Pipeline run
41ef9d91-f842-464d-a654-383dd2d89f6d
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
A Lead level role for a team B Develop Weblogic , Python objects based on Weblogic , Python C Guide the technical team to work on Weblogic , Python specific requirements Oracle WebLogic Application S…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
→Python Backend Developer
sub-role · 0.98 domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db · sub-role slug: python-backend-developer
Domain=Software Engineering → sub-role python-backend-developer; The role is centered on WebLogic and Python application work with team guidance and project reporting, which best matches a backend/application developer profile.
Matched skills
Matched dimensions
Matched KRAs
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 506,000 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 : 10 Work Experience : 4-6 years Work location : Bengaluru Must Have Skills : Oracle WebLogic Application Server Good To Have Skills : French,Python Programming Language Job Requirements : Key Responsibilities : A Lead level role for a team B Develop Weblogic , Python objects based on Weblogic , Python C Guide the technical team to work on Weblogic , Python specific requirements Technical Experience : A Must have good hands on experience in Weblogic , Python 5 Years B Must have basic knowledge in Weblogic , Python have worked in environment supporting Weblogic , Python C Good to have knowledge in SI projects Professional Attributes : A Must be Good in reporting about the project progress B Drive the project as per given milestone C Excellent communication skill as resource will be client facing for short duration Educational Qualification : BE Additional Information : NA 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
- Application Servers
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Python (CANONICAL) primary
- Python 2 (VERSION)
- Python 2.x (VERSION)
- Python 3 (VERSION)
- Python 3.10 (VERSION)
- Python 3.11 (VERSION)
- Python 3.12 (VERSION)
- Python 3.x (VERSION)
- py (VERSION)
- py2 (VERSION)
- py3 (VERSION)
- python 3 (VERSION)
- python 3.x (VERSION)
- python2 (VERSION)
- python3 (VERSION)
- python3.x (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- PSF
- License
- mit
- Year introduced
- 1991
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3
Maturity reasoning: Python appears in a very high volume of job descriptions across data, backend, automation, and ML roles, and remains a default hiring-pipeline language on major job boards and tech stacks.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud Security Scripting & DSL Languages Catalog dimension db id 248
Library dimension (catalog)
Roles linked in library: Cloud Security Engineer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages and Scripting Catalog dimension db id 59
Library dimension (catalog)
Roles linked in library: Cyber Security Engineer
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
-
Programming Languages for ML Systems Catalog dimension db id 39
Library dimension (catalog)
Roles linked in library: ML Engineer, MLOps Engineer
-
Programming Languages for XR Catalog dimension db id 97
Library dimension (catalog)
Roles linked in library: AR/VR Engineer
-
Python Programming Catalog dimension db id 290
Library dimension (catalog)
Roles linked in library: Python Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | 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) |
|
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Python Programming
python-programming
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| Python | in_db |
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Python | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages and Scripting
programming-languages-and-scripting
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Python | in_db |
Python Programming
python-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Oracle WebLogic Server | type=Application Servers subtype=general nature=TOOL 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": "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 506,000 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": "BTECH/BE - Any Discipline",
"raw": "BE",
"requirement": "required"
}
],
"experience": {
"max": 6,
"min": 4,
"raw": "4-6 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": 3,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "A Lead level role for",
"last_5_words": "Weblogic , Python specific requirements"
},
"text": "A Lead level role for a team\nB Develop Weblogic , Python objects based on Weblogic , Python\nC Guide the technical team to work on Weblogic , Python specific requirements",
"word_count": 27
},
{
"bullet_count": 0,
"heading": "Must Have Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Oracle WebLogic Application Server",
"last_5_words": "Oracle WebLogic Application Server"
},
"text": "Oracle WebLogic Application Server",
"word_count": 5
},
{
"bullet_count": 0,
"heading": "Good To Have Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "French,Python Programming Language",
"last_5_words": "French,Python Programming Language"
},
"text": "French,Python Programming Language",
"word_count": 5
},
{
"bullet_count": 3,
"heading": "Technical Experience",
"heading_was_present": true,
"source_marker": {
"first_5_words": "A Must have good hands",
"last_5_words": "knowledge in SI projects"
},
"text": "A Must have good hands on experience in Weblogic , Python 5 Years\nB Must have basic knowledge in Weblogic , Python have worked in environment supporting Weblogic , Python\nC Good to have knowledge in SI projects",
"word_count": 34
},
{
"bullet_count": 3,
"heading": "Professional Attributes",
"heading_was_present": true,
"source_marker": {
"first_5_words": "A Must be Good in",
"last_5_words": "facing for short duration"
},
"text": "A Must be Good in reporting about the project progress\nB Drive the project as per given milestone\nC Excellent communication skill as resource will be client facing for short duration",
"word_count": 30
}
],
"urls": [
{
"type": "website",
"url": "www.accenture.com"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Oracle WebLogic Server"
},
{
