Pipeline run
7e4f42d1-94b2-4add-94ef-670a220bde5a
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
Working under some supervision. Making decisions that are moderate in impact; errors may have relatively minor financial impact or effect on projects, operations, or customer relationships; errors may…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
→Flutter Developer
sub-role · 0.57 CASE Bslug: backend-engineer · id: 1 · source: db · sub-role slug: flutter-developer
The primary skills indicate a strong focus on systems engineering, software testing, and database management, which align well with a Backend Developer role.
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Company:Qualcomm India Private Limited Job Area:Engineering Group, Engineering Group > Software Engineering General Summary Researches, designs, develops, and tests operating systems-level software and/or hardware. Designs and coordinates complex engineering projects at the system level. Performs functional decomposition to drive requirements and specifications to both hardware and software. Analyzes information to determine, recommend, and plan installation of a new system or modification of an existing system. Ensures system-level performance and power metrics are met. Drives triage of problems at the system level to determine root cause. The Responsibilities Of This Role Include Working under some supervision. Making decisions that are moderate in impact; errors may have relatively minor financial impact or effect on projects, operations, or customer relationships; errors may require involvement beyond immediate work group to correct. Using verbal and written communication skills to convey information that may be somewhat complex to others who may have limited knowledge of the subject in question. May require basic negotiation and influence, cooperation, tact, and diplomacy, etc. Having a moderate amount of influence over key organizational decisions (e.g., is consulted by senior leadership to provide input on key decisions). Completing tasks with multiple steps that can be performed in various orders; some planning and prioritization must occur to complete the tasks effectively; mistakes may result in some rework. Exercising creativity to draft original documents, imagery, or work products within established guidelines. Using deductive and inductive problem solving; multiple approaches may be taken/necessary to solve the problem; often information is missing or incomplete; intermediate data analysis/interpretation skills may be required. May be solicited during strategic planning period. The Responsibilities Of This Role Do Not Include Financial accountability (e.g., does not involve budgeting responsibility). Principal Duties & Responsibilities Gathers, integrates, and interprets information from a variety of sources in order to troubleshoot issues; finds solutions and shares opinions about ways to address the issues. Collaborates with individuals inside own team and with other teams to complete project work. Collaborates with project team to accomplish project objectives. Conducts analyses to identify where an issue has occurred and makes recommendations for how to address the issue with some/minimal supervision. Anticipates and discusses issues with project team to maintain open communication. Seeks out learning opportunities to increase own knowledge and skill. Communicates with project lead via email and direct conversation to provide status and information about impending obstacles. Manages individual project priorities, deadlines, and deliverables with minimal supervision. Contributes to conversations during technical team discussion. Collaborates with tech leads and engineers on a project in order to verify the accuracy of systems with minimal supervision. Verifies proposed solutions to identified issues; accurately addresses and corrects the problem with minimal supervision. Adapts to changes and setbacks in order to manage pressure and meet deadlines with minimal supervision. Implements and tests features with some direction/supervision from tech lead. Physical Requirements Frequently transports between offices, buildings, and campuses up to ½ mile. Frequently transports and installs equipment up to 5 lbs. Performs required tasks at various heights (e.g., standing or sitting). Monitors and utilizes computers and test equipment for more than 6 hours a day. Continuous communication which includes the comprehension of information with colleagues, customers, and vendors both in person and remotely. Education Minimum Qualifications Bachelors - Computer Science, Bachelors - Engineering, Bachelors - Information Systems Work Experiences 2+ years of Systems engineering or related work experience. Skills Certifications: Education Preferred Qualifications Work Experiences 4+ years Systems Engineering or related work experience ,1+ years of work experience in a role requiring interaction with senior leadership (e.g., Director level and above). ,2+ years experience with Testing Software such as Bugzilla, LoadRunner, etc. ,2+ years experience working in a large matrixed organization. ,2+ years experience with Database Management Software. ,2+ years experience with Development Environment Software such as Apache Maven, Ruby, etc. Skills Decomposition, Enterprise System Implementation, Metrics, Root Cause Analysis, Software Testing Tools Applicants: If you need an accommodation, during the application/hiring process, you may request an accommodation by sending email to accommodationsupport To all Staffing and Recruiting Agencies:Our Careers Site is only for individuals seeking a job at Qualcomm. Staffing and recruiting agencies and individuals being represented by an agency are not authorized to use this site or to submit profiles, applications or resumes, and any such submissions will be considered unsolicited. Qualcomm does not accept unsolicited resumes or applications from agencies. Please do not forward resumes to our jobs alias, Qualcomm employees or any other company location. Qualcomm is not responsible for any fees related to unsolicited resumes/applications. If you would like more information about this role, please contact Qualcomm Careers .
