Pipeline run
32c90295-f6ee-4b24-a6b2-6bca070c4d4e
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
• Designing and implementing scalable and secure Python applications • Collaborating with cross-functional teams to define, design, and ship new features • Writing reusable, testable, and efficient co…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
→Python Backend Developer
sub-role · 0.99 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 JD describes a Python Developer focused on scalable application development, production troubleshooting, performance, availability, and code quality, which best matches a backend engineering role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Skills: Python, Developer, Code, Programming, Developing, Rest API, Company Overview VOCO Technologies is a software development company that provides end-to-end custom software development services. Our unique approach to software development, passion for innovation, and dedication to customer satisfaction make us your perfect technology partner. With a highly skilled team of software development experts, we strive to help our clients grow their businesses, increase their ROI, and stay ahead of the competition. Job Overview We are looking for a skilled Python Developer with 2-3 years of experience in back-end development. This is a permanent role based in Hyderabad. As a Python Developer at VOCO Technologies, you will be responsible for designing, building, and delivering excellent software products on time and within budget. Qualifications And Skills • 2-3 years of experience as a Python Developer • Strong understanding of back-end development using Python frameworks such as Django or Flask • Proficiency in database technologies such as SQL and MongoDB • Experience with version control systems, preferably Git • Knowledge of front-end technologies such as HTML, CSS, and JavaScript would be a plus • Familiarity with cloud platforms, deployment, and containerization technologies • Excellent problem-solving and analytical skills • Strong teamwork and communication skills Roles And Responsibilities • Designing and implementing scalable and secure Python applications • Collaborating with cross-functional teams to define, design, and ship new features • Writing reusable, testable, and efficient code • Troubleshooting and debugging issues in production and non-production environments • Optimizing application performance and ensuring high availability and scalability • Contributing to code reviews and providing constructive feedback to improve code quality • Keeping up to date with industry trends and best practices in Python development
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
- 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)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "VOCO Technologies is a software",
"last_5_words": "ahead of the competition."
},
"text": "VOCO Technologies is a software development company that provides end-to-end custom software development services. Our unique approach to software development, passion for innovation, and dedication to customer satisfaction make us your perfect technology partner. With a highly skilled team of software development experts, we strive to help our clients grow their businesses, increase their ROI, and stay ahead of the competition.",
"word_count": 64
},
"certifications": [],
"company_name": "VOCO Technologies",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Software Development",
"Custom Software Development"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 3,
"min": 2,
"raw": "2-3 years of experience as a Python Developer"
},
"job_locations": [
{
"aliases": [
"Hyderabad, AP"
],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Python Developer",
"role_aliases": [
"Backend Developer",
"Software Engineer",
"Python Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Designing and implementing scalable",
"last_5_words": "trends and best practices in"
},
"text": "\u2022 Designing and implementing scalable and secure Python applications\n\u2022 Collaborating with cross-functional teams to define, design, and ship new features\n\u2022 Writing reusable, testable, and efficient code\n\u2022 Troubleshooting and debugging issues in production and non-production environments\n\u2022 Optimizing application performance and ensuring high availability and scalability\n\u2022 Contributing to code reviews and providing constructive feedback to improve code quality\n\u2022 Keeping up to date with industry trends and best practices in Python development",
"word_count": 66
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Python"
}
],
"jd_role": {
"display_name": "Python Developer",
"rationale": null,
"role_aliases": [
"Backend Developer",
"Software Engineer",
"Python Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "VOCO Technologies is a software",
"last_5_words": "ahead of the competition."
