Pipeline run
84e9a01e-215f-4eea-aaa8-71df2717cfd1
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 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db
Domain=Software Engineering; The JD focuses on analyzing specifications, designing technical solutions, modeling databases, testing, debugging, and producing software documentation—typical backend/software engineering responsibilities rather than UI, mobile, or platform-specialized work.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Title Software Development Engineer 4 Common Accountabilities • Has working experience and advanced and specialized technical/functional knowledge in own discipline. Understands how own area contributes to the business. Acts as a reference for colleagues with less experience and supports junior team members. • Influences decisions related to own activity, anticipating dependencies and consequences in complex scenarios, contributes to transversal projects, proposes improvements to processes and is accountable for own and team commitments. • Works independently within plan dictated by manager, with some guidance on most complex situations. Specific Accountabilities • Analyse specifications _ Define user requirements for the development of new (or upgrade of existing) software solutions. • Design systems and code _ Design technical solutions and perform feasibility studies. _ Propose viable technical solutions to Product Management and/or users for validation. _ Develop software according to Amadeus standards. _ Model, design and implement databases. • Test and maintain the software _ Conduct unit, package and performance tests and ensure a level of quality in line with the Amadeus guidelines. _ Participate in the validation phase of the product cycle, fine-tuning when necessary to finalize the product. _ Support the customer by debugging existing solutions in collaboration with Product Manager or Product Definition Analyst • Document your work _ Produce software documentation necessary for the application and issue it to the requesting departments. Diversity & Inclusion We are an Equal Opportunity Employer and seek to hire the best candidate regardless of age, beliefs, disability, ethnicity, gender or sexual orientation.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- SQL (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Query Language
- Vendor
- ANSI
- License
- unknown
- Year introduced
- 1974
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SQL appears in a large share of data, backend, and analytics job descriptions and remains the default query language for PostgreSQL, MySQL, and cloud warehouses like Snowflake/BigQuery.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 97
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- schema design (CANONICAL) primary
- Schema Design (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Database Schema Design
- Confidence
- 0.84
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Schema design is a standard requirement in backend/data JDs and appears across SQL, data engineering, and SaaS roles; it’s a core interview topic rather than a niche specialty.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2479
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Relational Data Modeling Catalog dimension db id 216
Library dimension (catalog)
Roles linked in library: Fullstack Developer, Fullstack Developer, PHP Backend Developer
-
Relational Database Design Catalog dimension db id 4
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Relational Data Modeling
relational-data-modeling
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Relational Database Design
relational-database-design
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Aliases — catalog
- Unit Testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 44
- 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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- debugging (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Debugging Methodology
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Debugging is a universal hiring-pipeline skill across software JDs and interview loops; it appears in role requirements for backend, frontend, SRE, and QA, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3293
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Sitecore Troubleshooting and Maintenance Catalog dimension db id 447
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| SQL | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Database Design | new |
Relational Data Modeling
relational-data-modeling
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Database Design | new |
Relational Database Design
relational-database-design
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Unit Testing | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Debugging | in_db |
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Performance Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Database Design ↔ Relational Data Modeling | |
| dimension_skill_link_proposed | Database Design ↔ Relational Database Design | |
| role_dimension_link_proposed | Backend Developer ↔ Relational Database Design |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": null,
"job_locations": [],
"role": "Software Development Engineer 4",
"role_aliases": [
"SDE 4",
"Senior Software Engineer",
"Software Engineer IV"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 3,
"heading": "Common Accountabilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Has working experience and",
"last_5_words": "with some guidance on most"
},
"text": "\u2022 Has working experience and advanced and specialized technical/functional knowledge in own discipline. Understands how own area contributes to the business. Acts as a reference for colleagues with less experience and supports junior team members.\n\u2022 Influences decisions related to own activity, anticipating dependencies and consequences in complex scenarios, contributes to transversal projects, proposes improvements to processes and is accountable for own and team commitments.\n\u2022 Works independently within plan dictated by manager, with some guidance on most complex situations.",
"word_count": 63
},
{
"bullet_count": 10,
"heading": "Specific Accountabilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Analyse specifications\n\n_ Define user",
"last_5_words": "to the requesting departments."
