Pipeline run
f9f2bfeb-a034-4079-be9c-b362c0f871a3
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
Sutherland is seeking a strategic-thinking and dynamic person to join us. We are a group of driven and energetic individuals. If you are looking to build a fulfilling career and are confident you have…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Engineering Manager
CASE Dslug: engineering-manager · id: 121 · source: db
LLM2 picked engineering-manager (confidence 0.85)
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Description Sutherland is seeking a strategic-thinking and dynamic person to join us. We are a group of driven and energetic individuals. If you are looking to build a fulfilling career and are confident you have the skills and experience to help us succeed, we want to work with you! In the Role you get: - Support the team: Work to resolve software development or testing or other technology area assigned to create, maintain, support, and implement projects. - Set the path to success: Work with product owners and business stakeholders to understand product requirements, translate requirements and vision into an executable timeline - Impact the bottom line: Drive efficiency across teams, support process improvements that develop, sustain, and support activities - Take the lead: Ensure successful transfer of complex domain knowledge to subject matter experts and team members. Lead in your area of technology whether Application development testing maintenance support as per the standard proc Automation Framework development using python ( Squish Tool) Write automated test scripts/cases using BDD + Python. Experience of testing on embedded devices with Squish Tool experience Plan, execute and maintain automated functional tests Perform peer review of automated test scripts/cases and Python Libraries Qualifications Our most successful candidates will have: - Academic: 4-5 years Experience BE BTECH (CSE, IT), B.Sc. (Computers), BCA MCA Or Other Bachelor Master’s Degree in Computing IT preferred - Functional Domain: Healthcare IT IT Services Delivery domain. - Experience: Relevant years of experience in similar role. - Communication skills: Have strong verbal and written communication skills, be able to communicate in a clear, constructive, and professional manner. - Personality: Good time-management skills. - Team player: Be pro-active in developing trust and professional rapport with employees and team members, work as a team-player - Ability to handle multiple tasks simultaneously. - Ability to work in a fast-paced environment with minimal supervision. - Sense of ownership and pride in your performance and its impact on the company’s success. - Critical thinker and problem-solving skills. - Be strategic in developing solutions and process improvements. - Be efficient in finding strategies t Additional Information SFOpp-65390 - 4 positions for the Python Squish Requirements
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 skipped (dimension not under chosen role) |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
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 skipped (dimension not under chosen role) | |
| Python | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| 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": null,
"certifications": [],
"company_name": "Sutherland",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"IT Services",
"Technology Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": {
"aliases": [],
"domain": "Healthcare IT"
}
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
"raw": "BE BTECH (CSE, IT), B.Sc. (Computers), BCA MCA Or Other Bachelor Master\u2019s Degree in Computing IT preferred",
"requirement": "preferred"
}
],
"experience": {
"max": 5,
"min": 4,
"raw": "4-5 years Experience"
},
"job_locations": [],
"role": "Python Automation Engineer",
"role_aliases": [
"Automation Engineer",
"Test Automation Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Role Overview",
"heading_was_present": false,
"source_marker": {
"first_5_words": "Sutherland is seeking a strategic-thinking",
"last_5_words": "as per the standard proc"
},
"text": "Sutherland is seeking a strategic-thinking and dynamic person to join us. We are a group of driven and energetic individuals. If you are looking to build a fulfilling career and are confident you have the skills and experience to help us succeed, we want to work with you! In the Role you get: - Support the team: Work to resolve software development or testing or other technology area assigned to create, maintain, support, and implement projects. - Set the path to success: Work with product owners and business stakeholders to understand product requirements, translate requirements and vision into an executable timeline - Impact the bottom line: Drive efficiency across teams, support process improvements that develop, sustain, and support activities - Take the lead: Ensure successful transfer of complex domain knowledge to subject matter experts and team members. Lead in your area of technology whether Application development testing maintenance support as per the standard proc",
"word_count": 134
},
{
"bullet_count": 11,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Our most successful candidates will",
"last_5_words": "finding strategies t"
},
"text": "Our most successful candidates will have: - Academic: 4-5 years Experience BE BTECH (CSE, IT), B.Sc. (Computers), BCA MCA Or Other Bachelor Master\u2019s Degree in Computing IT preferred - Functional Domain: Healthcare IT IT Services Delivery domain. - Experience: Relevant years of experience in similar role. - Communication skills: Have strong verbal and written communication skills, be able to communicate in a clear, constructive, and professional manner. - Personality: Good time-management skills. - Team player: Be pro-active in developing trust and professional rapport with employees and team members, work as a team-player - Ability to handle multiple tasks simultaneously. - Ability to work in a fast-paced environment with minimal supervision. - Sense of ownership and pride in your performance and its impact on the company\u2019s success. - Critical thinker and problem-solving skills. - Be strategic in developing solutions and process improvements. - Be efficient in finding strategies t",
"word_count": 186
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Python"
}
],
"jd_role": {
"display_name": "Python Automation Engineer",
"rationale": null,
"role_aliases": [
"Automation Engineer",