},
"text": "VOCO Technologies is a software development company that provides end-to-end custom software development services. Our unique approach to software development, passion for innovation, and dedication to customer satisfaction make us your perfect technology partner. With a highly skilled team of software development experts, we strive to help our clients grow their businesses, increase their ROI, and stay ahead of the competition.",
"word_count": 64
},
"certifications": [],
"company_name": "VOCO Technologies",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Software Development",
"Custom Software Development"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 3,
"min": 2,
"raw": "2-3 years of experience as a Python Developer"
},
"job_locations": [
{
"aliases": [
"Hyderabad, AP"
],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Python Developer",
"role_aliases": [
"Backend Developer",
"Software Engineer",
"Python Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Designing and implementing scalable",
"last_5_words": "trends and best practices in"
},
"text": "\u2022 Designing and implementing scalable and secure Python applications\n\u2022 Collaborating with cross-functional teams to define, design, and ship new features\n\u2022 Writing reusable, testable, and efficient code\n\u2022 Troubleshooting and debugging issues in production and non-production environments\n\u2022 Optimizing application performance and ensuring high availability and scalability\n\u2022 Contributing to code reviews and providing constructive feedback to improve code quality\n\u2022 Keeping up to date with industry trends and best practices in Python development",
"word_count": 66
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "32c90295-f6ee-4b24-a6b2-6bca070c4d4e",
"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
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 1.0,
"slug": "python-backend-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborating with cross-functional teams to define, design, and ship new features",
"similarity": 0.7109
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Optimizing application performance and ensuring high availability and scalability",
"similarity": 0.6247
},
{
"kra_text": "structure reusable application code",
"sentence": "Writing reusable, testable, and efficient code",
"similarity": 0.6092
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.6483,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Contributing to code reviews and providing constructive feedback to improve code quality",
"similarity": 0.608
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborating with cross-functional teams to define, design, and ship new features",
"similarity": 0.6035
},
{
"kra_text": "code review and refactoring",
"sentence": "Writing reusable, testable, and efficient code",
"similarity": 0.5716
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5944,
"slug": "angular-frontend-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": "Collaborating with cross-functional teams to define, design, and ship new features",
"similarity": 0.6074
},
{
"kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
"sentence": "Optimizing application performance and ensuring high availability and scalability",
"similarity": 0.5839
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Troubleshooting and debugging issues in production and non-production environments",
"similarity": 0.5525
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5812,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Contributing to code reviews and providing constructive feedback to improve code quality",
"similarity": 0.6355
},
{
"kra_text": "performance tuning and resource efficiency",
"sentence": "Optimizing application performance and ensuring high availability and scalability",
"similarity": 0.5735
},
{
"kra_text": "code review and testing support",
"sentence": "Writing reusable, testable, and efficient code",
"similarity": 0.5208
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.5766,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Contributing to code reviews and providing constructive feedback to improve code quality",
"similarity": 0.6079
},
{
"kra_text": "code review and refactoring",
"sentence": "Writing reusable, testable, and efficient code",
"similarity": 0.5716
},
{
"kra_text": "defect diagnosis and performance tuning",
"sentence": "Troubleshooting and debugging issues in production and non-production environments",
"similarity": 0.5139
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 82,
"score": 0.5645,
"slug": "node-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 2,
"score": 1.0,
"slug": "data-engineer",
"total_count": 1
},
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 3,
"score": 1.0,
"slug": "ml-engineer",
"total_count": 1
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 5,
"score": 1.0,
"slug": "cybersecurity-engineer",
"total_count": 1
},
{
"display_name": "AR/VR Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 8,
"score": 1.0,
"slug": "ar-vr-engineer",
"total_count": 1
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Python"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 1
}
]
},
"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": 0.94,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.94,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Application Development",
"Scalability and Security",
"Production Support and Debugging",
"Performance Optimization",
"Code Quality and Review"
],
"matched_kras": [
"Designing and implementing scalable and secure Python applications",
"Collaborating with cross-functional teams to define, design, and ship new features",
"Writing reusable, testable, and efficient code",
"Troubleshooting and debugging issues in production and non-production environments",
"Optimizing application performance and ensuring high availability and scalability",
"Contributing to code reviews and providing constructive feedback"
],
"matched_skills": [
"Python",
"scalable and secure Python applications",
"reusable, testable, and efficient code",
"troubleshooting and debugging",
"application performance",
"high availability",
"code reviews"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role python-backend-developer; The JD describes a Python Developer focused on scalable application development, production troubleshooting, performance, availability, and code quality, which best matches a backend engineering role.",
"sub_role": {
"confidence": 0.99,
"display_name": "Python Backend Developer",
"reasoning": "The JD title and responsibilities explicitly center on Python application development, clearly matching the Python backend candidate.",
"role_id": 80,
"slug": "python-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1015,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1068,
"r_and_r_preview": "\u2022 Designing and implementing scalable and secure Python applications\n\u2022 Collaborating with cross-functional teams to define, design, and ship new features\n\u2022 Writing reusable, testable, and efficient co",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [],
"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": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"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"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
},
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role python-backend-developer; The JD describes a Python Developer focused on scalable application development, production troubleshooting, performance, availability, and code quality, which best matches a backend engineering role.",
"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": "Cloud Security Scripting \u0026 DSL Languages",
