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Pipeline run

0ff3ad45-9d2f-47b8-9a4b-2b51ab9aefdb

Pipeline LLM cost (USD)
API 1: $0.0098 API 2: $0.0007 API 3: $0.0000 Total: $0.0105

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Application Security
Architect secure enterprise cloud/web apps, define security/data standards, embed DevSecOps and OWASP Top 10 controls in SDLC, and mentor teams on secure coding and architecture decisions.
""Design/architect Secure Web application by implementing Dev- Secops concepts""
Tech stack maturity
Mainstream Modern
The skill set centers on widely adopted contemporary application security practices for modern web development, including JavaScript, OWASP Top 10, secure coding, code review, risk assessment, and unit testing.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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):
Evidence — skills matched in JD (26)
Application Security Cloud Security DevSecOps OWASP Top 10 Secure Coding Secure Software Development Lifecycle Security Design Principles Data Security JavaScript Web Technologies Penetration Testing Risk Assessment Code Review Software Vulnerability Assessment Tools Security Policies Security Requirements Unit Testing Exploit Mitigation Cloud Applications Web Applications Master Data Management Data Architecture Infrastructure Architecture Enterprise Architecture Microsoft Development Platform +1
Skill cluster (3 dimension groups, role-scoped)
JavaScript and TypeScript
JavaScript
Web Application Vulnerability Concepts
OWASP Top 10
Cross-cutting / unaligned
Application Security Cloud Security DevSecOps Secure Coding Secure Software Development Lifecycle Security Design Principles Data Security Web Technologies Penetration Testing Risk Assessment Code Review Software Vulnerability Assessment Tools Security Policies Security Requirements Unit Testing Exploit Mitigation Cloud Applications Web Applications Master Data Management Data Architecture Infrastructure Architecture Enterprise Architecture Microsoft Development Platform QA Testing
Show KRA description ↓
The Solution Security Architect will focus on application security with a primary focus on architecting enterprise level cloud and web application. This position would be part of the Application security COE team that ensures the confidentiality, availability, and integrity of data by applying cloud security services, security design principles to design, developing, testing Devops and deploying huge Enterprise level Web & cloud applications. The software application security architect will lead efforts to establish long-term information security architectural direction, establish standards, create secure coding guidelines, teach developers and establish secure application development checks and balances within the SDLC. • Using security and cloud expertise to design software strategy at FAI • Developing applications that are aligned to the domain and the business • Bringing a perspective of the best practices being followed in the industry • Demonstrates the qualities of "Practitioner" • Developing a Master Data Management Strategy • Defining the data security standards • Guiding the teams on Data Architecture • Supporting and driving organization's technology initiatives both at an individual level and as a team • Applying industry standard practices and mentor different teams as necessary • Resolving problems and identifying opportunities for improvement across the architecture job family • Supporting creation of thought leadership (POVs, research papers) across the architecture job family • Guiding teams on the Infrastructure architecture concepts • Resolving problems and identifying opportunities for improvement across knowledge areas • Guiding teams in the Devops architecture framework • Defining standards and applying industry best practices • Resolving problems and identifying opportunities for improvement across knowledge areas • Assessing and diagnosing issues relating to the Enterprise architecture frameworks • Determining preliminary solutions to identified issues and gaps • Creating the product charter for the project to clearly list out project objectives, duration, milestones, etc. • Identifying risks across the project life-cycle and conceive mitigation strategies • Creating program plans spanning across multiple projects modules to drive overall program effectiveness in terms of quality, cost and time • Measuring program performance against target and publish dashboards to leadership. § Working/coding knowledge of MS Development platform, Javascript Frameworks and various Web technologies and cloud application § Design/architect Secure Web application by implementing Dev- Secops concepts, § Thorough understanding of OWASP Top 10 and their mitigation § Set up security policies that help personnel use best practices for digital protection on cloud and web applications. § Work with the board of directors and important stake-holders on the roadmap of security of the applications, recommend best tools and practices in the industry § Secure Software Concepts - security implications in software design, development, testing, deployment etc. § Responsible for developing security code snippets/model/examples for development and testing team § Establish Secure Software Requirements - capturing security requirements in the requirements gathering phase § Secure Software Design - translating security requirements into application design elements § Secure Software Implementation/Coding - unit testing for security functionality and resiliency to attack, and developing secure code and exploit mitigation § Secure Software Testing - integrated QA testing for security functionality and resiliency to attack, including penetration testing and risk assessment § Software Acceptance – Perform code reviews to ensure standards are adhered to and vulnerabilities are addressed. § Establish Standards for Software Deployment, Operations, Maintenance and Disposal - security issues around steady state operations and management of software. § Perform risk assessment across the entire network including hardware and software systems § Ability to clearly present secure software concepts to development groups showing the risks and remediation strategies. § Ability to explain and demonstrate exploitation of developed software vulnerabilities. § Experience with Software Vulnerability Assessment Tools.

