Pipeline run
8bfe954e-c974-4c51-9ce2-8c5b6a59e384
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
• 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…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
CASE Aslug: 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.
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.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- 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
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.