history_view bundle (older API). Showing raw API payloads below.
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 |
|---|---|---|---|---|---|---|
| Metrics | in_db |
Backend Observability, Logging, and Diagnostics
backend-observability-logging-and-diagnostics
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Metrics | in_db |
Experiment Tracking and Evaluation
experiment-tracking-and-evaluation
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Metrics | in_db |
Observability and Diagnostics
observability-and-diagnostics
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Metrics | in_db |
Observability and Incident Response
observability-and-incident-response
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Metrics | in_db |
Observability and Operations
observability-and-operations
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Root Cause Analysis | in_db |
Observability and Diagnostics
observability-and-diagnostics
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Root Cause Analysis | in_db |
Site Troubleshooting and Debugging
site-troubleshooting-and-debugging
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Root Cause Analysis | in_db |
Sitecore Troubleshooting and Maintenance
sitecore-troubleshooting-and-maintenance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Systems engineering | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Testing Software | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Database Management Software | type=Databases subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Development Environment Software | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Decomposition | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Enterprise System Implementation | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Software Testing Tools | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Systems engineering | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Testing Software | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Database Management Software | type=Databases subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Development Environment Software | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Decomposition | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Enterprise System Implementation | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Software Testing Tools | type=Testing Tools 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": null,
"certifications": [],
"company_name": "Qualcomm India Private Limited",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science",
"raw": "Bachelors - Computer Science",
"requirement": "required"
},
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Engineering",
"raw": "Bachelors - Engineering",
"requirement": "required"
},
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Information Systems",
"raw": "Bachelors - Information Systems",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "2+ years of Systems engineering or related work experience."
},
"job_locations": [],
"role": "Systems Engineer",
"role_aliases": [
"Systems Engineer",
"System Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "The Responsibilities Of This Role Include",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Working under some supervision. Making",
"last_5_words": "during strategic planning period."
},
"text": "Working under some supervision. Making decisions that are moderate in impact; errors may have relatively minor financial impact or effect on projects, operations, or customer relationships; errors may require involvement beyond immediate work group to correct. Using verbal and written communication skills to convey information that may be somewhat complex to others who may have limited knowledge of the subject in question. May require basic negotiation and influence, cooperation, tact, and diplomacy, etc. Having a moderate amount of influence over key organizational decisions (e.g., is consulted by senior leadership to provide input on key decisions). Completing tasks with multiple steps that can be performed in various orders; some planning and prioritization must occur to complete the tasks effectively; mistakes may result in some rework. Exercising creativity to draft original documents, imagery, or work products within established guidelines. Using deductive and inductive problem solving; multiple approaches may be taken/necessary to solve the problem; often information is missing or incomplete; intermediate data analysis/interpretation skills may be required. May be solicited during strategic planning period.",
"word_count": 202
},
{
"bullet_count": 0,
"heading": "The Responsibilities Of This Role Do Not Include",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Financial accountability (e.g., does",
"last_5_words": "involve budgeting responsibility)."