Signals

Skill node-backend-developer
0.15
Alias application-security-engineer-appsec
1.00
KRA cloud-security-engineer
0.58

Post-classification

Centroidupdated · n=1
Alias collision log
New-role queue
New skills captured20
New KRA capturedyes

Captured for admin review

Application Security primary Security Architect pending
Cloud Security primary Security Architect pending
DevSecOps primary Security Architect pending
Secure Software Development Lifecycle primary Security Architect pending
Security Design Principles primary Security Architect pending
Master Data Management Security Architect pending
Data Security primary Security Architect pending
Data Architecture Security Architect pending
Infrastructure Architecture Security Architect pending
Enterprise Architecture Security Architect pending
Web Technologies primary Security Architect pending
Microsoft Development Platform Security Architect pending
Penetration Testing primary Security Architect pending
Software Vulnerability Assessment Tools primary Security Architect pending
Security Policies primary Security Architect pending
Security Requirements primary Security Architect pending
QA Testing Security Architect pending
Exploit Mitigation primary Security Architect pending
Cloud Applications primary Security Architect pending
Web Applications primary Security Architect pending
R&R fragment (sim 0.00) Security Architect pending

The Solution Security Architect will focus on application security with a primary focus on architecting enterprise level cloud and web application. This position would be part of the Application secur…

Status: completed Created: 2026-05-27T15:33:16.633031Z Updated: 2026-06-12T16:16:54.423036Z API 3 duration: 30296 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

Security Architect

domain · Security CASE DOMAIN

slug: security-architect · id: 196 · source: db

Domain=Security; The JD centers on enterprise cloud/web application security architecture, standards, secure SDLC guidance, and security design principles, which best matches Security Architect.

Matched skills

cloud security servicessecurity design principlesDevopssecure coding guidelinesSDLCMaster Data Managementdata security standardsData ArchitectureInfrastructure architectureEnterprise architecture frameworksMS Development platform

Matched dimensions

Application Security ArchitectureCloud and Web Application SecuritySecure Software Development LifecycleSecurity Standards and GovernanceEnterprise Architecture GuidanceDevOps ArchitectureData Security ArchitectureTechnology Strategy and Leadership

Matched KRAs

design software strategy at FAIdeveloping applications aligned to the domain and the businesslead efforts to establish long-term information security architectural directionestablish standardsteach developers and establish secure application development checks and balancesdefining the data security standardsguiding the teams on Data Architectureguiding teams on the Infrastructure architecture conceptsguiding teams in the Devops architecture frameworkcreating program plans spanning across multiple projects modules

