Pipeline run
1768ae17-4d91-4576-9789-bf24fc29f18b
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
1 Experience in PLW implementation 2 Experience in oracle PLSQL , UNIX , ALM test script creation and execution 3 Should have experience in PLW V6 4 Expertise in development of Planisware objects, bat…
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
About Accenture: Accenture is a leading global professional services company, providing a broad range of services in strategy and consulting, interactive, technology and operations, with digital capabilities across all of these services. We combine unmatched experience and specialized capabilities across more than 40 industries — powered by the world’s largest network of Advanced Technology and Intelligent Operations centers. With 514,000 people serving clients in more than 120 countries, Accenture brings continuous innovation to help clients improve their performance and create lasting value across their enterprises. Visit us at www.accenture.com Project Role : Application Developer Project Role Description : Design, build and configure applications to meet business process and application requirements. Management Level : 9 Work Experience : 6-8 years Work location : Bengaluru Must Have Skills : Planisware Good To Have Skills : Java Standard Edition Job Requirements : Key Responsibilities : 1 Experience in PLW implementation 2 Experience in oracle PLSQL , UNIX , ALM test script creation and execution Technical Experience : Should have experience in PLW V6 2 Expertise in development of Planisware objects, batches, module enhancements, IMPEX, PEX reports and writing OPX2 scripts Proficient in both L1 and L2 Pro Web configuration 3 Experience of working with Planisware support Professional Attributes : 1 Good Presentation skill Educational Qualification : Graduate Additional Information : 1 Experience in PLW implementation 15 years of full time education
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Project Management Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Project Management Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- PL/SQL (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Procedural Sql Language
- Vendor
- Oracle Corporation
- License
- proprietary
- Year introduced
- 1990
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: PL/SQL appears frequently in Oracle-focused job postings and remains a standard skill for Oracle database development and maintenance; it is not sunset or replaced by a newer successor.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 1173
- 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
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Operating Systems
- 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
- Development Methodologies
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Project Management Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Programming Languages
- Sub-category
- general
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
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 |
|---|---|---|---|---|---|---|
| Oracle PL/SQL | new |
React Frontend Development
d_init_01
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Planisware | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | PLW | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | UNIX | type=Operating Systems subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | ALM | type=Development Methodologies subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | OPX2 | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Java Standard Edition | type=Programming Languages subtype=general nature=LANGUAGE lifespan=EVERGREEN | |
| dimension_skill_link_proposed | Oracle PL/SQL ↔ React Frontend Development |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Accenture is a leading global",
"last_5_words": "create lasting value across their enterprises."
},
"text": "Accenture is a leading global professional services company, providing a broad range of services in strategy and consulting, interactive, technology and operations, with digital capabilities across all of these services. We combine unmatched experience and specialized capabilities across more than 40 industries \u2014 powered by the world\u2019s largest network of Advanced Technology and Intelligent Operations centers. With 514,000 people serving clients in more than 120 countries, Accenture brings continuous innovation to help clients improve their performance and create lasting value across their enterprises.",
"word_count": 84
},
"certifications": [],
"company_name": "Accenture",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Graduate - Any Discipline",
"raw": "Graduate",
"requirement": "required"
}
],
"experience": {
"max": 8,
"min": 6,
"raw": "6-8 years"
},
"job_locations": [
{
"aliases": [
"Bangalore"
],
"city": "Bengaluru",
"country": "India",
"state": null,
"work_mode": "null"
}
],
"role": "Application Developer",
"role_aliases": [
"App Developer",
"Software Developer",
"Application Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1 Experience in PLW implementation",
"last_5_words": "working with Planisware support"
},
"text": "1 Experience in PLW implementation\n2 Experience in oracle PLSQL , UNIX , ALM test script creation and execution\n3 Should have experience in PLW V6\n4 Expertise in development of Planisware objects, batches, module enhancements, IMPEX, PEX reports and writing OPX2 scripts\n5 Proficient in both L1 and L2 Pro Web configuration\n6 Experience of working with Planisware support",
"word_count": 56
},
{
"bullet_count": 0,
"heading": "Must Have Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Planisware",
"last_5_words": "Planisware"
},
"text": "Planisware",
"word_count": 1
},
{
"bullet_count": 0,
"heading": "Good To Have Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Java Standard Edition",
"last_5_words": "Standard Edition"
},
"text": "Java Standard Edition",
"word_count": 3
},
{
"bullet_count": 1,
"heading": "Professional Attributes",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1 Good Presentation skill",
"last_5_words": "Presentation skill"
},
"text": "1 Good Presentation skill",
"word_count": 5
}
],
"urls": [
{
"type": "website",
"url": "http://www.accenture.com"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Planisware"
},
{
"is_primary": true,
"skill_name": "PLW"
},
{
"is_primary": true,
"skill_name": "Oracle PL/SQL"
},
{
"is_primary": true,
"skill_name": "UNIX"
},
{
"is_primary": true,
"skill_name": "ALM"
},
{
"is_primary": true,
"skill_name": "OPX2"
},
{
"is_primary": false,
"skill_name": "Java Standard Edition"
}
],
"jd_role": {
"display_name": "Application Developer",
"rationale": null,
"role_aliases": [
"App Developer",
"Software Developer",
"Application Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Accenture is a leading global",
"last_5_words": "create lasting value across their enterprises."
