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Pipeline run

2abc4dcb-1945-47ee-b534-aaec65ab32c9

Pipeline LLM cost (USD)
API 1: $0.0094 API 2: $0.0003 API 3: $0.0000 Total: $0.0096

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Mobile performance and release support
Drive requirement workshops, system design, and delivery planning; choose the tech stack, define SDLC/testing/UAT/DevOps standards, split modules across the team, and resolve production issues while coaching others and communicating tradeoffs to stakeholders.
""Be responsible for advanced, high-performing software development and delivery""
Tech stack maturity
Mainstream Modern
A hybrid mobile developer role centered on design patterns, DevOps, and SDLC most closely aligns with widely adopted contemporary engineering practices rather than legacy or bleeding-edge stacks.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): AI
Evidence — skills matched in JD (12)
Design Patterns DevOps UAT SDLC Security Availability Reliability Recoverability Testing Code Review Runbooks Agile
Skill cluster (3 dimension groups, role-scoped)
CI/CD Pipeline Platforms
DevOps
Release Documentation and Runbooks
Runbooks
Cross-cutting / unaligned
Design Patterns UAT SDLC Security Availability Reliability Recoverability Testing Code Review Agile
Show KRA description ↓
• Meet, discuss and conclude the scope of software requirements from different stakeholders across Geo • Influence the design decisions for the team with expertise in various design patterns to get the most effective outcome • Build an effective design document based on the requirements discussed • Analyse and pick the tool stack that is required for the project and estimate the timelines for delivery • Prepare a strong development plan that includes feasibility testing, resource requirements, development plan, DevOps, testing, UAT & Signoff • Assign/Distribute key development modules to the different team members for coding, testing, debugging, and analytics • Be responsible for advanced, high-performing software development and delivery • Incorporate Autodesk's TRUST Commitments in every phase of the build process adhering to Security, Availability & Reliability, and Recoverability compliance • Adhere to code development best practices throughout the development lifecycle • Define standards and best practices for the SDLC, adopting various processes and methodologies • Perform functional and UAT in phases before the final release to ensure alignment with the requirement • Develop reusable libraries & runbooks wherever possible to reduce the overall build time • Represent the team in various key stakeholder discussions and propose solutions • Coach the other team members on technical and professional aspects wherever needed • Constantly showcase adoption towards best design & development practices • Take ownership of production issues/bugs and provide permanent solutions using the team’s complete capacity • Summarize, visualize, and communicate the benefits in clear and concise business language • Maintain a good analytical mindset to look for operational and business patterns to suggest better solutions to the stakeholders • Maintain a “can do” attitude and handle challenges with ease under complex scenarios • Ability to manage multiple priorities as well as the flexibility to adapt to change with new systems and methods while working in a team environment • Strong written and verbal communication skills with the ability to convey strategies and complex information effectively within all levels of the organization

Signals

Skill cloud-architect
0.11
Alias
KRA flutter-developer
0.56

Post-classification

Centroidupdated · n=70
Alias collision log
New-role queue
New skills captured6
New KRA capturedyes

Captured for admin review

UAT primary Hybrid Mobile Developer pending
Security primary Hybrid Mobile Developer pending
Availability primary Hybrid Mobile Developer pending
Reliability primary Hybrid Mobile Developer pending
Recoverability primary Hybrid Mobile Developer pending
Testing primary Hybrid Mobile Developer pending
R&R fragment (sim 0.00) Hybrid Mobile Developer pending

• Meet, discuss and conclude the scope of software requirements from different stakeholders across Geo • Influence the design decisions for the team with expertise in various design patterns to get th…

Status: completed Created: 2026-05-27T16:27:24.026370Z Updated: 2026-05-27T16:28:51.151667Z API 3 duration: 32593 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

Hybrid Mobile Developer

Flutter Developer

sub-role · 0.56 CASE B

slug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer

KRA-led classification on flutter-developer (skill weak, KRA 0.56)