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
3
Skipped

Job description

The Solution Security Architect will focus on application security with a primary focus on architecting enterprise level cloud and web application. This position would be part of the Application security COE team that ensures the confidentiality, availability, and integrity of data by applying cloud security services, security design principles to design, developing, testing Devops and deploying huge Enterprise level Web & cloud applications. The software application security architect will lead efforts to establish long-term information security architectural direction, establish standards, create secure coding guidelines, teach developers and establish secure application development checks and balances within the SDLC. Competencies:  • Using security and cloud expertise to design software strategy at FAI • Developing applications that are aligned to the domain and the business • Bringing a perspective of the best practices being followed in the industry • Demonstrates the qualities of "Practitioner" • Developing a Master Data Management Strategy • Defining the data security standards • Guiding the teams on Data Architecture • Supporting and driving organization's technology initiatives both at an individual level and as a team • Applying industry standard practices and mentor different teams as necessary • Resolving problems and identifying opportunities for improvement across the architecture job family • Supporting creation of thought leadership (POVs, research papers) across the architecture job family • Guiding teams on the Infrastructure architecture concepts • Resolving problems and identifying opportunities for improvement across knowledge areas • Guiding teams in the Devops architecture framework • Defining standards and applying industry best practices • Resolving problems and identifying opportunities for improvement across knowledge areas • Assessing and diagnosing issues relating to the Enterprise architecture frameworks • Determining preliminary solutions to identified issues and gaps • Creating the product charter for the project to clearly list out project objectives, duration, milestones, etc. • Identifying risks across the project life-cycle and conceive mitigation strategies • Creating program plans spanning across multiple projects modules to drive overall program effectiveness in terms of quality, cost and time • Measuring program performance against target and publish dashboards to leadership • Measuring program performance against target and publish dashboards to leadership list end Technical Skills:  § Working/coding knowledge of MS Development platform, Javascript Frameworks and various Web technologies and cloud application  § Design/architect Secure Web application by implementing Dev- Secops concepts, § Thorough understanding of OWASP Top 10 and their mitigation § Set up security policies that help personnel use best practices for digital protection on cloud and web applications. § Work with the board of directors and important stake-holders on the roadmap of security of the applications, recommend best tools and practices in the industry § Secure Software Concepts - security implications in software design, development, testing, deployment etc. § Responsible for developing security code snippets/model/examples for development and testing team  § Establish Secure Software Requirements - capturing security requirements in the requirements gathering phase § Secure Software Design - translating security requirements into application design elements § Secure Software Implementation/Coding - unit testing for security functionality and resiliency to attack, and developing secure code and exploit mitigation § Secure Software Testing - integrated QA testing for security functionality and resiliency to attack, including penetration testing and risk assessment § Software Acceptance – Perform code reviews to ensure standards are adhered to and vulnerabilities are addressed. § Establish Standards for Software Deployment, Operations, Maintenance and Disposal - security issues around steady state operations and management of software. § Perform risk assessment across the entire network including hardware and software systems § Ability to clearly present secure software concepts to development groups showing the risks and remediation strategies. § Ability to explain and demonstrate exploitation of developed software vulnerabilities. § Experience with Software Vulnerability Assessment Tools Educational Qualification and Experience:  Minimum of 15 years of formal education - Graduate / Post Graduate in Computer Science / Information Technology Professional work experience of 14 years and above in Cloud security services, Microsoft or cross platform web application technologies with a focussed 6+ years of experience in security domain.

Skills from this JD

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

Application 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
Security Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Cloud 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
Security Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
DevSecOps 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
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Deployment and Release Patterns
deployment-and-release-patterns
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Infrastructure as Code
infrastructure-as-code
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
OWASP Top 10 Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: OWASP Top 10 id=76 · owasp-top-10

Aliases — catalog

  • OWASP Top 10 (CANONICAL) primary
  • owasp top 10 2004 (VERSION)
  • owasp top 10 2007 (VERSION)
  • owasp top 10 2010 (VERSION)
  • owasp top 10 2013 (VERSION)
  • owasp top 10 2017 (VERSION)
  • owasp top 10 2021 (VERSION)
  • owasp top 10 2023 (VERSION)
  • owasp top 10 2024 (VERSION)
  • owasp-top-10-2004 (VERSION)
  • owasp-top-10-2007 (VERSION)
  • owasp-top-10-2010 (VERSION)
  • owasp-top-10-2013 (VERSION)
  • owasp-top-10-2017 (VERSION)
  • owasp-top-10-2021 (VERSION)
  • owasp-top-10-2023 (VERSION)
  • owasp-top-10-2024 (VERSION)

Context tags (catalog)

A10:2021 A1:2021 A2:2021 A3:2021 A4:2021 A5:2021 A6:2021 A7:2021 A8:2021 A9:2021 CSRF OWASP ZAP SQL injection SSRF XML external entities XSS XXE access control authentication authorization broken access control broken authentication command injection cross-site scripting injection input validation insecure deserialization insufficient logging penetration testing risk assessment secure coding security headers security misconfiguration sensitive data sensitive data exposure server-side request forgery session management threat modeling vulnerabilities vulnerability assessment

Stored enrichment (catalog DB)

Category
Standard
Sub-category
Application Security Standard
Vendor
OWASP
License
unknown
Year introduced
2003
Confidence
0.93
Version strategy
SEPARATE_ENTITY
Version tag
2021

Maturity reasoning: OWASP Top 10 is a common baseline in security job descriptions and vendor training; many JDs explicitly require familiarity with it for AppSec and secure coding roles.