},
"text": "Financial accountability (e.g., does not involve budgeting responsibility).",
"word_count": 12
},
{
"bullet_count": 0,
"heading": "Principal Duties \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Gathers, integrates, and interprets information",
"last_5_words": "with some direction/supervision from tech lead."
},
"text": "Gathers, integrates, and interprets information from a variety of sources in order to troubleshoot issues; finds solutions and shares opinions about ways to address the issues. Collaborates with individuals inside own team and with other teams to complete project work. Collaborates with project team to accomplish project objectives. Conducts analyses to identify where an issue has occurred and makes recommendations for how to address the issue with some/minimal supervision. Anticipates and discusses issues with project team to maintain open communication. Seeks out learning opportunities to increase own knowledge and skill. Communicates with project lead via email and direct conversation to provide status and information about impending obstacles. Manages individual project priorities, deadlines, and deliverables with minimal supervision. Contributes to conversations during technical team discussion. Collaborates with tech leads and engineers on a project in order to verify the accuracy of systems with minimal supervision. Verifies proposed solutions to identified issues; accurately addresses and corrects the problem with minimal supervision. Adapts to changes and setbacks in order to manage pressure and meet deadlines with minimal supervision. Implements and tests features with some direction/supervision from tech lead.",
"word_count": 236
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [],
"jd_role": {
"display_name": "Systems Engineer",
"rationale": null,
"role_aliases": [
"Systems Engineer",
"System Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Qualcomm India Private Limited",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science",
"raw": "Bachelors - Computer Science",
"requirement": "required"
},
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Engineering",
"raw": "Bachelors - Engineering",
"requirement": "required"
},
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Information Systems",
"raw": "Bachelors - Information Systems",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "2+ years of Systems engineering or related work experience."
},
"job_locations": [],
"role": "Systems Engineer",
"role_aliases": [
"Systems Engineer",
"System Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "The Responsibilities Of This Role Include",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Working under some supervision. Making",
"last_5_words": "during strategic planning period."
},
"text": "Working under some supervision. Making decisions that are moderate in impact; errors may have relatively minor financial impact or effect on projects, operations, or customer relationships; errors may require involvement beyond immediate work group to correct. Using verbal and written communication skills to convey information that may be somewhat complex to others who may have limited knowledge of the subject in question. May require basic negotiation and influence, cooperation, tact, and diplomacy, etc. Having a moderate amount of influence over key organizational decisions (e.g., is consulted by senior leadership to provide input on key decisions). Completing tasks with multiple steps that can be performed in various orders; some planning and prioritization must occur to complete the tasks effectively; mistakes may result in some rework. Exercising creativity to draft original documents, imagery, or work products within established guidelines. Using deductive and inductive problem solving; multiple approaches may be taken/necessary to solve the problem; often information is missing or incomplete; intermediate data analysis/interpretation skills may be required. May be solicited during strategic planning period.",
"word_count": 202
},
{
"bullet_count": 0,
"heading": "The Responsibilities Of This Role Do Not Include",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Financial accountability (e.g., does",
"last_5_words": "involve budgeting responsibility)."
},
"text": "Financial accountability (e.g., does not involve budgeting responsibility).",
"word_count": 12
},
{
"bullet_count": 0,
"heading": "Principal Duties \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Gathers, integrates, and interprets information",
"last_5_words": "with some direction/supervision from tech lead."
