise: Apply deep insurance domain expertise — across verticals such as P&C, Life, or Health — along with a strong understanding of insurance data (policy, claims, underwriting) to provide strategic insights and drive innovative solutions for complex business challenges. • AI Enablement & Solutioning: Apply AI-assisted tools and techniques in daily BA delivery (e.g., requirements documentation, insurance platform analysis), following practice-wide standards; identify where AI/ML/GenAI can strengthen the client's business solution (e.g., underwriting automation, claims triage, policy servicing) and shape project-level recommendations accordingly. • CoE Support & Knowledge Assets: o Share practical templates, lessons learned, and reusable examples — including AI-enabled accelerators — from project delivery with the Practice Lead to support the practice's knowledge assets. o Support the Business Analysis CoE by sharing practical templates, lessons learned, and reusable examples from project delivery, and contributing to CoE initiatives as needed. • Quality Assurance & Continuous Improvement: Ensure all project deliverables meet the practice's quality standards, conduct reviews, implement corrective actions, and drive process improvements within delivery, feeding outcomes back to the Practice Lead for wider adoption. • Stakeholder Communication: Maintain clear and consistent communication with stakeholders, including clients, project managers, developers, and senior management. Provide regular project updates and reports. • Risk Management: Proactively identify and manage project risks. Develop and implement risk mitigation strategies to ensure project success. • Training & Development: Develop and deliver training programs to enhance the skills and capabilities of the team, applying career and skill-building frameworks defined by the Practice Lead. Foster an environment of learning and professional growth.

Signals

Skill —
—
Alias business-analyst-tech
1.00
KRA engineering-manager
0.52

Post-classification

Centroidupdated · n=10
Alias collision log—
New-role queue—
New skills captured2
New KRA capturedyes

Captured for admin review

ML primary ↔ Business Analyst (Tech) pending
GenAI primary ↔ Business Analyst (Tech) pending
R&R fragment (sim 0.00) ↔ Business Analyst (Tech) pending

As the Lead Business Analyst, you will be a key player in driving the success of our projects by leading, inspiring, and mentoring Business Analyst (BA) teams across multiple streams. Acting as the da…

Status: completed Created: 2026-09-19T16:46:49.590932Z Updated: 2026-09-24T06:29:16.006993Z API 3 duration: 73 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

Business Analyst (Tech)

CASE A

slug: business-analyst-tech · id: 114 · source: db

Title 'Lead Business Analyst' not a catalog hit; nature-aware resolver mapped to same-nature role 'Business Analyst (Tech)': JD is an analyst nature role; candidate 1 (Business Analyst (Tech)) is the same nature and a correct generalization of the Lead Business Analyst role.

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

Lead Business Analyst 
Location: Hyderabad  
Employment Type: Full-Time  
Reporting To: Business Analysis Practice Lead 
 
Role Overview 
As the Lead Business Analyst, you will be a key player in driving the success of our projects by 
leading, inspiring, and mentoring Business Analyst (BA) teams across multiple streams. Acting as 
the day-to-day business-technology liaison, you will ensure client needs translate into effective, 
technology-enabled solutions, applying deep insurance domain expertise in delivery.  
 
You will focus on ensuring accurate customer deliveries, fostering continuous improvement, and 
driving growth within the team, while feeding project learnings back to strengthen the wider 
Business Analysis Practice. 
 