"is_primary": true,
"skill_name": "Python"
}
],
"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 506,000 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": "BTECH/BE - Any Discipline",
"raw": "BE",
"requirement": "required"
}
],
"experience": {
"max": 6,
"min": 4,
"raw": "4-6 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": 3,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "A Lead level role for",
"last_5_words": "Weblogic , Python specific requirements"
},
"text": "A Lead level role for a team\nB Develop Weblogic , Python objects based on Weblogic , Python\nC Guide the technical team to work on Weblogic , Python specific requirements",
"word_count": 27
},
{
"bullet_count": 0,
"heading": "Must Have Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Oracle WebLogic Application Server",
"last_5_words": "Oracle WebLogic Application Server"
},
"text": "Oracle WebLogic Application Server",
"word_count": 5
},
{
"bullet_count": 0,
"heading": "Good To Have Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "French,Python Programming Language",
"last_5_words": "French,Python Programming Language"
},
"text": "French,Python Programming Language",
"word_count": 5
},
{
"bullet_count": 3,
"heading": "Technical Experience",
"heading_was_present": true,
"source_marker": {
"first_5_words": "A Must have good hands",
"last_5_words": "knowledge in SI projects"
},
"text": "A Must have good hands on experience in Weblogic , Python 5 Years\nB Must have basic knowledge in Weblogic , Python have worked in environment supporting Weblogic , Python\nC Good to have knowledge in SI projects",
"word_count": 34
},
{
"bullet_count": 3,
"heading": "Professional Attributes",
"heading_was_present": true,
"source_marker": {
"first_5_words": "A Must be Good in",
"last_5_words": "facing for short duration"
},
"text": "A Must be Good in reporting about the project progress\nB Drive the project as per given milestone\nC Excellent communication skill as resource will be client facing for short duration",
"word_count": 30
}
],
"urls": [
{
"type": "website",
"url": "www.accenture.com"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "41ef9d91-f842-464d-a654-383dd2d89f6d",
"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": "Engineering Manager",
"kra_matches": [
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "C Guide the technical team to work on Weblogic , Python specific requirements",
"similarity": 0.4345
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "B Drive the project as per given milestone",
"similarity": 0.4289
},
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "C Excellent communication skill as resource will be client facing for short duration",
"similarity": 0.3828
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4154,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "service-level technical collaboration",
"sentence": "C Guide the technical team to work on Weblogic , Python specific requirements",
"similarity": 0.4247
},
{
"kra_text": "service-level technical collaboration",
"sentence": "C Excellent communication skill as resource will be client facing for short duration",
"similarity": 0.4082
},
{
"kra_text": "Server-side business logic implementation",
"sentence": "B Develop Weblogic , Python objects based on Weblogic , Python",
"similarity": 0.3409
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.3913,
"slug": "dotnet-backend-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": "C Guide the technical team to work on Weblogic , Python specific requirements",
"similarity": 0.4024
},
{
"kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
"sentence": "B Develop Weblogic , Python objects based on Weblogic , Python",
"similarity": 0.3706
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "B Drive the project as per given milestone",
"similarity": 0.3616
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.3782,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "Requirements analysis and process translation",
"sentence": "C Guide the technical team to work on Weblogic , Python specific requirements",
"similarity": 0.4412
},
{
"kra_text": "external system integration implementation",
"sentence": "B Develop Weblogic , Python objects based on Weblogic , Python",
"similarity": 0.3579
},
{
"kra_text": "exception, escalation, and assignment handling",
"sentence": "C Excellent communication skill as resource will be client facing for short duration",
"similarity": 0.3346
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.3779,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Implements server-side business logic, REST API endpoints, and microservice handlers using Java, Python, Go, or Node.js to process application requests and enforce business rules.",
"sentence": "C Guide the technical team to work on Weblogic , Python specific requirements",
"similarity": 0.3847
},
{
"kra_text": "Implements server-side business logic, REST API endpoints, and microservice handlers using Java, Python, Go, or Node.js to process application requests and enforce business rules.",
"sentence": "B Develop Weblogic , Python objects based on Weblogic , Python",
"similarity": 0.3833
},
{
"kra_text": "Implements server-side business logic, REST API endpoints, and microservice handlers using Java, Python, Go, or Node.js to process application requests and enforce business rules.",
"sentence": "A Must have good hands on experience in Weblogic , Python 5 Years",
"similarity": 0.3371
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.3684,
"slug": "backend-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 2,
"score": 0.5,
"slug": "data-engineer",
"total_count": 2
},
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 3,
"score": 0.5,
"slug": "ml-engineer",
"total_count": 2
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 5,
"score": 0.5,
"slug": "cybersecurity-engineer",
"total_count": 2
},
{
"display_name": "AR/VR Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 8,
"score": 0.5,
"slug": "ar-vr-engineer",
"total_count": 2
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 1,
"score": 0.5,
"slug": "backend-engineer",
"total_count": 2
}
]
},
"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/Application Development",
