Pipeline run
90c9936e-3aed-4982-863b-b498cece38b2
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
CASE Aslug: full-stack-engineer · id: 15 · source: db
Exact alias hit on full-stack-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Do you want to work on a product which touches and transforms the lives of billions of people across the globe? Are you someone who is passionate about bringing customer obsession and engineering craftsmanship into the product you build? Are you looking to work on large scale websites building a compelling user experience and the frameworks behind the experiences? The People Also Ask team is hiring a full stack developer who can help us build the next generation backend and frontend experiences that would delight our customers. As a software engineer on this team, you will be responsible for designing, coding, and owning software and services to enable high performant, delightful web sites and applications. You will be engineering these solutions while enabling solid engineering practices including CICD, automation tooling and telemetry insights across our web sites. You will be working in a collaborative and fun environment with peers across disciplines including PMs, designers, developers and scientists. Responsibilities Do you want to work on a product which touches and transforms the lives of billions of people across the globe? Are you someone who is passionate about bringing customer obsession and engineering craftsmanship into the product you build? Are you looking to work on large scale websites building a compelling user experience and the frameworks behind the experiences? The People Also Ask team is hiring a full stack developer who can help us build the next generation backend and frontend experiences that would delight our customers. As a software engineer on this team, you will be responsible for designing, coding, and owning software and services to enable high performant, delightful web sites and applications. You will be engineering these solutions while enabling solid engineering practices including CICD, automation tooling and telemetry insights across our web sites. You will be working in a collaborative and fun environment with peers across disciplines including PMs, designers, developers and scientists. Qualifications Required Qualifications: • BS/MS in Computers, Electronics or related field • 4+ years of overall software development experience in C#/Java and SQL • Experience working as a full-stack developer • Take e2e control of projects, collaborate across teams to drive Preferred Qualifications • Cloud and service experience with Cloud Technologies such as Azure/AWS/GCP will be a plus • Experience hosting ML models will be a plus • Worked with Data infrastructure pipelines Microsoft is an equal opportunity employer. Consistent with applicable law, all qualified applicants will receive consideration for employment without regard to age, ancestry, citizenship, color, family or medical care leave, gender identity or expression, genetic information, immigration status, marital status, medical condition, national origin, physical or mental disability, political affiliation, protected veteran or military status, race, ethnicity, religion, sex (including pregnancy), sexual orientation, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation due to a disability during the application process, read more about requesting accommodations.
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
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | CICD | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Automation | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Telemetry | type=Concepts subtype=general nature=CONCEPT 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": "Microsoft",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Development"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computers (or related)",
"raw": "BS/MS in Computers, Electronics or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years of overall software development experience"
},
"job_locations": [],
"role": "Full Stack Developer",
"role_aliases": [
"Software Engineer",
"Full Stack Engineer",
"SDE"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Do you want to work",
"last_5_words": "developers and scientists."
},
"text": "Do you want to work on a product which touches and transforms the lives of billions of people across the globe?\u202fAre you someone who is passionate about bringing customer obsession and engineering craftsmanship into the product you build? Are you looking to work on large scale websites building a compelling user experience and the frameworks behind the experiences?\n\nThe\u202fPeople Also Ask team is hiring a full stack developer\u202fwho can help us build the next generation backend and frontend experiences that would delight our customers.\n\nAs a software engineer on this team, you will be responsible for designing, coding, and owning software and services to enable high performant, delightful web sites and applications. You will be engineering these solutions while enabling solid engineering practices including\u202fCICD, automation tooling and telemetry insights across our web sites. You will be working in a collaborative and fun environment with peers across disciplines including PMs, designers, developers and scientists.",
"word_count": 174
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "CICD"
},
{
"is_primary": false,
"skill_name": "Automation"
},
{
"is_primary": false,
"skill_name": "Telemetry"
}
],
"jd_role": {
"display_name": "Full Stack Developer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"Full Stack Engineer",
"SDE"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Microsoft",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Development"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computers (or related)",
"raw": "BS/MS in Computers, Electronics or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years of overall software development experience"
},
"job_locations": [],
"role": "Full Stack Developer",
"role_aliases": [
"Software Engineer",
"Full Stack Engineer",
"SDE"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Do you want to work",
"last_5_words": "developers and scientists."