},
"text": "Accenture is a leading global professional services company, providing a broad range of services in strategy and consulting, interactive, technology and operations, with digital capabilities across all of these services. We combine unmatched experience and specialized capabilities across more than 40 industries \u2014 powered by the world\u2019s largest network of Advanced Technology and Intelligent Operations centers. With 514,000 people serving clients in more than 120 countries, Accenture brings continuous innovation to help clients improve their performance and create lasting value across their enterprises.",
"word_count": 84
},
"certifications": [],
"company_name": "Accenture",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Graduate - Any Discipline",
"raw": "Graduate",
"requirement": "required"
}
],
"experience": {
"max": 8,
"min": 6,
"raw": "6-8 years"
},
"job_locations": [
{
"aliases": [
"Bangalore"
],
"city": "Bengaluru",
"country": "India",
"state": null,
"work_mode": "null"
}
],
"role": "Application Developer",
"role_aliases": [
"App Developer",
"Software Developer",
"Application Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1 Experience in PLW implementation",
"last_5_words": "working with Planisware support"
},
"text": "1 Experience in PLW implementation\n2 Experience in oracle PLSQL , UNIX , ALM test script creation and execution\n3 Should have experience in PLW V6\n4 Expertise in development of Planisware objects, batches, module enhancements, IMPEX, PEX reports and writing OPX2 scripts\n5 Proficient in both L1 and L2 Pro Web configuration\n6 Experience of working with Planisware support",
"word_count": 56
},
{
"bullet_count": 0,
"heading": "Must Have Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Planisware",
"last_5_words": "Planisware"
},
"text": "Planisware",
"word_count": 1
},
{
"bullet_count": 0,
"heading": "Good To Have Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Java Standard Edition",
"last_5_words": "Standard Edition"
},
"text": "Java Standard Edition",
"word_count": 3
},
{
"bullet_count": 1,
"heading": "Professional Attributes",
"heading_was_present": true,
"source_marker": {
"first_5_words": "1 Good Presentation skill",
"last_5_words": "Presentation skill"
},
"text": "1 Good Presentation skill",
"word_count": 5
}
],
"urls": [
{
"type": "website",
"url": "http://www.accenture.com"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "1768ae17-4d91-4576-9789-bf24fc29f18b",
"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": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
"sentence": "4 Expertise in development of Planisware objects, batches, module enhancements, IMPEX, PEX reports and writing OPX2 scripts",
"similarity": 0.4327
},
{
"kra_text": "Sets up and maintains development, staging, and production environments with consistent configuration management using Ansible, Puppet, or Chef.",
"sentence": "5 Proficient in both L1 and L2 Pro Web configuration",
"similarity": 0.3614
},
{
"kra_text": "Sets up and maintains development, staging, and production environments with consistent configuration management using Ansible, Puppet, or Chef.",
"sentence": "2 Experience in oracle PLSQL , UNIX , ALM test script creation and execution",
"similarity": 0.3326
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.3756,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "Set team goals and delivery plans",
"sentence": "4 Expertise in development of Planisware objects, batches, module enhancements, IMPEX, PEX reports and writing OPX2 scripts",
"similarity": 0.4032
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "6 Experience of working with Planisware support",
"similarity": 0.3595
},
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "5 Proficient in both L1 and L2 Pro Web configuration",
"similarity": 0.3303
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.3643,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "business rule configuration and maintenance",
"sentence": "5 Proficient in both L1 and L2 Pro Web configuration",
"similarity": 0.3725
},
{
"kra_text": "exception, escalation, and assignment handling",
"sentence": "4 Expertise in development of Planisware objects, batches, module enhancements, IMPEX, PEX reports and writing OPX2 scripts",
"similarity": 0.3725
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "2 Experience in oracle PLSQL , UNIX , ALM test script creation and execution",
"similarity": 0.3439
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.363,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Drupal Dev",
"kra_matches": [
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "5 Proficient in both L1 and L2 Pro Web configuration",
"similarity": 0.4137
},
{
"kra_text": "module customization and maintenance",
"sentence": "4 Expertise in development of Planisware objects, batches, module enhancements, IMPEX, PEX reports and writing OPX2 scripts",
"similarity": 0.3436
},
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "2 Experience in oracle PLSQL , UNIX , ALM test script creation and execution",
"similarity": 0.3307
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 228,
"score": 0.3627,
"slug": "drupal-dev",
"total_count": null
},
{