Skill profile (library / DB)

Skill nature
STANDARD
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
12
Sub-category id
269
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Backend Security Hardening Catalog dimension db id 16

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

  • Cloud Security Governance Catalog dimension db id 138

    Library dimension (catalog)

    Roles linked in library: Cloud Architect

  • Web Application Vulnerability Concepts Catalog dimension db id 69

    Library dimension (catalog)

    Roles linked in library: Cyber Security Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Backend Security Hardening
backend-security-hardening
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cloud Security Governance
cloud-security-governance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web Application Vulnerability Concepts
web-application-vulnerability-concepts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Secure Coding Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Secure coding id=2203 · secure-coding

Aliases — catalog

  • Secure coding (CANONICAL) primary

Context tags (catalog)

OWASP SQL injection XSS authentication authorization best practices code review data protection encryption input validation secure design secure libraries security testing threat modeling vulnerability assessment

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Development Methodology
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Secure coding is broadly expected in software JDs and security-aware engineering roles; OWASP Top 10, SAST/DAST, and secure SDLC requirements appear across major employers and compliance-driven postings.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
1693
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Backend Security Hardening Catalog dimension db id 16

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Backend Security Hardening
backend-security-hardening
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Secure Software Development Lifecycle 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
Security Design Principles 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
Security Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Master Data Management 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
Data Engineering Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Data 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
Security Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Data Architecture 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
Data Engineering Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Infrastructure Architecture 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
Infrastructure Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Enterprise Architecture 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
Architecture Frameworks
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
JavaScript Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: JavaScript id=607 · javascript

Aliases — catalog

  • JavaScript (CANONICAL) primary
  • ES2015 (VERSION)
  • ES2016 (VERSION)
  • ES2017 (VERSION)
  • ES2018 (VERSION)
  • ES2019 (VERSION)
  • ES2020 (VERSION)
  • ES2021 (VERSION)
  • ES2022 (VERSION)
  • ES2023 (VERSION)
  • ES2024 (VERSION)
  • ES5 (VERSION)
  • ES6 (VERSION)
  • JavaScript ES2015 (VERSION)
  • JavaScript ES2020 (VERSION)
  • JavaScript ES6 (VERSION)
  • modern JavaScript (VERSION)

Context tags (catalog)

AJAX Angular Babel DOM DOM manipulation ES6 Express JSON Node.js REST RESTful React TypeScript Vue Vue.js Webpack async/await asynchronous callback callback functions closure event-driven jQuery npm promises

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Mozilla
License
mpl
Year introduced
1995
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: JavaScript appears in a very high volume of job postings across frontend, backend, and full-stack roles, and remains a core language in major ecosystems like Node.js and React.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cross-Platform App Languages Catalog dimension db id 167

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

  • JavaScript and TypeScript Catalog dimension db id 114

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Ionic Developer, Node.js Backend Developer, React Frontend Developer, React Native Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • JavaScript for WordPress Catalog dimension db id 329

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • Pega Programming Languages & DSLs Catalog dimension db id 267

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer

  • Programming Languages & DSLs Catalog dimension db id 475

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Storefront JavaScript and DOM Behavior Catalog dimension db id 422

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web Technologies 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
Web Development
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Microsoft Development Platform 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
Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Penetration 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
Security Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Risk Assessment Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: risk assessment id=421 · risk-assessment

Aliases — catalog

  • risk assessment (CANONICAL) primary

Context tags (catalog)

FMEA bow-tie analysis control effectiveness controls hazard identification impact likelihood mitigation probability residual risk risk matrix risk register scenario analysis severity threat modeling

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Risk Analysis Process
Confidence
0.95
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common in job descriptions across security, finance, and project roles; ISO 31000 and NIST risk management frameworks keep it a standard hiring signal.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
245
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Threat Modeling and Risk Analysis Catalog dimension db id 76

    Library dimension (catalog)

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

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Threat Modeling and Risk Analysis
threat-modeling-and-risk-analysis
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Code Review Primary 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)
Software Vulnerability Assessment Tools 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
Security Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Security Policies 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
Security Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Security Requirements 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
Security Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Unit Testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Unit Testing id=517 · unit-testing

Aliases — catalog

  • Unit Testing (CANONICAL)

Context tags (catalog)

JUnit NUnit TDD arrange-act-assert assertions code coverage fixtures mocking pytest regression stubs test cases test doubles test runner xUnit

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
44
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)
QA Testing 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Exploit Mitigation 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
Security Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Cloud Applications 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Web Applications 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
Web Development
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