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

Job Requisition ID #

25WD88168

Position Overview

As the Software Development Engineer, you will be part of the AI, Data & Automation Organization (AIDA) within Autodesk’s Enterprise Systems and Experience (ESE). AIDA is instrumental in enabling enterprise teams and customer facing organizations to leverage AI, Data and Automation more effectively resulting in solutions that are combined with intelligent features and powerful automations through platforms we build and deliver. We are focused on bringing more proactive tools and automations, and AI enabled Intelligence to the existing processes across ESE & to other internal organizations associated with DevOps, Product Engineering, Specialized Services, Developer Enablement & Customer Experience, etc., Our team has a lot of visibility and the impact of our work is directly related to Autodesk business results. We value the culture, transparency & collaboration in our team and at Autodesk in general, we take pride in our global diversity and how we work and communicate with one another.

To be more successful in this role, you are expected to showcase key Autodesk values i.e. “Ways we Work” (One Autodesk, Make Key Decisions, Bring Authentic Selves & Showcase integrity). You are humble, able to demonstrate better collaboration and display inclusiveness in the day-to-day work resulting in a high-performing & successful team. You are also expected to showcase high levels of accountability and ownership in the work delivering smart solutions to business problems.

Responsibilities

• Meet, discuss and conclude the scope of software requirements from different stakeholders across Geo
• Influence the design decisions for the team with expertise in various design patterns to get the most effective outcome
• Build an effective design document based on the requirements discussed
• Analyse and pick the tool stack that is required for the project and estimate the timelines for delivery
• Prepare a strong development plan that includes feasibility testing, resource requirements, development plan, DevOps, testing, UAT & Signoff
• Assign/Distribute key development modules to the different team members for coding, testing, debugging, and analytics
• Be responsible for advanced, high-performing software development and delivery
• Incorporate Autodesk's TRUST Commitments in every phase of the build process adhering to Security, Availability & Reliability, and Recoverability compliance
• Adhere to code development best practices throughout the development lifecycle
• Define standards and best practices for the SDLC, adopting various processes and methodologies
• Perform functional and UAT in phases before the final release to ensure alignment with the requirement
• Develop reusable libraries & runbooks wherever possible to reduce the overall build time
• Represent the team in various key stakeholder discussions and propose solutions
• Coach the other team members on technical and professional aspects wherever needed
• Constantly showcase adoption towards best design & development practices
• Take ownership of production issues/bugs and provide permanent solutions using the team’s complete capacity
• Summarize, visualize, and communicate the benefits in clear and concise business language
• Maintain a good analytical mindset to look for operational and business patterns to suggest better solutions to the stakeholders
• Maintain a “can do” attitude and handle challenges with ease under complex scenarios
• Ability to manage multiple priorities as well as the flexibility to adapt to change with new systems and methods while working in a team environment
• Strong written and verbal communication skills with the ability to convey strategies and complex information effectively within all levels of the organization


