Pipeline run
9b48f568-efec-4c91-874b-b473e53b8f3f
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
domain · Software Engineering CASE DOMAINslug: full-stack-engineer · id: 15 · source: db
Domain=Software Engineering; The responsibilities describe general end-to-end software development across design, coding, testing, debugging, maintenance, deployment, and collaboration, which best fits a full-stack/general software engineering role.
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Skills: Software Development, python, java, ruby, programming, coding, Company Overview Visa Answer is a leading immigration and recruitment firm based in Sydney, Australia. Established in 2004, we have offices in Australia, Canada, and India. Our goal is to help people achieve their migration goals with ease and minimize the challenges associated with the visa application process. Note: We are licensed recruitment consultants and do not charge candidates for recruitment services. So feel free and post your resume. This is an opportunity in Australia. Job Overview We are hiring a Software Engineer to join our team at Visa Answer Overseas Education Consultants. As a Software Engineer, you will be responsible for developing high-quality software solutions that meet customer needs. This is a mid-level position requiring 4 to 6 years of experience. Qualifications And Skills • Bachelor's degree in Computer Science or relevant field • 4 to 6 years of experience in software development • Strong knowledge of at least one programming language (e.g., Java, Python, C++) • Experience with software development methodologies and tools • Good problem-solving and analytical skills • Excellent communication and teamwork abilities • Ability to adapt to changing priorities and handle multiple tasks • Experience working in an Agile development environment is a plus Roles And Responsibilities • Design, code, test, and debug software solutions in accordance with project requirements • Collaborate with cross-functional teams to define, design, and ship new features • Maintain and improve existing software applications • Troubleshoot and resolve issues in a timely manner • Contribute to all phases of the software development life cycle • Stay up-to-date with emerging technologies and industry trends • Assist in the deployment of software solutions to production environments
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Development Methodologies
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Software Development Life Cycle | type=Development Methodologies subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Visa Answer is a leading",
"last_5_words": "associated with the visa application"
},
"text": "Visa Answer is a leading immigration and recruitment firm based in Sydney, Australia. Established in 2004, we have offices in Australia, Canada, and India. Our goal is to help people achieve their migration goals with ease and minimize the challenges associated with the visa application process.",
"word_count": 47
},
"certifications": [],
"company_name": "Visa Answer",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or relevant)",
"raw": "Bachelor\u0027s degree in Computer Science or relevant field",
"requirement": "required"
}
],
"experience": {
"max": 6,
"min": 4,
"raw": "4 to 6 years of experience"
},
"job_locations": [
{
"aliases": [
"Sydney, NSW"
],
"city": "Sydney",
"country": "Australia",
"state": "New South Wales",
"work_mode": "null"
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Programmer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design, code, test, and",
"last_5_words": "deployment of software solutions to"
},
"text": "\u2022 Design, code, test, and debug software solutions in accordance with project requirements\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Maintain and improve existing software applications\n\u2022 Troubleshoot and resolve issues in a timely manner\n\u2022 Contribute to all phases of the software development life cycle\n\u2022 Stay up-to-date with emerging technologies and industry trends\n\u2022 Assist in the deployment of software solutions to production environments",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Software Development Life Cycle"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_aliases": [
"Software Developer",
"SWE",
"Programmer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Visa Answer is a leading",
"last_5_words": "associated with the visa application"
},
"text": "Visa Answer is a leading immigration and recruitment firm based in Sydney, Australia. Established in 2004, we have offices in Australia, Canada, and India. Our goal is to help people achieve their migration goals with ease and minimize the challenges associated with the visa application process.",
"word_count": 47
},
"certifications": [],
"company_name": "Visa Answer",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or relevant)",
"raw": "Bachelor\u0027s degree in Computer Science or relevant field",
"requirement": "required"
}
],
"experience": {
"max": 6,
"min": 4,
"raw": "4 to 6 years of experience"
},
"job_locations": [
{
"aliases": [
"Sydney, NSW"
],
"city": "Sydney",
"country": "Australia",
"state": "New South Wales",
"work_mode": "null"
}
],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Programmer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design, code, test, and",
"last_5_words": "deployment of software solutions to"
},