},
"text": "Do you want to work on a product which touches and transforms the lives of billions of people across the globe?\u202fAre you someone who is passionate about bringing customer obsession and engineering craftsmanship into the product you build? Are you looking to work on large scale websites building a compelling user experience and the frameworks behind the experiences?\n\nThe\u202fPeople Also Ask team is hiring a full stack developer\u202fwho can help us build the next generation backend and frontend experiences that would delight our customers.\n\nAs a software engineer on this team, you will be responsible for designing, coding, and owning software and services to enable high performant, delightful web sites and applications. You will be engineering these solutions while enabling solid engineering practices including\u202fCICD, automation tooling and telemetry insights across our web sites. You will be working in a collaborative and fun environment with peers across disciplines including PMs, designers, developers and scientists.",
"word_count": 174
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "90c9936e-3aed-4982-863b-b498cece38b2",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "You will be working in a collaborative and fun environment with peers across disciplines including PMs, designers, developers and scientists.",
"similarity": 0.5525
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "As a software engineer on this team, you will be responsible for designing, coding, and owning software and services to enable high performant, delightful web sites and applications.",
"similarity": 0.4904
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "The\u202fPeople Also Ask team is hiring a full stack developer\u202fwho can help us build the next generation backend and frontend experiences that would delight our customers.",
"similarity": 0.4827
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5085,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "You will be engineering these solutions while enabling solid engineering practices including\u202fCICD, automation tooling and telemetry insights across our web sites.",
"similarity": 0.4909
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "As a software engineer on this team, you will be responsible for designing, coding, and owning software and services to enable high performant, delightful web sites and applications.",
"similarity": 0.4867
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Do you want to work on a product which touches and transforms the lives of billions of people across the globe?\u202fAre you someone who is passionate about bringing customer obsession and engineering craftsmanship into the product you build? Are you looking to work on large scale websites building a compelling user experience and the frameworks behind the experiences?",
"similarity": 0.4845
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4874,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "As a software engineer on this team, you will be responsible for designing, coding, and owning software and services to enable high performant, delightful web sites and applications.",
"similarity": 0.451
},
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Do you want to work on a product which touches and transforms the lives of billions of people across the globe?\u202fAre you someone who is passionate about bringing customer obsession and engineering craftsmanship into the product you build? Are you looking to work on large scale websites building a compelling user experience and the frameworks behind the experiences?",
"similarity": 0.4419
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "You will be working in a collaborative and fun environment with peers across disciplines including PMs, designers, developers and scientists.",
"similarity": 0.438
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.4436,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
"sentence": "You will be engineering these solutions while enabling solid engineering practices including\u202fCICD, automation tooling and telemetry insights across our web sites.",
"similarity": 0.5038
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "You will be working in a collaborative and fun environment with peers across disciplines including PMs, designers, developers and scientists.",
"similarity": 0.3947
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "As a software engineer on this team, you will be responsible for designing, coding, and owning software and services to enable high performant, delightful web sites and applications.",
"similarity": 0.3855
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.428,
"slug": "devops-engineer",
"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": "You will be engineering these solutions while enabling solid engineering practices including\u202fCICD, automation tooling and telemetry insights across our web sites.",
"similarity": 0.4675
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "As a software engineer on this team, you will be responsible for designing, coding, and owning software and services to enable high performant, delightful web sites and applications.",
"similarity": 0.4364
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Do you want to work on a product which touches and transforms the lives of billions of people across the globe?\u202fAre you someone who is passionate about bringing customer obsession and engineering craftsmanship into the product you build? Are you looking to work on large scale websites building a compelling user experience and the frameworks behind the experiences?",
"similarity": 0.376
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4266,
"slug": "cloud-architect",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 1.0,
"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": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 646,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 19098,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "CICD",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 19099,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Automation",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 19100,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Telemetry",
"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": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"CICD",
"Automation",
"Telemetry"
],
"input_llm_skills": [
"CICD",
"Automation",
"Telemetry"
],
"new_aliases_persisted": 0,
"run_id": "90c9936e-3aed-4982-863b-b498cece38b2",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "CICD",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"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": "cicd",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Automation",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"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": "automation",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Telemetry",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
"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": "telemetry",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"CICD",
"Automation",
"Telemetry"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "CICD",
"tag": "new"
},
{
"skill": "Automation",
"tag": "new"
},
{
"skill": "Telemetry",
"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": "90c9936e-3aed-4982-863b-b498cece38b2"
}