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
DevSecOps new
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
DevSecOps new
Deployment and Release Patterns
deployment-and-release-patterns
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
DevSecOps new
Infrastructure as Code
infrastructure-as-code
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
OWASP Top 10 in_db
Backend Security Hardening
backend-security-hardening
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
OWASP Top 10 in_db
Cloud Security Governance
cloud-security-governance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
OWASP Top 10 in_db
Web Application Vulnerability Concepts
web-application-vulnerability-concepts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Secure Coding in_db
Backend Security Hardening
backend-security-hardening
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Risk Assessment in_db
Threat Modeling and Risk Analysis
threat-modeling-and-risk-analysis
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)
Unit Testing in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Application Security | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Cloud Security | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Secure Software Development Lifecycle | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Security Design Principles | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Master Data Management | type=Data Engineering Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Data Security | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Data Architecture | type=Data Engineering Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Infrastructure Architecture | type=Infrastructure Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Enterprise Architecture | type=Architecture Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Web Technologies | type=Web Development subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Microsoft Development Platform | type=Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Penetration Testing | type=Security Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Software Vulnerability Assessment Tools | type=Security Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Security Policies | type=Security Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Security Requirements | type=Security Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed QA Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Exploit Mitigation | type=Security Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Cloud Applications | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Web Applications | type=Web Development subtype=general nature=PLATFORM lifespan=MULTI_YEAR
dimension_skill_link_proposed DevSecOps ↔ CI/CD Pipeline Platforms
dimension_skill_link_proposed DevSecOps ↔ Deployment and Release Patterns
dimension_skill_link_proposed DevSecOps ↔ Infrastructure as Code
nano JD Parser — gpt-4.1-nano click to toggle
RoleSolution Security Architect
Experience14 years and above in Cloud security services
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
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  "ctc": null,
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      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
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      "qualification": "Bachelor\u0027s/Graduate/Post Graduate - Computer Science / Information Technology",
      "raw": "Minimum of 15 years of formal education - Graduate / Post Graduate in Computer Science / Information Technology",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 14,
    "raw": "14 years and above in Cloud security services"
  },
  "job_locations": [],
  "role": "Solution Security Architect",
  "role_aliases": [
    "Security Architect",
    "Application Security Architect"
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  "role_archetype": "Security",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Role Overview",
      "heading_was_present": false,
      "source_marker": {
        "first_5_words": "The Solution Security Architect will",
        "last_5_words": "checks and balances within the SDLC."
      },
      "text": "The Solution Security Architect will focus on application security with a primary focus on architecting enterprise level cloud and web application. This position would be part of the Application security COE team that ensures the confidentiality, availability, and integrity of data by applying cloud security services, security design principles to design, developing, testing Devops and deploying huge Enterprise level Web \u0026 cloud applications. The software application security architect will lead efforts to establish long-term information security architectural direction, establish standards, create secure coding guidelines, teach developers and establish secure application development checks and balances within the SDLC.",
      "word_count": 104
    },
    {
      "bullet_count": 20,
      "heading": "Competencies",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Using security and cloud expertise",
        "last_5_words": "publish dashboards to leadership."
      },