"display_name": "MLOps Engineer",
"kra_matches": [
{
"kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
"sentence": "2 Experience in oracle PLSQL , UNIX , ALM test script creation and execution",
"similarity": 0.3886
},
{
"kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
"sentence": "4 Expertise in development of Planisware objects, batches, module enhancements, IMPEX, PEX reports and writing OPX2 scripts",
"similarity": 0.3818
},
{
"kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
"sentence": "5 Proficient in both L1 and L2 Pro Web configuration",
"similarity": 0.305
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 16,
"score": 0.3585,
"slug": "ml-ops-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 1.0,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 1729,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1906,
"r_and_r_preview": "1 Experience in PLW implementation\n2 Experience in oracle PLSQL , UNIX , ALM test script creation and execution\n3 Should have experience in PLW V6\n4 Expertise in development of Planisware objects, bat",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 24655,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Planisware",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24656,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "PLW",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24657,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Oracle PL/SQL",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24658,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "UNIX",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24659,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "ALM",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 24660,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "OPX2",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 24661,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Java Standard Edition",
"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": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
"alias_persisted": false,
"existing_alias_id": 2513,
"existing_alias_text": "PL/SQL",
"input_term": "Oracle PL/SQL",
"matched_canonical": {
"category_id": 6,
"display_name": "PL/SQL",
"id": 1567,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "pl-sql",
"sub_category_id": 1173,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "embedding_alias"
}
],
"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": [
{
"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": "Oracle PL/SQL",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"Planisware",
"PLW",
"Oracle PL/SQL",
"UNIX",
"ALM",
"OPX2",
"Java Standard Edition"
],
"input_llm_skills": [
"Planisware",
"PLW",
"Oracle PL/SQL",
"UNIX",
"ALM",
"OPX2",
"Java Standard Edition"
],
"new_aliases_persisted": 0,
"run_id": "1768ae17-4d91-4576-9789-bf24fc29f18b",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Planisware",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Project Management Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "planisware",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "PLW",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Project Management Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "plw",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "PL/SQL",
"alias_type": "CANONICAL",
"id": 2513,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 6,
"display_name": "PL/SQL",
"id": 1567,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "pl-sql",
"sub_category_id": 1173,
"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": "Oracle PL/SQL",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Oracle PL/SQL",
"matched_via": "embedding_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": "UNIX",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Operating Systems",
"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": "unix",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "ALM",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Development Methodologies",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "alm",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "OPX2",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Project Management Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "opx2",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Java Standard Edition",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Programming Languages",
"skill_nature": "LANGUAGE",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "java-standard-edition",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Planisware",
"PLW",
"UNIX",
"ALM",
"OPX2",
"Java Standard Edition"
]
}
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": "Planisware",
"tag": "new"
},
{
"skill": "PLW",
"tag": "new"
},
{
"skill": "Oracle PL/SQL",
"tag": "in_db"
},
{
"skill": "UNIX",
"tag": "new"
},
{
"skill": "ALM",
"tag": "new"
},
{
"skill": "OPX2",
"tag": "new"
},
{
"skill": "Java Standard Edition",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "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": "Oracle PL/SQL",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 1
},
"planner_output": null,
"run_id": "1768ae17-4d91-4576-9789-bf24fc29f18b"
}