"text": "\u2022 Design, code, test, and debug software solutions in accordance with project requirements\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Maintain and improve existing software applications\n\u2022 Troubleshoot and resolve issues in a timely manner\n\u2022 Contribute to all phases of the software development life cycle\n\u2022 Stay up-to-date with emerging technologies and industry trends\n\u2022 Assist in the deployment of software solutions to production environments",
"word_count": 56
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "9b48f568-efec-4c91-874b-b473e53b8f3f",
"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": "Collaborate with cross-functional teams to define, design, and ship new features",
"similarity": 0.7428
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Design, code, test, and debug software solutions in accordance with project requirements",
"similarity": 0.5507
},
{
"kra_text": "support release readiness",
"sentence": "Assist in the deployment of software solutions to production environments",
"similarity": 0.4857
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5931,
"slug": "flutter-developer",
"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": "Collaborate with cross-functional teams to define, design, and ship new features",
"similarity": 0.576
},
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "Assist in the deployment of software solutions to production environments",
"similarity": 0.5645
},
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "Troubleshoot and resolve issues in a timely manner",
"similarity": 0.5092
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5499,
"slug": "devops-engineer",
"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": "Collaborate with cross-functional teams to define, design, and ship new features",
"similarity": 0.6155
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Design, code, test, and debug software solutions in accordance with project requirements",
"similarity": 0.545
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Contribute to all phases of the software development life cycle",
"similarity": 0.4813
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5473,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
"similarity": 0.5936
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Design, code, test, and debug software solutions in accordance with project requirements",
"similarity": 0.5446
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Contribute to all phases of the software development life cycle",
"similarity": 0.4448
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5277,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Drupal Dev",
"kra_matches": [
{
"kra_text": "update and patch application",
"sentence": "Maintain and improve existing software applications",
"similarity": 0.5719
},
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "Troubleshoot and resolve issues in a timely manner",
"similarity": 0.5506
},
{
"kra_text": "site troubleshooting and defect fixes",
"sentence": "Design, code, test, and debug software solutions in accordance with project requirements",
"similarity": 0.4432
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 228,
"score": 0.5219,
"slug": "drupal-dev",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.82,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.82,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Software Development Lifecycle",
"Application Development",
"Debugging and Troubleshooting",
"Cross-functional Collaboration",
"Production Deployment",
"Technology Awareness"
],
"matched_kras": [
"Design, code, test, and debug software solutions",
"Collaborate with cross-functional teams to define, design, and ship new features",
"Maintain and improve existing software applications",
"Troubleshoot and resolve issues in a timely manner",
"Contribute to all phases of the software development life cycle",
"Assist in the deployment of software solutions to production environments"
],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The responsibilities describe general end-to-end software development across design, coding, testing, debugging, maintenance, deployment, and collaboration, which best fits a full-stack/general software engineering role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 515,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 15851,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Software Development Life Cycle",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [],
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The responsibilities describe general end-to-end software development across design, coding, testing, debugging, maintenance, deployment, and collaboration, which best fits a full-stack/general software engineering role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"Software Development Life Cycle"
],
"input_llm_skills": [
"Software Development Life Cycle"
],
"new_aliases_persisted": 0,
"run_id": "9b48f568-efec-4c91-874b-b473e53b8f3f",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Software Development Life Cycle",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Development Methodologies",
"skill_nature": "PRACTICE",
"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-development-life-cycle",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Software Development Life Cycle"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The responsibilities describe general end-to-end software development across design, coding, testing, debugging, maintenance, deployment, and collaboration, which best fits a full-stack/general software engineering role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Software Development Life Cycle",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "9b48f568-efec-4c91-874b-b473e53b8f3f"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.