"Test Automation Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Sutherland",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"IT Services",
"Technology Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": {
"aliases": [],
"domain": "Healthcare IT"
}
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
"raw": "BE BTECH (CSE, IT), B.Sc. (Computers), BCA MCA Or Other Bachelor Master\u2019s Degree in Computing IT preferred",
"requirement": "preferred"
}
],
"experience": {
"max": 5,
"min": 4,
"raw": "4-5 years Experience"
},
"job_locations": [],
"role": "Python Automation Engineer",
"role_aliases": [
"Automation Engineer",
"Test Automation Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Role Overview",
"heading_was_present": false,
"source_marker": {
"first_5_words": "Sutherland is seeking a strategic-thinking",
"last_5_words": "as per the standard proc"
},
"text": "Sutherland is seeking a strategic-thinking and dynamic person to join us. We are a group of driven and energetic individuals. If you are looking to build a fulfilling career and are confident you have the skills and experience to help us succeed, we want to work with you! In the Role you get: - Support the team: Work to resolve software development or testing or other technology area assigned to create, maintain, support, and implement projects. - Set the path to success: Work with product owners and business stakeholders to understand product requirements, translate requirements and vision into an executable timeline - Impact the bottom line: Drive efficiency across teams, support process improvements that develop, sustain, and support activities - Take the lead: Ensure successful transfer of complex domain knowledge to subject matter experts and team members. Lead in your area of technology whether Application development testing maintenance support as per the standard proc",
"word_count": 134
},
{
"bullet_count": 11,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Our most successful candidates will",
"last_5_words": "finding strategies t"
},
"text": "Our most successful candidates will have: - Academic: 4-5 years Experience BE BTECH (CSE, IT), B.Sc. (Computers), BCA MCA Or Other Bachelor Master\u2019s Degree in Computing IT preferred - Functional Domain: Healthcare IT IT Services Delivery domain. - Experience: Relevant years of experience in similar role. - Communication skills: Have strong verbal and written communication skills, be able to communicate in a clear, constructive, and professional manner. - Personality: Good time-management skills. - Team player: Be pro-active in developing trust and professional rapport with employees and team members, work as a team-player - Ability to handle multiple tasks simultaneously. - Ability to work in a fast-paced environment with minimal supervision. - Sense of ownership and pride in your performance and its impact on the company\u2019s success. - Critical thinker and problem-solving skills. - Be strategic in developing solutions and process improvements. - Be efficient in finding strategies t",
"word_count": 186
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "f9f2bfeb-a034-4079-be9c-b362c0f871a3",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Test Automation Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 52,
"score": 1.0,
"slug": "test-automation-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "Lead in your area of technology whether Application development testing maintenance support as per the standard proc",
"similarity": 0.4143
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "If you are looking to build a fulfilling career and are confident you have the skills and experience to help us succeed, we want to work with you! In the Role you get: - Support the team: Work to resolve software development or testing or other technology area assigned to create, maintain, support, and implement projects. - Set the path to success: Work with product owners and business stakeholders to understand product requirements, translate requirements and vision into an executable timeline - Impact the bottom line: Drive efficiency across teams, support process improvements that develop, sustain, and support activities - Take the lead: Ensure successful transfer of complex domain knowledge to subject matter experts and team members.",
"similarity": 0.4115
},
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "Our most successful candidates will have: - Academic: 4-5 years Experience BE BTECH (CSE, IT), B.Sc. (Computers), BCA MCA Or Other Bachelor Master\u2019s Degree in Computing IT preferred - Functional Domain: Healthcare IT IT Services Delivery domain. - Experience: Relevant years of experience in similar role. - Communication skills: Have strong verbal and written communication skills, be able to communicate in a clear, constructive, and professional manner. - Personality: Good time-management skills. - Team player: Be pro-active in developing trust and professional rapport with employees and team members, work as a team-player - Ability to handle multiple tasks simultaneously. - Ability to work in a fast-paced environment with minimal supervision. - Sense of ownership and pride in your performance and its impact on the company\u2019s success. - Critical thinker and problem-solving skills. - Be strategic in developing solutions and process improvements. - Be efficient in finding strategies t",
"similarity": 0.3273
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.3843,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Lead in your area of technology whether Application development testing maintenance support as per the standard proc",
"similarity": 0.4268
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "If you are looking to build a fulfilling career and are confident you have the skills and experience to help us succeed, we want to work with you! In the Role you get: - Support the team: Work to resolve software development or testing or other technology area assigned to create, maintain, support, and implement projects. - Set the path to success: Work with product owners and business stakeholders to understand product requirements, translate requirements and vision into an executable timeline - Impact the bottom line: Drive efficiency across teams, support process improvements that develop, sustain, and support activities - Take the lead: Ensure successful transfer of complex domain knowledge to subject matter experts and team members.",
"similarity": 0.4103