"id": 248,
"rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
"slug": "cloud-security-scripting-dsl-languages",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages",
"id": 1,
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"source": "db"
},
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"roles_from_db": [
{
"display_name": "Backend Developer",
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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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"source": "db"
},
{
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"slug": "full-stack-engineer",
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},
{
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"slug": "fullstack-developer",
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}
]
},
{
"dimension": {
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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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"source": "db"
},
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{
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"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages and Scripting",
"id": 59,
"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.",
"slug": "programming-languages-and-scripting",
"source": "db"
},
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"roles_from_db": [
{
"display_name": "Cyber Security Engineer",
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"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for Data Work",
"id": 21,
"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"
},
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{
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"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for ML Systems",
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"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"
},
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"roles_from_db": [
{
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},
{
"display_name": "MLOps Engineer",
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"role_archetype": null,
"slug": "ml-ops-engineer",
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}
]
},
{
"dimension": {
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"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"
},
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"roles_from_db": [
{
"display_name": "AR/VR Engineer",
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"slug": "ar-vr-engineer",
"source": "db"
}
]
},
{
"dimension": {
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"slug": "python-programming",
"source": "db"
},
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"roles_from_db": [
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Python"
],
"input_llm_skills": [
"Python"
],
"new_aliases_persisted": 0,
"run_id": "32c90295-f6ee-4b24-a6b2-6bca070c4d4e",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Python",
"alias_type": "CANONICAL",
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"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2.x",
"alias_type": "VERSION",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3",
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"is_primary": false,
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},
{
"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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}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "python",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Security Scripting \u0026 DSL Languages",
"id": 248,
"rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
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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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"role_archetype": null,
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}
]
},
{
"dimension": {
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},
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},
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},
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]
},
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},
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}
]
}
],
"input_skill": "Python",
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"new_skill_meta": null,
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}
],
"unmatched_skills": []
}
API 3 — final-role-output
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"rationale": "Domain=Software Engineering \u2192 sub-role python-backend-developer; The JD describes a Python Developer focused on scalable application development, production troubleshooting, performance, availability, and code quality, which best matches a backend engineering role.",
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"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
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"tag": "in_db"
}
],
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"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
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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,
"roles_from_db": [
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],
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},
{
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},
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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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},
{
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},
{
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}
],
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},
{
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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": [
{
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}
],
"skill_dimension_saved": true,
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"skipped_reason": null
},
{
"chosen_role_id": 1,
"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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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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"roles_from_db": [
{
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}
],
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},
{
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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)",
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"roles_from_db": [
{
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}
],
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},
{
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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{
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},
{
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}
],
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},
{
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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": [
{
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}
],
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"skill_tag": "in_db",
"skipped_reason": null
},
{
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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,
"roles_from_db": [
{
"display_name": "Python Backend Developer",
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],
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}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "32c90295-f6ee-4b24-a6b2-6bca070c4d4e"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.