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Pipeline run

8bfe954e-c974-4c51-9ce2-8c5b6a59e384

Pipeline LLM cost (USD)
API 1: $0.0029 API 2: $0.0002 API 3: $0.0000 Total: $0.0031

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · Integration and event handling
Works on developing and integrating IT systems/applications to technical specs, clarifying requirements, planning work packages, coding with teammates, and running unit/integration tests plus release/migration support.
"Design and realize interfaces between business applications"
Tech stack maturity
Modern Cloud Native
Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (3)
Computer Science Applied Computer Science Software Engineering
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Computer Science Applied Computer Science Software Engineering
Show KRA description ↓
• Develop and integrate IT solutions (systems, applications and/or application components) according to its technical specifications in an assigned area of work or organizational unit. • Clarify and review requirements and specifications to understand software engineering requirements. • Plan and define work packages to create/change logical functions. • Ensure proper coding in cooperation with other team members, and perform bug verification and testing. • Design and realize interfaces between business applications, and execute software (unit and integration) tests. • Support migration, and ensure change documentation, plan and release upgrades, if required. • Graduate Degree in Computer Science, Applied Computer Science, Software Engineering • 3 to 5 years

Signals

Skill
Alias backend-engineer
1.00
KRA flutter-developer
0.50

Post-classification

Centroidupdated · n=875
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Computer Science Backend Developer pending
Applied Computer Science Backend Developer pending
Software Engineering Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

• Develop and integrate IT solutions (systems, applications and/or application components) according to its technical specifications in an assigned area of work or organizational unit. • Clarify and r…

Status: completed Created: 2026-05-27T15:17:40.990817Z Updated: 2026-06-12T16:41:44.513968Z API 3 duration: 3608 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

Schaeffler is a dynamic global technology company and its success has been a result of its entrepreneurial spirit and long history of private ownership. Does that sound interesting to you? As a partner to all of the major automobile manufacturers, as well as key players in the aerospace and industrial sectors, we offer you many development opportunities.

Your Key Responsibilities

• Develop and integrate IT solutions (systems, applications and/or application components) according to its technical specifications in an assigned area of work or organizational unit.
• Clarify and review requirements and specifications to understand software engineering requirements.
• Plan and define work packages to create/change logical functions.
• Ensure proper coding in cooperation with other team members, and perform bug verification and testing.
• Design and realize interfaces between business applications, and execute software (unit and integration) tests.
• Support migration, and ensure change documentation, plan and release upgrades, if required.


Your Qualifications

• Graduate Degree in Computer Science, Applied Computer Science, Software Engineering
• 3 to 5 years


As a global company with employees around the world, it is important to us that we treat each other with respect and value all ideas and perspectives. By appreciating our differences, we inspire creativity and drive innovation. In this way, we contribute to sustainable value creation for our stakeholders and society as a whole. Together, we advance how the world moves.

Exciting assignments and outstanding development opportunities await you because we impact the future with innovation. We look forward to your application.

www.schaeffler.com/careers

Your Contact

Schaeffler Technology Solutions India Pvt. Ltd.

Kalyani More

For technical questions, please contact this email address: technical-recruiting-support-AP@schaeffler.com

Keywords: Experienced; Engineer; Full-Time; Unlimited; Digitalization & Information Technology;