},
"text": "Gathers, integrates, and interprets information from a variety of sources in order to troubleshoot issues; finds solutions and shares opinions about ways to address the issues. Collaborates with individuals inside own team and with other teams to complete project work. Collaborates with project team to accomplish project objectives. Conducts analyses to identify where an issue has occurred and makes recommendations for how to address the issue with some/minimal supervision. Anticipates and discusses issues with project team to maintain open communication. Seeks out learning opportunities to increase own knowledge and skill. Communicates with project lead via email and direct conversation to provide status and information about impending obstacles. Manages individual project priorities, deadlines, and deliverables with minimal supervision. Contributes to conversations during technical team discussion. Collaborates with tech leads and engineers on a project in order to verify the accuracy of systems with minimal supervision. Verifies proposed solutions to identified issues; accurately addresses and corrects the problem with minimal supervision. Adapts to changes and setbacks in order to manage pressure and meet deadlines with minimal supervision. Implements and tests features with some direction/supervision from tech lead.",
"word_count": 236
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "7e4f42d1-94b2-4add-94ef-670a220bde5a",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborates with individuals inside own team and with other teams to complete project work.",
"similarity": 0.6015
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborates with project team to accomplish project objectives.",
"similarity": 0.572
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborates with tech leads and engineers on a project in order to verify the accuracy of systems with minimal supervision.",
"similarity": 0.5485
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.574,
"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": "Implements and tests features with some direction/supervision from tech lead.",
"similarity": 0.6037
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Gathers, integrates, and interprets information from a variety of sources in order to troubleshoot issues; finds solutions and shares opinions about ways to address the issues.",
"similarity": 0.5307
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Collaborates with tech leads and engineers on a project in order to verify the accuracy of systems with minimal supervision.",
"similarity": 0.5198
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5514,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "Gathers, integrates, and interprets information from a variety of sources in order to troubleshoot issues; finds solutions and shares opinions about ways to address the issues.",
"similarity": 0.5698
},
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "Conducts analyses to identify where an issue has occurred and makes recommendations for how to address the issue with some/minimal supervision.",
"similarity": 0.538
},
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "Verifies proposed solutions to identified issues; accurately addresses and corrects the problem with minimal supervision.",
"similarity": 0.5175
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.5418,
"slug": "backend-engineer",
"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": "Collaborates with individuals inside own team and with other teams to complete project work.",
"similarity": 0.5513
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Collaborates with project team to accomplish project objectives.",
"similarity": 0.5368
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Collaborates with tech leads and engineers on a project in order to verify the accuracy of systems with minimal supervision.",
"similarity": 0.5178
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5353,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborates with tech leads and engineers on a project in order to verify the accuracy of systems with minimal supervision.",
"similarity": 0.557
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Implements and tests features with some direction/supervision from tech lead.",
"similarity": 0.512
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborates with project team to accomplish project objectives.",
"similarity": 0.4841
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5177,
"slug": "angular-frontend-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "B",
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.574,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.574,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "KRA-led classification on flutter-developer (skill weak, KRA 0.57)",
"sub_role": {
"confidence": 0.574,
"display_name": "Flutter Developer",
"reasoning": "hoisted from chosen leaf (case=B)",
"role_id": 74,
"slug": "flutter-developer"
}
},
"stage5_updates": {
"centroid_n_after": 30,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 551,
"r_and_r_preview": "Working under some supervision. Making decisions that are moderate in impact; errors may have relatively minor financial impact or effect on projects, operations, or customer relationships; errors may",
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"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": 3684,
"existing_alias_text": "metrics",
"input_term": "Metrics",
"matched_canonical": {
"category_id": 2,
"display_name": "metrics",
"id": 1625,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "metrics",
"sub_category_id": 3506,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 3688,
"existing_alias_text": "root cause analysis",
"input_term": "Root Cause Analysis",
"matched_canonical": {
"category_id": 8,
"display_name": "root cause analysis",
"id": 2392,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "root-cause-analysis",
"sub_category_id": 3301,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"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": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"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"