Minimum Qualifications

• 3 to 6 years of proven experience as an AWS Developer with Software Design, Development, Deployment & Maintenance hands-on experience
• Education equivalent to a bachelor’s degree/master’s in computer science
• Experience in web application & RESTful, GraphQL web service development. Dealing with. JSON and .yaml config files are mandatory
• Hands-on development experience in AWS & Azure Cloud
• Understanding of DevOps process and Agile development with Continuous Integration / Delivery (CI/CD)
• Strong coding experience in Python and any other equivalent programming language
• Strong notions of security best practices (e.g. using IAM Roles, KMS, etc.)
• Experience in solutioning and building Serverless or Microservices cloud architectures for web applications & tools
• Preferrable experience in .Net, C#, and NodeJS is a value add
• Experience in designing, deploying, and managing code deployment pipelines in both production and non-production environments
• Good hands-on experience in building infrastructure through CFTs, AZURE ARM templates and Terraforms
• Hands-on experience with the dev tools like GIT, REST Client, JIRA, IDEs like Visual Studio Code, and Database Client
• Strong hands-on with SQL & NoSQL databases. (RDS & Dynamo DB, etc.,)
• Experience in AWS Services: AWS Lambda, API Gateway, SNS, SQS Topics, Event Bridge & CloudWatch, S3, VPC & Networking, AWS SAM, Step Functions, RDS, Dynamo DB, Route53 & CloudFront, EC2, IAM Policies & Roles, ECS & EKS, Exposure to Splunk or ELK, AWS CLI & AWS SDK
• Azure Functions, Networks, Azure DevOps
• Automation of administration activities through Ansible, Chef, Puppet or any similar orchestration engines is mandatory
• Cross-platform experience is mandatory (Windows, Linux server platforms)
• Have good verbal communication skills (English) in both technical and non-technical communications
• Have good experience creating design documents and architectural diagrams (e.g Visio), and presentations (PPT)
• Working knowledge of Docker containers and the Kubernetes environment will be a plus
• Exposure to Enterprise Infrastructure & Application Operations will be an added advantage


Learn More

About Autodesk

Welcome to Autodesk! Amazing things are created every day with our software – from the greenest buildings and cleanest cars to the smartest factories and biggest hit movies. We help innovators turn their ideas into reality, transforming not only how things are made, but what can be made.

We take great pride in our culture here at Autodesk – our Culture Code is at the core of everything we do. Our values and ways of working help our people thrive and realize their potential, which leads to even better outcomes for our customers.

When you’re an Autodesker, you can be your whole, authentic self and do meaningful work that helps build a better future for all. Ready to shape the world and your future? Join us!

Salary transparency

Salary is one part of Autodesk’s competitive compensation package. Offers are based on the candidate’s experience and geographic location. In addition to base salaries, we also have a significant emphasis on discretionary annual cash bonuses, commissions for sales roles, stock or long-term incentive cash grants, and a comprehensive benefits package.

Diversity & Belonging

We take pride in cultivating a culture of belonging and an equitable workplace where everyone can thrive. Learn more here: https://www.autodesk.com/company/diversity-and-belonging

Are you an existing contractor or consultant with Autodesk?

Please search for open jobs and apply internally (not on this external site).

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Design Patterns Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: design patterns id=1654 · design-patterns

Aliases — catalog

  • design patterns (CANONICAL)

Context tags (catalog)

Adapter Builder Command Composite Decorator Dependency Injection Facade Factory MVC Observer Prototype SOLID Singleton Strategy Visitor

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Software Design Patterns
Confidence
0.94
Version strategy
NOT_APPLICABLE

Maturity reasoning: Design patterns are a standard interview/JD topic across backend and frontend roles; job postings commonly mention them alongside OOP and system design, and they remain core in books, courses, and code reviews.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1247
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DevOps Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: DevOps id=1216 · devops

Aliases — catalog

  • DevOps (CANONICAL)

Context tags (catalog)

Agile Ansible Automation CI/CD Cloud-native Continuous Deployment Continuous Integration Docker GitOps Infrastructure as Code Jenkins Kubernetes Microservices Monitoring SRE Terraform

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Devops Methodology
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: DevOps appears in a large share of software and platform engineering job descriptions, often alongside CI/CD, Kubernetes, and cloud tooling; it is a standard hiring-pipeline keyword rather than a niche specialty.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
922
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CI/CD Pipeline Platforms Catalog dimension db id 150

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

  • Deployment and Release Patterns Catalog dimension db id 140

    Library dimension (catalog)

    Roles linked in library: Cloud Architect

  • Infrastructure as Code Catalog dimension db id 132

    Library dimension (catalog)

    Roles linked in library: Cloud Architect, DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Deployment and Release Patterns
deployment-and-release-patterns
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Infrastructure as Code
infrastructure-as-code
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
UAT 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
Soft Skills
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SDLC Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SDLC id=1573 · sdlc