      "text": "\u2022 Using security and cloud expertise to design software strategy at FAI\n\u2022 Developing applications that are aligned to the domain and the business\n\u2022 Bringing a perspective of the best practices being followed in the industry\n\u2022 Demonstrates the qualities of \"Practitioner\"\n\u2022 Developing a Master Data Management Strategy\n\u2022 Defining the data security standards\n\u2022 Guiding the teams on Data Architecture\n\u2022 Supporting and driving organization\u0027s technology initiatives both at an individual level and as a team\n\u2022 Applying industry standard practices and mentor different teams as necessary\n\u2022 Resolving problems and identifying opportunities for improvement across the architecture job family\n\u2022 Supporting creation of thought leadership (POVs, research papers) across the architecture job family\n\u2022 Guiding teams on the Infrastructure architecture concepts\n\u2022 Resolving problems and identifying opportunities for improvement across knowledge areas\n\u2022 Guiding teams in the Devops architecture framework\n\u2022 Defining standards and applying industry best practices\n\u2022 Resolving problems and identifying opportunities for improvement across knowledge areas\n\u2022 Assessing and diagnosing issues relating to the Enterprise architecture frameworks\n\u2022 Determining preliminary solutions to identified issues and gaps\n\u2022 Creating the product charter for the project to clearly list out project objectives, duration, milestones, etc.\n\u2022 Identifying risks across the project life-cycle and conceive mitigation strategies\n\u2022 Creating program plans spanning across multiple projects modules to drive overall program effectiveness in terms of quality, cost and time\n\u2022 Measuring program performance against target and publish dashboards to leadership.",
      "word_count": 284
    },
    {
      "bullet_count": 15,
      "heading": "Technical Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u00a7 Working/coding knowledge of MS Development",
        "last_5_words": "with Software Vulnerability Assessment Tools."
      },
      "text": "\u00a7 Working/coding knowledge of MS Development platform, Javascript Frameworks and various Web technologies and cloud application\n\u00a7 Design/architect Secure Web application by implementing Dev- Secops concepts,\n\u00a7 Thorough understanding of OWASP Top 10 and their mitigation\n\u00a7 Set up security policies that help personnel use best practices for digital protection on cloud and web applications.\n\u00a7 Work with the board of directors and important stake-holders on the roadmap of security of the applications, recommend best tools and practices in the industry\n\u00a7 Secure Software Concepts - security implications in software design, development, testing, deployment etc.\n\u00a7 Responsible for developing security code snippets/model/examples for development and testing team\n\u00a7 Establish Secure Software Requirements - capturing security requirements in the requirements gathering phase\n\u00a7 Secure Software Design - translating security requirements into application design elements\n\u00a7 Secure Software Implementation/Coding - unit testing for security functionality and resiliency to attack, and developing secure code and exploit mitigation\n\u00a7 Secure Software Testing - integrated QA testing for security functionality and resiliency to attack, including penetration testing and risk assessment\n\u00a7 Software Acceptance \u2013 Perform code reviews to ensure standards are adhered to and vulnerabilities are addressed.\n\u00a7 Establish Standards for Software Deployment, Operations, Maintenance and Disposal - security issues around steady state operations and management of software.\n\u00a7 Perform risk assessment across the entire network including hardware and software systems\n\u00a7 Ability to clearly present secure software concepts to development groups showing the risks and remediation strategies.\n\u00a7 Ability to explain and demonstrate exploitation of developed software vulnerabilities.\n\u00a7 Experience with Software Vulnerability Assessment Tools.",
      "word_count": 309
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Application Security"
    },
    {
      "is_primary": true,
      "skill_name": "Cloud Security"
    },
    {
      "is_primary": true,
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    },
    {
      "is_primary": true,
      "skill_name": "OWASP Top 10"
    },
    {
      "is_primary": true,
      "skill_name": "Secure Coding"
    },
    {
      "is_primary": true,
      "skill_name": "Secure Software Development Lifecycle"
    },
    {
      "is_primary": true,
      "skill_name": "Security Design Principles"
    },
    {
      "is_primary": false,
      "skill_name": "Master Data Management"
    },
    {
      "is_primary": true,
      "skill_name": "Data Security"
    },
    {
      "is_primary": false,
      "skill_name": "Data Architecture"
    },
    {
      "is_primary": false,
      "skill_name": "Infrastructure Architecture"
    },
    {
      "is_primary": false,
      "skill_name": "Enterprise Architecture"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "Web Technologies"
    },
    {
      "is_primary": false,
      "skill_name": "Microsoft Development Platform"
    },
    {
      "is_primary": true,
      "skill_name": "Penetration Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Risk Assessment"
    },
    {
      "is_primary": true,
      "skill_name": "Code Review"
    },
    {
      "is_primary": true,
      "skill_name": "Software Vulnerability Assessment Tools"
    },
    {
      "is_primary": true,
      "skill_name": "Security Policies"
    },
    {
      "is_primary": true,
      "skill_name": "Security Requirements"
    },
    {
      "is_primary": true,
      "skill_name": "Unit Testing"
    },
    {
      "is_primary": false,
      "skill_name": "QA Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Exploit Mitigation"
    },
    {
      "is_primary": true,
      "skill_name": "Cloud Applications"
    },
    {
      "is_primary": true,
      "skill_name": "Web Applications"
    }
  ],
  "jd_role": {
    "display_name": "Solution Security Architect",
    "rationale": null,
    "role_aliases": [
      "Security Architect",
      "Application Security Architect"
    ],
    "role_archetype": "Security",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
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    },
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      "max": null,
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    },