Key Responsibilities 
• Leadership and Team Management: Lead, inspire, develop, and mentor BA teams with 
the right analytical, pattern based and consulting thinking, delivering consistent value to 
our clientele and fostering a collaborative, high-performance culture aligned with the 
practice's standards. 
• Project Delivery: Lead the BA workstream across Consulting, IT, data, and custom 
projects — driving requirements analysis, solution design inputs, and documentation to 
ensure business needs are accurately captured and translated for delivery teams. 
• Client Engagement: Act as the primary business-technology liaison for clients — 
translating business needs into technology requirements and technology capabilities into 
business terms — while serving as the key day-to-day point of contact, ensuring solutions 
meet or exceed expectations. 
• Domain Expertise: Apply deep insurance domain expertise — across verticals such as 
P&C, Life, or Health — along with a strong understanding of insurance data (policy, 
claims, underwriting) to provide strategic insights and drive innovative solutions for 
complex business challenges. 
• AI Enablement & Solutioning: Apply AI-assisted tools and techniques in daily BA delivery 
(e.g., requirements documentation, insurance platform analysis), following practice-wide 
standards; identify where AI/ML/GenAI can strengthen the client's business solution (e.g., 
underwriting automation, claims triage, policy servicing) and shape project-level 
recommendations accordingly. 
• CoE Support & Knowledge Assets:  
o Share practical templates, lessons learned, and reusable examples — including 
AI-enabled accelerators — from project delivery with the Practice Lead to support 
the practice's knowledge assets. 
o Support the Business Analysis CoE by sharing practical templates, lessons 
learned, and reusable examples from project delivery, and contributing to CoE 
initiatives as needed. 
• Quality Assurance & Continuous Improvement: Ensure all project deliverables meet the 
practice's quality standards, conduct reviews, implement corrective actions, and drive 
process improvements within delivery, feeding outcomes back to the Practice Lead for 
wider adoption. 
• Stakeholder Communication: Maintain clear and consistent communication with 
stakeholders, including clients, project managers, developers, and senior management. 
Provide regular project updates and reports. 
• Risk Management: Proactively identify and manage project risks. Develop and implement 
risk mitigation strategies to ensure project success. 
• Training & Development: Develop and deliver training programs to enhance the skills and 
capabilities of the team, applying career and skill-building frameworks defined by the 
Practice Lead. Foster an environment of learning and professional growth. 
 

Qualifications 
• Bachelor’s degree in engineering, IT, or related field; MBA preferred. 
• 8+ years of experience in Insurance and Business Analysis, with a strong BizTech focus, 
including 3+ years leading BA teams and implementing core insurance platforms. 
• Hands-on experience in at least one or two insurance verticals (e.g., P&C, Life, or Health) 
is mandatory; exposure to more than two is a plus. 
• Proven experience as a business-technology liaison, translating business needs into 
technology solutions. 
• Experience working on AI-enabled projects, with the ability to define requirements, guide 
solutioning, and support delivery of AI/ML/GenAI capabilities within insurance use cases. 
• Strong leadership, analytical, and communication skills, with proficiency in core 
insurance technology platforms, BA tools, and Agile/Scrum methodologies. 
• Relevant certifications (e.g., CBAP, AINS) are desirable but not mandatory.

Skills from this JD

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

AI Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: AI id=1347 · ai

Aliases — catalog

  • AI (CANONICAL)

Context tags (catalog)

AI ethics PyTorch TensorFlow algorithm optimization computer vision data preprocessing deep learning feature engineering machine learning model training natural language processing neural networks predictive analytics reinforcement learning supervised learning

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Artificial Intelligence
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: AI appears in a large and growing share of job descriptions across software, data, and product roles; major vendors like Microsoft, Google, and AWS have broad AI offerings and hiring demand reflects mainstream adoption.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1020
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

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)
ML 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
Machine Learning Frameworks
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
GenAI 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
Machine Learning Frameworks
Sub-category
general
Skill nature
CONCEPT
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Agile Secondary 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)

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
AI in_db
React Frontend Development
d_init_01
✓ — Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
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)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed ML | type=Machine Learning Frameworks subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed GenAI | type=Machine Learning Frameworks subtype=general nature=CONCEPT lifespan=SHORT_LIVED
nano JD Parser — gpt-4.1-nano click to toggle
RoleLead Business Analyst
Experience8+ years of experience in Insurance and Business Analysis
DomainInsurance
Location Hyderabad, India (null)
JD type pass