},
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"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "software-testing-tools",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Systems engineering",
"Testing Software",
"Database Management Software",
"Development Environment Software",
"Decomposition",
"Enterprise System Implementation",
"Software Testing Tools"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "The primary skills indicate a strong focus on systems engineering, software testing, and database management, which align well with a Backend Developer 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"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Systems engineering",
"tag": "new"
},
{
"skill": "Testing Software",
"tag": "new"
},
{
"skill": "Database Management Software",
"tag": "new"
},
{
"skill": "Development Environment Software",
"tag": "new"
},
{
"skill": "Decomposition",
"tag": "new"
},
{
"skill": "Enterprise System Implementation",
"tag": "new"
},
{
"skill": "Metrics",
"tag": "in_db"
},
{
"skill": "Root Cause Analysis",
"tag": "in_db"
},
{
"skill": "Software Testing Tools",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Backend Observability, Logging, and Diagnostics",
"id": 388,
"rationale": "Instrumentation and troubleshooting practices used to understand and improve backend service behavior in production and lower environments. This includes logs, metrics, traces, alerting, dashboards, structured logging, distributed tracing, health checks, and root-cause analysis using ecosystem-specific tools such as SLF4J, Logback, Micrometer, OpenTelemetry, Prometheus, Grafana, ILogger, Serilog, and Application Insights.",
"slug": "backend-observability-logging-and-diagnostics",
"source": "db"
},
"dimension_id": 388,
"input_skill": "Metrics",
"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": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1625,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Experiment Tracking and Evaluation",
"id": 44,
"rationale": "Tools and practices for recording experiments, comparing runs, and assessing model quality before release. This dimension focuses on reproducibility, metrics, artifacts, and offline evaluation workflows.",
"slug": "experiment-tracking-and-evaluation",
"source": "db"
},
"dimension_id": 44,
"input_skill": "Metrics",
"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": "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"
}
],
"skill_dimension_saved": true,
"skill_id": 1625,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Diagnostics",
"id": 287,
"rationale": "Instrumentation and troubleshooting practices used to understand Java service behavior in production and lower environments. This cluster covers logs, metrics, traces, correlation IDs, and root-cause analysis from service telemetry.",
"slug": "observability-and-diagnostics",
"source": "db"
},
"dimension_id": 287,
"input_skill": "Metrics",
"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": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1625,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Incident Response",
"id": 10,
"rationale": "Instrumentation and production troubleshooting practices used to keep backend services reliable. Includes logs, metrics, traces, alerting, dashboards, and incident diagnosis.",
"slug": "observability-and-incident-response",
"source": "db"
},
"dimension_id": 10,
"input_skill": "Metrics",
"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": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"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": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1625,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Operations",
"id": 143,
"rationale": "Monitoring, logging, tracing, and operational readiness patterns used to keep cloud platforms supportable. Cloud Architects use this to define what telemetry and operational controls workloads must expose.",
"slug": "observability-and-operations",
"source": "db"
},
"dimension_id": 143,
"input_skill": "Metrics",
"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 Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1625,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Diagnostics",
"id": 287,
"rationale": "Instrumentation and troubleshooting practices used to understand Java service behavior in production and lower environments. This cluster covers logs, metrics, traces, correlation IDs, and root-cause analysis from service telemetry.",
"slug": "observability-and-diagnostics",
"source": "db"
},
"dimension_id": 287,
"input_skill": "Root Cause Analysis",
"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": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2392,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Site Troubleshooting and Debugging",
"id": 353,
"rationale": "Diagnosing and fixing Drupal site defects across custom code, configuration, and runtime behavior. This is a coherent cluster because Drupal developers are expected to trace issues from symptoms back to modules, templates, or config.",
"slug": "site-troubleshooting-and-debugging",
"source": "db"
},
"dimension_id": 353,
"input_skill": "Root Cause Analysis",
"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": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2392,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Troubleshooting and Maintenance",
"id": 447,
"rationale": "Diagnosing defects, regressions, and maintainability issues across Sitecore code, configuration, and content behavior. This is a coherent cluster because the role is expected to stabilize the site experience over time.",
"slug": "sitecore-troubleshooting-and-maintenance",
"source": "db"
},
"dimension_id": 447,
"input_skill": "Root Cause Analysis",
"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": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 2392,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "7e4f42d1-94b2-4add-94ef-670a220bde5a"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.