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Our most successful candidates will have: - Academic: 4-5 years Experience BE BTECH (CSE, IT), B.Sc. (Computers), BCA MCA Or Other Bachelor Master\u2019s Degree in Computing IT preferred - Functional Domain: Healthcare IT IT Services Delivery domain. - Experience: Relevant years of experience in similar role. - Communication skills: Have strong verbal and written communication skills, be able to communicate in a clear, constructive, and professional manner. - Personality: Good time-management skills. - Team player: Be pro-active in developing trust and professional rapport with employees and team members, work as a team-player - Ability to handle multiple tasks simultaneously. - Ability to work in a fast-paced environment with minimal supervision. - Sense of ownership and pride in your performance and its impact on the company\u2019s success. - Critical thinker and problem-solving skills. - Be strategic in developing solutions and process improvements. - Be efficient in finding strategies t",
"similarity": 0.3038
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.3803,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "If you are looking to build a fulfilling career and are confident you have the skills and experience to help us succeed, we want to work with you! In the Role you get: - Support the team: Work to resolve software development or testing or other technology area assigned to create, maintain, support, and implement projects. - Set the path to success: Work with product owners and business stakeholders to understand product requirements, translate requirements and vision into an executable timeline - Impact the bottom line: Drive efficiency across teams, support process improvements that develop, sustain, and support activities - Take the lead: Ensure successful transfer of complex domain knowledge to subject matter experts and team members.",
"similarity": 0.4427
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Lead in your area of technology whether Application development testing maintenance support as per the standard proc",
"similarity": 0.4155
},
{
"kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
"sentence": "Our most successful candidates will have: - Academic: 4-5 years Experience BE BTECH (CSE, IT), B.Sc. (Computers), BCA MCA Or Other Bachelor Master\u2019s Degree in Computing IT preferred - Functional Domain: Healthcare IT IT Services Delivery domain. - Experience: Relevant years of experience in similar role. - Communication skills: Have strong verbal and written communication skills, be able to communicate in a clear, constructive, and professional manner. - Personality: Good time-management skills. - Team player: Be pro-active in developing trust and professional rapport with employees and team members, work as a team-player - Ability to handle multiple tasks simultaneously. - Ability to work in a fast-paced environment with minimal supervision. - Sense of ownership and pride in your performance and its impact on the company\u2019s success. - Critical thinker and problem-solving skills. - Be strategic in developing solutions and process improvements. - Be efficient in finding strategies t",
"similarity": 0.2719
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.3767,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "If you are looking to build a fulfilling career and are confident you have the skills and experience to help us succeed, we want to work with you! In the Role you get: - Support the team: Work to resolve software development or testing or other technology area assigned to create, maintain, support, and implement projects. - Set the path to success: Work with product owners and business stakeholders to understand product requirements, translate requirements and vision into an executable timeline - Impact the bottom line: Drive efficiency across teams, support process improvements that develop, sustain, and support activities - Take the lead: Ensure successful transfer of complex domain knowledge to subject matter experts and team members.",
"similarity": 0.4464
},
{
"kra_text": "support release readiness",
"sentence": "Lead in your area of technology whether Application development testing maintenance support as per the standard proc",
"similarity": 0.3613
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Sutherland is seeking a strategic-thinking and dynamic person to join us.",
"similarity": 0.3072
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.3717,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "If you are looking to build a fulfilling career and are confident you have the skills and experience to help us succeed, we want to work with you! In the Role you get: - Support the team: Work to resolve software development or testing or other technology area assigned to create, maintain, support, and implement projects. - Set the path to success: Work with product owners and business stakeholders to understand product requirements, translate requirements and vision into an executable timeline - Impact the bottom line: Drive efficiency across teams, support process improvements that develop, sustain, and support activities - Take the lead: Ensure successful transfer of complex domain knowledge to subject matter experts and team members.",
"similarity": 0.4971
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Lead in your area of technology whether Application development testing maintenance support as per the standard proc",
"similarity": 0.3404
},
{
"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": "Our most successful candidates will have: - Academic: 4-5 years Experience BE BTECH (CSE, IT), B.Sc. (Computers), BCA MCA Or Other Bachelor Master\u2019s Degree in Computing IT preferred - Functional Domain: Healthcare IT IT Services Delivery domain. - Experience: Relevant years of experience in similar role. - Communication skills: Have strong verbal and written communication skills, be able to communicate in a clear, constructive, and professional manner. - Personality: Good time-management skills. - Team player: Be pro-active in developing trust and professional rapport with employees and team members, work as a team-player - Ability to handle multiple tasks simultaneously. - Ability to work in a fast-paced environment with minimal supervision. - Sense of ownership and pride in your performance and its impact on the company\u2019s success. - Critical thinker and problem-solving skills. - Be strategic in developing solutions and process improvements. - Be efficient in finding strategies t",
"similarity": 0.2768
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.3714,