Certifications

CBAP AINS
Show raw JSON
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    "Support the Business Analysis CoE by sharing practical templates, lessons learned, and reusable examples from project delivery, and contributing to CoE initiatives as needed."
  ],
  "archetype_override_applied": true,
  "archetype_override_reason": "tech-adjacent title + tech-context body",
  "certifications": [
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  "experience": {
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  "role_aliases": [
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      "relation": "synonym"
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    {
      "name": "Senior Business Analyst",
      "reasoning": "common industry alt for the same archetype",
      "relation": "synonym"
    },
    {
      "name": "Business Technology Analyst",
      "reasoning": "reflects the BizTech focus of the role",
      "relation": "synonym"
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
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      "bullet_count": 0,
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        "first_5_words": "As the Lead Business Analyst,",
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      "word_count": 83
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      "bullet_count": 10,
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      },
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      "word_count": 408
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
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    "slug": null
  },
  "run_id": "e34b80f4-4dda-47dd-8974-dc49ad8c2571",
  "secondary_skills": [
    "Agile"
  ],
  "skill_layers": [
    {
      "label": "Primary",
      "layer": "L1",
      "skills": [
        {
          "name": "AI",
          "rationale": "AI is a differentiator for the role, as it specifies a key area of expertise required for the Lead Business Analyst position."
        },
        {
          "name": "ML",
          "rationale": "ML is also a differentiator for the role, indicating a specific skill set that narrows down the candidate pool for this variant of the Business Analyst role."
        },
        {
          "name": "GenAI",
          "rationale": "GenAI is a specific technology within the AI domain that further differentiates the role, making it essential for the Lead Business Analyst position."
        }
      ]
    }
  ],
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Business Analyst (Tech)",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 114,
        "score": 1.0,
        "slug": "business-analyst-tech",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "coach performance and growth",
            "sentence": "Training \u0026 Development: Develop and deliver training programs to enhance the skills and capabilities of the team, applying career and skill-building frameworks defined by the Practice Lead.",
            "similarity": 0.5491
          },
          {
            "kra_text": "manage stakeholder alignment and tradeoffs",
            "sentence": "Stakeholder Communication: Maintain clear and consistent communication with stakeholders, including clients, project managers, developers, and senior management.",
            "similarity": 0.5393
          },
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "You will focus on ensuring accurate customer deliveries, fostering continuous improvement, and driving growth within the team, while feeding project learnings back to strengthen the wider Business Analysis Practice.",
            "similarity": 0.476
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.5215,
        "slug": "engineering-manager",
        "total_count": null
      },
      {
        "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": "Project Delivery: Lead the BA workstream across Consulting, IT, data, and custom projects \u2014 driving requirements analysis, solution design inputs, and documentation to ensure business needs are accurately captured and translated for delivery teams.",
            "similarity": 0.523
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "You will focus on ensuring accurate customer deliveries, fostering continuous improvement, and driving growth within the team, while feeding project learnings back to strengthen the wider Business Analysis Practice.",
            "similarity": 0.472
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "As the Lead Business Analyst, you will be a key player in driving the success of our projects by leading, inspiring, and mentoring Business Analyst (BA) teams across multiple streams.",
            "similarity": 0.4577
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.4842,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Project Delivery: Lead the BA workstream across Consulting, IT, data, and custom projects \u2014 driving requirements analysis, solution design inputs, and documentation to ensure business needs are accurately captured and translated for delivery teams.",
            "similarity": 0.521
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Quality Assurance \u0026 Continuous Improvement: Ensure all project deliverables meet the practice\u0027s quality standards, conduct reviews, implement corrective actions, and drive process improvements within delivery, feeding outcomes back to the Practice Lead for wider adoption.",
            "similarity": 0.4375
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Client Engagement: Act as the primary business-technology liaison for clients \u2014 translating business needs into technology requirements and technology capabilities into business terms \u2014 while serving as the key day-to-day point of contact, ensuring solutions meet or exceed expectations.",
            "similarity": 0.4279
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.4621,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "AI Engineer",
        "kra_matches": [
          {
            "kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
            "sentence": "AI Enablement \u0026 Solutioning: Apply AI-assisted tools and techniques in daily BA delivery (e.g. , requirements documentation, insurance platform analysis), following practice-wide standards; identify where AI/ML/GenAI can strengthen the client\u0027s business solution (e.g. , underwriting automation, claims triage, policy servicing) and shape project-level recommendations accordingly.",
            "similarity": 0.5245
          },
          {
            "kra_text": "Documents AI feature capabilities, known limitations, failure modes, prompt versioning, and operational runbooks for engineering and product teams.",
            "sentence": "CoE Support \u0026 Knowledge Assets:  o Share practical templates, lessons learned, and reusable examples \u2014 including AI-enabled accelerators \u2014 from project delivery with the Practice Lead to support the practice\u0027s knowledge assets. o Support the Business Analysis CoE by sharing practical templates, lessons learned, and reusable examples from project delivery, and contributing to CoE initiatives as needed.",