Aliases — catalog

  • SDLC (CANONICAL)

Context tags (catalog)

Agile Continuous Deployment Continuous Integration Deployment Strategies DevOps Documentation Kanban Quality Assurance Requirements Gathering Risk Management Scrum Stakeholder Engagement Testing Phases Version Control Waterfall

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Software Development Lifecycle
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: SDLC is a standard hiring-pipeline term across software roles; job postings commonly require experience with SDLC phases, Agile/Waterfall, and release processes rather than treating it as niche tooling.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
1179
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Security 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
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Availability 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
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Reliability 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
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Recoverability 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
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Testing 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Code Review Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Code Review id=516 · code-review

Aliases — catalog

  • Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

Stored enrichment (catalog DB)

Category
SoftSkill
Sub-category
Code Review
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
58
Sub-category id
364
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Runbooks Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Runbooks id=408 · runbooks

Aliases — catalog

  • Runbooks (CANONICAL) primary
  • runbooks (CANONICAL)

Context tags (catalog)

ITIL SOP SRE automation best practices change management checklist deployment documentation escalation escalation matrix incident response knowledge base maintenance window monitoring on-call operational excellence operational procedures playbook postmortem process improvement process mapping rollback runbook as code runbook automation service desk service reliability service restoration standard operating procedure troubleshooting workflow

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Operational Procedure
Confidence
0.84
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common SRE/ops requirement in incident-response JDs and vendor docs (e.g., PagerDuty, Atlassian) for documented operational procedures; widely used across production teams.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
243
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Incident Response and Coordination Catalog dimension db id 74

    Library dimension (catalog)

    Roles linked in library: Cloud Security Engineer, Cyber Security Engineer

  • Observability and Operations Catalog dimension db id 143

    Library dimension (catalog)

    Roles linked in library: Cloud Architect

  • Operational Automation and Runbooks Catalog dimension db id 222

    Library dimension (catalog)