"slug": "full-stack-engineer",
"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": "D",
"chosen_role": {
"display_name": "Engineering Manager",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.3843,
"slug": "engineering-manager",
"total_count": null
},
"confidence": 0.85,
"is_new_role": false,
"llm2_fired": true,
"llm2_reasoning": "JD emphasizes leadership, stakeholder management, process improvement and team support which aligns closely with an Engineering Manager rather than a specialized Data Engineer.",
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "LLM2 picked engineering-manager (confidence 0.85)",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 13,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.3843,
"queue_id": 1903,
"r_and_r_preview": "Sutherland is seeking a strategic-thinking and dynamic person to join us. We are a group of driven and energetic individuals. If you are looking to build a fulfilling career and are confident you have",
"role_display_name": "Engineering Manager",
"role_slug": "engineering-manager",
"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": "Engineering Manager",
"id": 121,
"rationale": "LLM2 picked engineering-manager (confidence 0.85)",
"role_archetype": null,
"slug": "engineering-manager",
"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,
"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_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"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 DSLs",
"id": 475,
"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
"slug": "programming-languages-dsls",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"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"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cyber Security Engineer",
"id": 5,
"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"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"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",
"llm_role": null,
"roles_from_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"
}
]
},
{
"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",
"llm_role": null,
"roles_from_db": [
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Python Programming",
"id": 290,
"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",
"llm_role": null,
"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": "f9f2bfeb-a034-4079-be9c-b362c0f871a3",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Python",
"alias_type": "CANONICAL",
"id": 67,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2",
"alias_type": "VERSION",
"id": 72,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2.x",
"alias_type": "VERSION",
"id": 74,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3",
"alias_type": "VERSION",
"id": 73,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3.10",
"alias_type": "VERSION",
"id": 76,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3.11",
"alias_type": "VERSION",
"id": 77,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3.12",
"alias_type": "VERSION",
"id": 78,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3.x",
"alias_type": "VERSION",
"id": 75,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "py",
"alias_type": "VERSION",
"id": 2183,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "py2",
"alias_type": "VERSION",
"id": 68,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "py3",
"alias_type": "VERSION",
"id": 69,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python 3",
"alias_type": "VERSION",
"id": 2186,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python 3.x",
"alias_type": "VERSION",
"id": 2849,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python2",
"alias_type": "VERSION",
"id": 70,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python3",
"alias_type": "VERSION",
"id": 71,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python3.x",
"alias_type": "VERSION",
"id": 2848,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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"
},
"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,
"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_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"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 DSLs",
"id": 475,
"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
"slug": "programming-languages-dsls",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"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"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cyber Security Engineer",
"id": 5,
"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"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"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",
"llm_role": null,
"roles_from_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"
}
]
},
{
"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",
"llm_role": null,
"roles_from_db": [
{
"display_name": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Python Programming",
"id": 290,
"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",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Python",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Engineering Manager",
"id": 121,
"rationale": "LLM2 picked engineering-manager (confidence 0.85)",
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Python",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 121,
"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"
},
"dimension_id": 248,
"input_skill": "Python",
"llm_role": null,
"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",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 121,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages",
"id": 1,
"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
"source": "db"
},
"dimension_id": 1,
"input_skill": "Python",
"llm_role": null,
"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": "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"
}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 121,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 DSLs",
"id": 475,
"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
"slug": "programming-languages-dsls",
"source": "db"
},
"dimension_id": 475,
"input_skill": "Python",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 121,
"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"
},
"dimension_id": 59,
"input_skill": "Python",
"llm_role": null,
"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": "Cyber Security Engineer",
"id": 5,
"rationale": null,
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