Skills from this JD

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

Computer Science Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Applied Computer Science Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Software Engineering Secondary 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
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Computer Science | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Applied Computer Science | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Software Engineering | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleEngineer
CompanySchaeffler Technology Solutions India Pvt. Ltd.
Experience3 to 5 years
DomainOther
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Schaeffler is a dynamic global",
      "last_5_words": "development opportunities."
    },
    "text": "Schaeffler is a dynamic global technology company and its success has been a result of its entrepreneurial spirit and long history of private ownership. Does that sound interesting to you? As a partner to all of the major automobile manufacturers, as well as key players in the aerospace and industrial sectors, we offer you many development opportunities.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Schaeffler Technology Solutions India Pvt. Ltd.",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science / Applied Computer Science / Software Engineering",
      "raw": "Graduate Degree in Computer Science, Applied Computer Science, Software Engineering",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 5,
    "min": 3,
    "raw": "3 to 5 years"
  },
  "job_locations": [],
  "role": "Engineer",
  "role_aliases": [
    "Software Engineer",
    "IT Engineer",
    "Application Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Your Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Your Key Responsibilities \u2022 Develop",
        "last_5_words": "plan and release upgrades, if required."
      },
      "text": "\u2022 Develop and integrate IT solutions (systems, applications and/or application components) according to its technical specifications in an assigned area of work or organizational unit.\n\u2022 Clarify and review requirements and specifications to understand software engineering requirements.\n\u2022 Plan and define work packages to create/change logical functions.\n\u2022 Ensure proper coding in cooperation with other team members, and perform bug verification and testing.\n\u2022 Design and realize interfaces between business applications, and execute software (unit and integration) tests.\n\u2022 Support migration, and ensure change documentation, plan and release upgrades, if required.",
      "word_count": 83
    },
    {
      "bullet_count": 2,
      "heading": "Your Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Your Qualifications \u2022 Graduate Degree",
        "last_5_words": "3 to 5 years"
      },
      "text": "\u2022 Graduate Degree in Computer Science, Applied Computer Science, Software Engineering\n\u2022 3 to 5 years",
      "word_count": 15
    }
  ],
  "urls": [
    {
      "type": "careers",
      "url": "www.schaeffler.com/careers"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": false,
      "skill_name": "Computer Science"
    },
    {
      "is_primary": false,
      "skill_name": "Applied Computer Science"
    },
    {
      "is_primary": false,
      "skill_name": "Software Engineering"
    }
  ],
  "jd_role": {
    "display_name": "Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "IT Engineer",
      "Application Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Schaeffler is a dynamic global",
        "last_5_words": "development opportunities."
      },
      "text": "Schaeffler is a dynamic global technology company and its success has been a result of its entrepreneurial spirit and long history of private ownership. Does that sound interesting to you? As a partner to all of the major automobile manufacturers, as well as key players in the aerospace and industrial sectors, we offer you many development opportunities.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Schaeffler Technology Solutions India Pvt. Ltd.",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science / Applied Computer Science / Software Engineering",
        "raw": "Graduate Degree in Computer Science, Applied Computer Science, Software Engineering",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 5,
      "min": 3,
      "raw": "3 to 5 years"
    },
    "job_locations": [],
    "role": "Engineer",
    "role_aliases": [
      "Software Engineer",
      "IT Engineer",
      "Application Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Your Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Your Key Responsibilities \u2022 Develop",
          "last_5_words": "plan and release upgrades, if required."
        },
        "text": "\u2022 Develop and integrate IT solutions (systems, applications and/or application components) according to its technical specifications in an assigned area of work or organizational unit.\n\u2022 Clarify and review requirements and specifications to understand software engineering requirements.\n\u2022 Plan and define work packages to create/change logical functions.\n\u2022 Ensure proper coding in cooperation with other team members, and perform bug verification and testing.\n\u2022 Design and realize interfaces between business applications, and execute software (unit and integration) tests.\n\u2022 Support migration, and ensure change documentation, plan and release upgrades, if required.",
        "word_count": 83
      },
      {
        "bullet_count": 2,
        "heading": "Your Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Your Qualifications \u2022 Graduate Degree",
          "last_5_words": "3 to 5 years"
        },
        "text": "\u2022 Graduate Degree in Computer Science, Applied Computer Science, Software Engineering\n\u2022 3 to 5 years",
        "word_count": 15
      }
    ],
    "urls": [
      {
        "type": "careers",
        "url": "www.schaeffler.com/careers"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "8bfe954e-c974-4c51-9ce2-8c5b6a59e384",
  "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": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "support release readiness",
            "sentence": "Support migration, and ensure change documentation, plan and release upgrades, if required.",
            "similarity": 0.5403
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Clarify and review requirements and specifications to understand software engineering requirements.",
            "similarity": 0.4791
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Ensure proper coding in cooperation with other team members, and perform bug verification and testing.",
            "similarity": 0.4723
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4972,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Design and realize interfaces between business applications, and execute software (unit and integration) tests.",
            "similarity": 0.5212
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Clarify and review requirements and specifications to understand software engineering requirements.",
            "similarity": 0.4873
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Ensure proper coding in cooperation with other team members, and perform bug verification and testing.",
            "similarity": 0.454
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4875,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Ensure proper coding in cooperation with other team members, and perform bug verification and testing.",
            "similarity": 0.5568
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Design and realize interfaces between business applications, and execute software (unit and integration) tests.",
            "similarity": 0.4863
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Clarify and review requirements and specifications to understand software engineering requirements.",
            "similarity": 0.3991
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.4808,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
            "sentence": "Support migration, and ensure change documentation, plan and release upgrades, if required.",
            "similarity": 0.5183
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Develop and integrate IT solutions (systems, applications and/or application components) according to its technical specifications in an assigned area of work or organizational unit.",
            "similarity": 0.4569
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Design and realize interfaces between business applications, and execute software (unit and integration) tests.",
            "similarity": 0.441
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4721,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and testing support",
            "sentence": "Ensure proper coding in cooperation with other team members, and perform bug verification and testing.",
            "similarity": 0.5497
          },
          {
            "kra_text": "service interface design",
            "sentence": "Design and realize interfaces between business applications, and execute software (unit and integration) tests.",
            "similarity": 0.4865
          },
          {
            "kra_text": "code review and testing support",
            "sentence": "Clarify and review requirements and specifications to understand software engineering requirements.",
            "similarity": 0.3769
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.471,
        "slug": "go-backend-developer",
        "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": 875,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 922,
      "r_and_r_preview": "\u2022 Develop and integrate IT solutions (systems, applications and/or application components) according to its technical specifications in an assigned area of work or organizational unit.\n\u2022 Clarify and r",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": false,
        "queue_id": 13580,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Computer Science",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 13581,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Applied Computer Science",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 13582,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Software Engineering",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [],
  "candidate_roles": [],
  "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": [],
  "input_final_skills": [
    "Computer Science",
    "Applied Computer Science",
    "Software Engineering"
  ],
  "input_llm_skills": [
    "Computer Science",
    "Applied Computer Science",
    "Software Engineering"
  ],
  "new_aliases_persisted": 0,
  "run_id": "8bfe954e-c974-4c51-9ce2-8c5b6a59e384",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Computer Science",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "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": "computer-science",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Applied Computer Science",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "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": "applied-computer-science",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Software Engineering",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practices",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "software-engineering",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Computer Science",
    "Applied Computer Science",
    "Software Engineering"
  ]
}
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": "Computer Science",
      "tag": "new"
    },
    {
      "skill": "Applied Computer Science",
      "tag": "new"
    },
    {
      "skill": "Software Engineering",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "8bfe954e-c974-4c51-9ce2-8c5b6a59e384"
}

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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