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Pipeline run

90c9936e-3aed-4982-863b-b498cece38b2

Pipeline LLM cost (USD)
API 1: $0.0028 API 2: $0.0002 API 3: $0.0000 Total: $0.0030

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · End-to-end feature delivery
Builds and owns full-stack web experiences for a high-scale site, focusing on performant backend/frontend features, strong UX, and supporting CI/CD, automation, and telemetry. Works closely with PMs, designers, developers, and scientists to ship and improve customer-facing pages.
"designing, coding, and owning software and services to enable high performant, delightful web sites and applications"
Tech stack maturity
Modern Cloud Native
This role is primarily a full-stack product engineering role for modern web stacks and cloud-based delivery, with AI tooling optional rather than central.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 5
· Title match
Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3): Transformers, ML
Evidence — skills matched in JD (3)
CICD Automation Telemetry
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
CICD Automation Telemetry
Show KRA 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.

Signals

Skill
Alias full-stack-engineer
1.00
KRA flutter-developer
0.51

Post-classification

Centroidupdated · n=646
Alias collision log
New-role queue
New skills captured3
New KRA captured

Captured for admin review

CICD primary Fullstack Developer pending
Automation Fullstack Developer pending
Telemetry Fullstack Developer pending
Status: completed Created: 2026-05-27T16:13:46.229470Z Updated: 2026-05-27T16:14:15.096844Z API 3 duration: 1172 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Fullstack Developer

CASE A

slug: 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.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

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.

CICD Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Automation Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Telemetry Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
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
RoleFull Stack Developer
CompanyMicrosoft
Experience4+ years of overall software development experience
DomainSoftware & SaaS Products
JD type pass
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": [],
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