    Roles linked in library: MLOps Engineer

  • Release Documentation and Runbooks Catalog dimension db id 158

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Incident Response and Coordination
incident-response-and-coordination
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Observability and Operations
observability-and-operations
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Operational Automation and Runbooks
operational-automation-and-runbooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Release Documentation and Runbooks
release-documentation-and-runbooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3594
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Design Patterns in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DevOps in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DevOps in_db
Deployment and Release Patterns
deployment-and-release-patterns
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DevOps in_db
Infrastructure as Code
infrastructure-as-code
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SDLC in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Code Review in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Runbooks in_db
Incident Response and Coordination
incident-response-and-coordination
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Runbooks in_db
Observability and Operations
observability-and-operations
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Runbooks in_db
Operational Automation and Runbooks
operational-automation-and-runbooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Runbooks in_db
Release Documentation and Runbooks
release-documentation-and-runbooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed UAT | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Security | type=Soft Skills subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Availability | type=Soft Skills subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Reliability | type=Soft Skills subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Recoverability | type=Soft Skills subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Development Engineer
CompanyAutodesk
Experience3 to 6 years of proven experience as an AWS Developer
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Welcome to Autodesk! Amazing things",
      "last_5_words": "and your future? Join us!"
    },
    "text": "Welcome to Autodesk! Amazing things are created every day with our software \u2013 from the greenest buildings and cleanest cars to the smartest factories and biggest hit movies. We help innovators turn their ideas into reality, transforming not only how things are made, but what can be made.\n\nWe take great pride in our culture here at Autodesk \u2013 our Culture Code is at the core of everything we do. Our values and ways of working help our people thrive and realize their potential, which leads to even better outcomes for our customers.\n\nWhen you\u2019re an Autodesker, you can be your whole, authentic self and do meaningful work that helps build a better future for all. Ready to shape the world and your future? Join us!",
    "word_count": 104
  },
  "certifications": [],
  "company_name": "Autodesk",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Software Products"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science",
      "raw": "Education equivalent to a bachelor\u2019s degree/master\u2019s in computer science",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 6,
    "min": 3,
    "raw": "3 to 6 years of proven experience as an AWS Developer"
  },
  "job_locations": [],
  "role": "Software Development Engineer",
  "role_aliases": [
    "Software Engineer",
    "SDE",
    "AWS Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 20,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Meet, discuss and conclude",
        "last_5_words": "and complex information effectively within"
      },
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}
API 1 — extract-from-jd click to toggle
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API 2 — extract-details
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        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Agile",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "UAT",
    "Security",
    "Availability",
    "Reliability",
    "Recoverability",
    "Testing"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Hybrid Mobile Developer",
    "id": 11,
    "rationale": "KRA-led classification on flutter-developer (skill weak, KRA 0.56)",
    "role_archetype": null,
    "slug": "hybrid-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Design Patterns",
      "tag": "in_db"
    },
    {
      "skill": "DevOps",
      "tag": "in_db"
    },
    {
      "skill": "UAT",
      "tag": "new"
    },
    {
      "skill": "SDLC",
      "tag": "in_db"
    },
    {
      "skill": "Security",
      "tag": "new"
    },
    {
      "skill": "Availability",
      "tag": "new"
    },
    {
      "skill": "Reliability",
      "tag": "new"
    },
    {
      "skill": "Recoverability",
      "tag": "new"
    },
    {
      "skill": "Testing",
      "tag": "new"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    },
    {
      "skill": "Runbooks",
      "tag": "in_db"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Design Patterns",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 1654,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD Pipeline Platforms",
          "id": 150,
          "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
          "slug": "ci-cd-pipeline-platforms",
          "source": "db"
        },
        "dimension_id": 150,
        "input_skill": "DevOps",
        "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": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1216,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Deployment and Release Patterns",
          "id": 140,
          "rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
          "slug": "deployment-and-release-patterns",
          "source": "db"
        },
        "dimension_id": 140,
        "input_skill": "DevOps",
        "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": 1216,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Infrastructure as Code",
          "id": 132,
          "rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
          "slug": "infrastructure-as-code",
          "source": "db"
        },
        "dimension_id": 132,
        "input_skill": "DevOps",
        "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"
          },
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1216,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "SDLC",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 1573,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Code Review",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 516,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Incident Response and Coordination",
          "id": 74,
          "rationale": "Processes and artifacts used to investigate, contain, and coordinate response to security events. This is a coherent cluster because the role must move from detection to containment, communication, and remediation tracking.",
          "slug": "incident-response-and-coordination",
          "source": "db"
        },
        "dimension_id": 74,
        "input_skill": "Runbooks",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cloud Security Engineer",
            "id": 23,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-security-engineer",
            "source": "db"
          },
          {
            "display_name": "Cyber Security Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 408,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "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": "Runbooks",
        "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": 408,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Operational Automation and Runbooks",
          "id": 222,
          "rationale": "Automation patterns, runbooks, and procedures used to keep model operations repeatable and recoverable. This cluster covers the day-to-day operational glue that turns release policy into executable steps.",
          "slug": "operational-automation-and-runbooks",
          "source": "db"
        },
        "dimension_id": 222,
        "input_skill": "Runbooks",
        "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": "MLOps Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 408,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Release Documentation and Runbooks",
          "id": 158,
          "rationale": "Operational documents that explain how to deploy, recover, and hand off systems safely. This is a coherent dimension because DevOps work depends on repeatable procedures and clear escalation paths.",
          "slug": "release-documentation-and-runbooks",
          "source": "db"
        },
        "dimension_id": 158,
        "input_skill": "Runbooks",
        "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": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 408,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Agile",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Agile",
        "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": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "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": "2abc4dcb-1945-47ee-b534-aaec65ab32c9"
}