"WebLogic-based Application Support",
"Python Development",
"Technical Team Guidance",
"Project Progress Reporting",
"Client-facing Communication"
],
"matched_kras": [
"Develop Weblogic , Python objects based on Weblogic , Python",
"Guide the technical team to work on Weblogic , Python specific requirements",
"Must have good hands on experience in Weblogic , Python 5 Years",
"Good to have knowledge in SI projects",
"Be Good in reporting about the project progress",
"Drive the project as per given milestone",
"Excellent communication skill as resource will be client facing"
],
"matched_skills": [
"Weblogic",
"Python",
"Oracle WebLogic Application Server",
"French",
"Python Programming Language"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role python-backend-developer; The role is centered on WebLogic and Python application work with team guidance and project reporting, which best matches a backend/application developer profile.",
"sub_role": {
"confidence": 0.98,
"display_name": "Python Backend Developer",
"reasoning": "The JD explicitly centers on Python and WebLogic-based application development, with Python named as a must-have skill, making python-backend-developer the best fit.",
"role_id": 80,
"slug": "python-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1762,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.3684,
"queue_id": 1974,
"r_and_r_preview": "A Lead level role for a team\nB Develop Weblogic , Python objects based on Weblogic , Python\nC Guide the technical team to work on Weblogic , Python specific requirements\n\nOracle WebLogic Application S",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 25287,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Oracle WebLogic Server",
"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": 67,
"existing_alias_text": "Python",
"input_term": "Python",
"matched_canonical": {
"category_id": 6,
"display_name": "Python",
"id": 5,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "python",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
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},
{
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},
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},
{
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},
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}
],
"chosen_role": {
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"source": "db"
},
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{
"dimension": {
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},
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{
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}
]
},
{
"dimension": {
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},
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{
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"slug": "fullstack-developer",
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}
]
},
{
"dimension": {
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"display_name": "Programming Languages \u0026 DSLs",
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"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
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},
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}
]
},
{
"dimension": {
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"rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
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"source": "db"
},
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{
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for Data Work",
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"rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
"slug": "programming-languages-for-data-work",
"source": "db"
},
"input_skill": "Python",
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"roles_from_db": [
{
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"slug": "data-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for ML Systems",
"id": 39,
"rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
"slug": "programming-languages-for-ml-systems",
"source": "db"
},
"input_skill": "Python",
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"roles_from_db": [
{
"display_name": "ML Engineer",
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"role_archetype": null,
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},
{
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"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for XR",
"id": 97,
"rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
"slug": "programming-languages-for-xr",
"source": "db"
},
"input_skill": "Python",
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"roles_from_db": [
{
"display_name": "AR/VR Engineer",
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"role_archetype": null,
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"source": "db"
}
]
},
{
"dimension": {
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"rationale": "Core Python language skills used to implement backend business logic, request handlers, integrations, and service internals. This is the primary coding surface for the role.",
"slug": "python-programming",
"source": "db"
},
"input_skill": "Python",
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"roles_from_db": [
{
"display_name": "Python Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
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],
"input_llm_skills": [
"Oracle WebLogic Server",
"Python"
],
"new_aliases_persisted": 0,
"run_id": "41ef9d91-f842-464d-a654-383dd2d89f6d",
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{
"aliases_in_db": [],
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"derived": {
"category": "Application Servers",
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},
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},
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},
{
"aliases_in_db": [
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"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2",
"alias_type": "VERSION",
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"is_primary": false,
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},
{
"alias_text": "Python 2.x",