            "similarity": 0.4315
          },
          {
            "kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
            "sentence": "Acting as the day-to-day business-technology liaison, you will ensure client needs translate into effective, technology-enabled solutions, applying deep insurance domain expertise in delivery.",
            "similarity": 0.4172
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 13,
        "score": 0.4577,
        "slug": "ai-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
            "sentence": "CoE Support \u0026 Knowledge Assets:  o Share practical templates, lessons learned, and reusable examples \u2014 including AI-enabled accelerators \u2014 from project delivery with the Practice Lead to support the practice\u0027s knowledge assets. o Support the Business Analysis CoE by sharing practical templates, lessons learned, and reusable examples from project delivery, and contributing to CoE initiatives as needed.",
            "similarity": 0.4629
          },
          {
            "kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
            "sentence": "Quality Assurance \u0026 Continuous Improvement: Ensure all project deliverables meet the practice\u0027s quality standards, conduct reviews, implement corrective actions, and drive process improvements within delivery, feeding outcomes back to the Practice Lead for wider adoption.",
            "similarity": 0.4547
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Training \u0026 Development: Develop and deliver training programs to enhance the skills and capabilities of the team, applying career and skill-building frameworks defined by the Practice Lead.",
            "similarity": 0.4539
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4572,
        "slug": "devops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Business Analyst (Tech)",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 114,
      "score": 0.95,
      "slug": "business-analyst-tech",
      "total_count": null
    },
    "confidence": 0.95,
    "consensus_evidence": {},
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_domain": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Title \u0027Lead Business Analyst\u0027 not a catalog hit; nature-aware resolver mapped to same-nature role \u0027Business Analyst (Tech)\u0027: JD is an analyst nature role; candidate 1 (Business Analyst (Tech)) is the same nature and a correct generalization of the Lead Business Analyst role.",
    "role_aliases": [],
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 10,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 2063,
      "r_and_r_preview": "As the Lead Business Analyst, you will be a key player in driving the success of our projects by leading, inspiring, and mentoring Business Analyst (BA) teams across multiple streams. Acting as the da",
      "role_display_name": "Business Analyst (Tech)",
      "role_slug": "business-analyst-tech",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 26330,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "ML",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 26331,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "GenAI",
        "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": 1990,
      "existing_alias_text": "AI",
      "input_term": "AI",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "AI",
        "id": 1347,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "ai",
        "sub_category_id": 1020,
        "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": 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"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Engineering Manager",
      "id": 121,
      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Business Analyst (Tech)",
    "id": 114,
    "rationale": "Title \u0027Lead Business Analyst\u0027 not a catalog hit; nature-aware resolver mapped to same-nature role \u0027Business Analyst (Tech)\u0027: JD is an analyst nature role; candidate 1 (Business Analyst (Tech)) is the same nature and a correct generalization of the Lead Business Analyst role.",
    "role_archetype": null,
    "slug": "business-analyst-tech",
    "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": "AI",
      "llm_role": null,
      "roles_from_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": "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_final_skills": [
    "AI",
    "ML",
    "GenAI",
    "Agile"
  ],
  "input_llm_skills": [
    "AI",
    "ML",
    "GenAI",
    "Agile"
  ],
  "new_aliases_persisted": 0,
  "run_id": "e34b80f4-4dda-47dd-8974-dc49ad8c2571",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "AI",
          "alias_type": "CANONICAL",
          "id": 1990,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "AI",
        "id": 1347,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "ai",
        "sub_category_id": 1020,
        "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": "AI",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "AI",
      "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": "ML",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Machine Learning Frameworks",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "ml",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "GenAI",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Machine Learning Frameworks",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "SHORT_LIVED",
          "version_strategy": "VERSIONED",
          "volatility": "FAST"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "genai",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "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
    }
  ],
  "unmatched_skills": [
    "ML",
    "GenAI"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Business Analyst (Tech)",
    "id": 114,
    "rationale": "Title \u0027Lead Business Analyst\u0027 not a catalog hit; nature-aware resolver mapped to same-nature role \u0027Business Analyst (Tech)\u0027: JD is an analyst nature role; candidate 1 (Business Analyst (Tech)) is the same nature and a correct generalization of the Lead Business Analyst role.",
    "role_archetype": null,
    "slug": "business-analyst-tech",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "AI",
      "tag": "in_db"
    },
    {
      "skill": "ML",
      "tag": "new"
    },
    {
      "skill": "GenAI",
      "tag": "new"
    },
    {
      "skill": "Agile",
      "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": 114,
        "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": "AI",
        "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": 1347,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 114,
        "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": 114,
        "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
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "e34b80f4-4dda-47dd-8974-dc49ad8c2571"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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