},
"text": "\u2022 Analyse specifications\n\n_ Define user requirements for the development of new (or upgrade of existing) software solutions.\n\n\u2022 Design systems and code\n\n_ Design technical solutions and perform feasibility studies.\n\n_ Propose viable technical solutions to Product Management and/or users for validation.\n\n_ Develop software according to Amadeus standards.\n\n_ Model, design and implement databases.\n\n\u2022 Test and maintain the software\n\n_ Conduct unit, package and performance tests and ensure a level of quality in line with the Amadeus guidelines.\n\n_ Participate in the validation phase of the product cycle, fine-tuning when necessary to finalize the product.\n\n_ Support the customer by debugging existing solutions in collaboration with Product Manager or Product Definition Analyst\n\n\u2022 Document your work\n\n_ Produce software documentation necessary for the application and issue it to the requesting departments.",
"word_count": 186
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "Database Design"
},
{
"is_primary": true,
"skill_name": "Unit Testing"
},
{
"is_primary": true,
"skill_name": "Performance Testing"
},
{
"is_primary": true,
"skill_name": "Debugging"
}
],
"jd_role": {
"display_name": "Software Development Engineer 4",
"rationale": null,
"role_aliases": [
"SDE 4",
"Senior Software Engineer",
"Software Engineer IV"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": null,
"job_locations": [],
"role": "Software Development Engineer 4",
"role_aliases": [
"SDE 4",
"Senior Software Engineer",
"Software Engineer IV"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 3,
"heading": "Common Accountabilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Has working experience and",
"last_5_words": "with some guidance on most"
},
"text": "\u2022 Has working experience and advanced and specialized technical/functional knowledge in own discipline. Understands how own area contributes to the business. Acts as a reference for colleagues with less experience and supports junior team members.\n\u2022 Influences decisions related to own activity, anticipating dependencies and consequences in complex scenarios, contributes to transversal projects, proposes improvements to processes and is accountable for own and team commitments.\n\u2022 Works independently within plan dictated by manager, with some guidance on most complex situations.",
"word_count": 63
},
{
"bullet_count": 10,
"heading": "Specific Accountabilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Analyse specifications\n\n_ Define user",
"last_5_words": "to the requesting departments."
},
"text": "\u2022 Analyse specifications\n\n_ Define user requirements for the development of new (or upgrade of existing) software solutions.\n\n\u2022 Design systems and code\n\n_ Design technical solutions and perform feasibility studies.\n\n_ Propose viable technical solutions to Product Management and/or users for validation.\n\n_ Develop software according to Amadeus standards.\n\n_ Model, design and implement databases.\n\n\u2022 Test and maintain the software\n\n_ Conduct unit, package and performance tests and ensure a level of quality in line with the Amadeus guidelines.\n\n_ Participate in the validation phase of the product cycle, fine-tuning when necessary to finalize the product.\n\n_ Support the customer by debugging existing solutions in collaboration with Product Manager or Product Definition Analyst\n\n\u2022 Document your work\n\n_ Produce software documentation necessary for the application and issue it to the requesting departments.",
"word_count": 186
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "84e9a01e-215f-4eea-aaa8-71df2717cfd1",
"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": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "_ Model, design and implement databases.",
"similarity": 0.6177
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "_ Propose viable technical solutions to Product Management and/or users for validation.",
"similarity": 0.556
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "_ Participate in the validation phase of the product cycle, fine-tuning when necessary to finalize the product.",
"similarity": 0.5373
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5703,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "_ Support the customer by debugging existing solutions in collaboration with Product Manager or Product Definition Analyst",
"similarity": 0.5195
},
{
"kra_text": "collaboration with design and QA",
"sentence": "_ Propose viable technical solutions to Product Management and/or users for validation.",
"similarity": 0.4946
},
{
"kra_text": "collaboration with design and QA",
"sentence": "_ Participate in the validation phase of the product cycle, fine-tuning when necessary to finalize the product.",
"similarity": 0.4684
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.4941,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "_ Support the customer by debugging existing solutions in collaboration with Product Manager or Product Definition Analyst",
"similarity": 0.5139
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "_ Propose viable technical solutions to Product Management and/or users for validation.",
"similarity": 0.4999
},
{
"kra_text": "translate product and design requirements",
"sentence": "_ Define user requirements for the development of new (or upgrade of existing) software solutions.",
"similarity": 0.4676
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4938,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "defect troubleshooting and resolution",
"sentence": "_ Support the customer by debugging existing solutions in collaboration with Product Manager or Product Definition Analyst",
"similarity": 0.5007
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "_ Define user requirements for the development of new (or upgrade of existing) software solutions.",
"similarity": 0.4943
},
{
"kra_text": "user interaction design and refinement",
"sentence": "_ Participate in the validation phase of the product cycle, fine-tuning when necessary to finalize the product.",
"similarity": 0.4772
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.4908,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Writes database access logic including SQL queries, ORM mappings, stored procedures, and migration scripts for relational databases like PostgreSQL and MySQL.",
"sentence": "_ Model, design and implement databases.",
"similarity": 0.5101
},
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "_ Support the customer by debugging existing solutions in collaboration with Product Manager or Product Definition Analyst",
"similarity": 0.5053
},
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "_ Produce software documentation necessary for the application and issue it to the requesting departments.",
"similarity": 0.4291
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.4815,
"slug": "backend-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL"
],
"role_id": 2,
"score": 0.2,
"slug": "data-engineer",
"total_count": 5
},
{
"display_name": "Pega Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL"
],
"role_id": 24,
"score": 0.2,
"slug": "pega-developer",
"total_count": 5
},
{
"display_name": "Engineering Manager",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL"
],
"role_id": 121,
"score": 0.2,
"slug": "engineering-manager",
"total_count": 5