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},
{
"alias_text": "Python 3",
"alias_type": "VERSION",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3.10",
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},
{
"alias_text": "Python 3.11",
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},
{
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},
{
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},
{
"alias_text": "py",
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},
{
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},
{
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},
{
"alias_text": "python 3",
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},
{
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},
{
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},
{
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},
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}
],
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
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"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Security Scripting \u0026 DSL Languages",
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"rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
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},
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}
]
},
{
"dimension": {
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}
]
},
{
"dimension": {
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},
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}
]
},
{
"dimension": {
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},
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}
]
},
{
"dimension": {
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},
"input_skill": "Python",
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{
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"role_archetype": null,
"slug": "data-engineer",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
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},
"input_skill": "Python",
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"roles_from_db": [
{
"display_name": "ML Engineer",
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},
{
"display_name": "MLOps Engineer",
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"slug": "ml-ops-engineer",
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}
]
},
{
"dimension": {
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"rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
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"source": "db"
},
"input_skill": "Python",
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"roles_from_db": [
{
"display_name": "AR/VR Engineer",
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"role_archetype": null,
"slug": "ar-vr-engineer",
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}
]
},
{
"dimension": {
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"rationale": "Core Python language skills used to implement backend business logic, request handlers, integrations, and service internals. This is the primary coding surface for the role.",
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"source": "db"
},
"input_skill": "Python",
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"roles_from_db": [
{
"display_name": "Python Backend Developer",
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"role_archetype": "Engineering",
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}
]
}
],
"input_skill": "Python",
"matched_via": "alias",
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"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Oracle WebLogic Server"
]
}
API 3 — final-role-output
{
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"rationale": "Domain=Software Engineering \u2192 sub-role python-backend-developer; The role is centered on WebLogic and Python application work with team guidance and project reporting, which best matches a backend/application developer profile.",
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"slug": "backend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Oracle WebLogic Server",
"tag": "new"
},
{
"skill": "Python",
"tag": "in_db"
}
],
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"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": "Cloud Security Scripting \u0026 DSL Languages",
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"rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
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},
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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": "Cloud Security Engineer",
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}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
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},
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"input_skill": "Python",
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"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
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"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.",
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},
{
"display_name": "Fullstack Developer",
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},
{
"display_name": "Fullstack Developer",
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"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
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"skipped_reason": null
},
{
"chosen_role_id": 1,
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"difficulty_hint": "well_known",
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},
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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": "Engineering Manager",
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"role_archetype": null,
"slug": "engineering-manager",
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}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages and Scripting",
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"rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
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