},
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"debugging"
],
"role_id": 233,
"score": 0.2,
"slug": "sitecore-dev",
"total_count": 5
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.92,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.92,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Software Engineering",
"System Design",
"Database Design",
"Software Testing and Quality Assurance",
"Requirements Analysis",
"Production Support and Debugging",
"Technical Documentation"
],
"matched_kras": [
"Analyse specifications",
"Define user requirements for software solutions",
"Design technical solutions and perform feasibility studies",
"Propose viable technical solutions to Product Management",
"Develop software according to Amadeus standards",
"Model, design and implement databases",
"Conduct unit, package and performance tests",
"Participate in the validation phase of the product cycle",
"Support the customer by debugging existing solutions",
"Produce software documentation necessary for the application"
],
"matched_skills": [
"Design systems",
"databases",
"unit tests",
"package tests",
"performance tests",
"debugging",
"software documentation",
"feasibility studies",
"technical solutions"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD focuses on analyzing specifications, designing technical solutions, modeling databases, testing, debugging, and producing software documentation\u2014typical backend/software engineering responsibilities rather than UI, mobile, or platform-specialized work.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 1747,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 25006,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Database Design",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 25007,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Performance Testing",
"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": 271,
"existing_alias_text": "SQL",
"input_term": "SQL",
"matched_canonical": {
"category_id": 6,
"display_name": "SQL",
"id": 101,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "sql",
"sub_category_id": 97,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
"alias_persisted": false,
"existing_alias_id": 5581,
"existing_alias_text": "Schema Design",
"input_term": "Database Design",
"matched_canonical": {
"category_id": 2,
"display_name": "schema design",
"id": 19,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "schema-design",
"sub_category_id": 2479,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "embedding_alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 865,
"existing_alias_text": "Unit Testing",
"input_term": "Unit Testing",
"matched_canonical": {
"category_id": 8,
"display_name": "Unit Testing",
"id": 517,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "unit-testing",
"sub_category_id": 44,
"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": 5905,
"existing_alias_text": "debugging",
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],
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},
{
"display_name": "Node.js Backend Developer",
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{
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]
},
{
"dimension": {
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},
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"roles_from_db": []
},
{
"dimension": {
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},
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{
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"role_archetype": "Engineering",
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}
]
}
],
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],
"input_llm_skills": [
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"Database Design",
"Unit Testing",
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],
"new_aliases_persisted": 0,
"run_id": "84e9a01e-215f-4eea-aaa8-71df2717cfd1",
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{
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}
],
"canonical": {
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{
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},
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}
],
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},
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},
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{
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]
}
],
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},
{
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],
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{
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},
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}
],
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"new_skill_meta": null,
"source_tag": "db",
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},
{
"aliases_in_db": [],
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"input_skill": "Performance Testing",
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"new_alias_persisted": false,
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"derived": {
"category": "Testing Tools",
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"sub_category": "general",
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},
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"merge_log": [],
"placed": null,
"relationships": null,
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"warnings": []
},
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},
{
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],
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},
"dimensions": [
{
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},
"input_skill": "Debugging",
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}
]
}
],
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"new_alias_text": null,
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"was_in_llm_skills": true
}
],
"unmatched_skills": [
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]
}
API 3 — final-role-output
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"slug": "backend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "SQL",
"tag": "in_db"
},
{
"skill": "Database Design",
"tag": "in_db"
},
{
"skill": "Unit Testing",
"tag": "in_db"
},
{
"skill": "Performance Testing",
"tag": "new"
},
{
"skill": "Debugging",
"tag": "in_db"
}
],
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"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
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"difficulty_hint": "well_known",
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},
"dimension_id": 267,
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"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": "Pega Developer",
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"role_archetype": null,
"slug": "pega-developer",
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}
],
"skill_dimension_saved": true,
"skill_id": 101,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
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"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": [
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}
],
"skill_dimension_saved": true,
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"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
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