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    "role_aliases": [
      "Security Architect",
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      {
        "bullet_count": 0,
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        "heading_was_present": false,
        "source_marker": {
          "first_5_words": "The Solution Security Architect will",
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        },
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        "word_count": 104
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      {
        "bullet_count": 20,
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        "source_marker": {
          "first_5_words": "\u2022 Using security and cloud expertise",
          "last_5_words": "publish dashboards to leadership."
        },
        "text": "\u2022 Using security and cloud expertise to design software strategy at FAI\n\u2022 Developing applications that are aligned to the domain and the business\n\u2022 Bringing a perspective of the best practices being followed in the industry\n\u2022 Demonstrates the qualities of \"Practitioner\"\n\u2022 Developing a Master Data Management Strategy\n\u2022 Defining the data security standards\n\u2022 Guiding the teams on Data Architecture\n\u2022 Supporting and driving organization\u0027s technology initiatives both at an individual level and as a team\n\u2022 Applying industry standard practices and mentor different teams as necessary\n\u2022 Resolving problems and identifying opportunities for improvement across the architecture job family\n\u2022 Supporting creation of thought leadership (POVs, research papers) across the architecture job family\n\u2022 Guiding teams on the Infrastructure architecture concepts\n\u2022 Resolving problems and identifying opportunities for improvement across knowledge areas\n\u2022 Guiding teams in the Devops architecture framework\n\u2022 Defining standards and applying industry best practices\n\u2022 Resolving problems and identifying opportunities for improvement across knowledge areas\n\u2022 Assessing and diagnosing issues relating to the Enterprise architecture frameworks\n\u2022 Determining preliminary solutions to identified issues and gaps\n\u2022 Creating the product charter for the project to clearly list out project objectives, duration, milestones, etc.\n\u2022 Identifying risks across the project life-cycle and conceive mitigation strategies\n\u2022 Creating program plans spanning across multiple projects modules to drive overall program effectiveness in terms of quality, cost and time\n\u2022 Measuring program performance against target and publish dashboards to leadership.",
        "word_count": 284
      },
      {
        "bullet_count": 15,
        "heading": "Technical Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u00a7 Working/coding knowledge of MS Development",
          "last_5_words": "with Software Vulnerability Assessment Tools."
        },
        "text": "\u00a7 Working/coding knowledge of MS Development platform, Javascript Frameworks and various Web technologies and cloud application\n\u00a7 Design/architect Secure Web application by implementing Dev- Secops concepts,\n\u00a7 Thorough understanding of OWASP Top 10 and their mitigation\n\u00a7 Set up security policies that help personnel use best practices for digital protection on cloud and web applications.\n\u00a7 Work with the board of directors and important stake-holders on the roadmap of security of the applications, recommend best tools and practices in the industry\n\u00a7 Secure Software Concepts - security implications in software design, development, testing, deployment etc.\n\u00a7 Responsible for developing security code snippets/model/examples for development and testing team\n\u00a7 Establish Secure Software Requirements - capturing security requirements in the requirements gathering phase\n\u00a7 Secure Software Design - translating security requirements into application design elements\n\u00a7 Secure Software Implementation/Coding - unit testing for security functionality and resiliency to attack, and developing secure code and exploit mitigation\n\u00a7 Secure Software Testing - integrated QA testing for security functionality and resiliency to attack, including penetration testing and risk assessment\n\u00a7 Software Acceptance \u2013 Perform code reviews to ensure standards are adhered to and vulnerabilities are addressed.\n\u00a7 Establish Standards for Software Deployment, Operations, Maintenance and Disposal - security issues around steady state operations and management of software.\n\u00a7 Perform risk assessment across the entire network including hardware and software systems\n\u00a7 Ability to clearly present secure software concepts to development groups showing the risks and remediation strategies.\n\u00a7 Ability to explain and demonstrate exploitation of developed software vulnerabilities.\n\u00a7 Experience with Software Vulnerability Assessment Tools.",
        "word_count": 309
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "0ff3ad45-9d2f-47b8-9a4b-2b51ab9aefdb",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Application Security Engineer (AppSec)",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 188,
        "score": 1.0,
        "slug": "application-security-engineer-appsec",
        "total_count": null
      },
      {
        "display_name": "Security Architect",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 196,
        "score": 1.0,
        "slug": "security-architect",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cloud Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Designs and implements cloud security controls including KMS encryption, secrets management, and data-at-rest protection for AWS, Azure, or GCP workloads.",
            "sentence": "This position would be part of the Application security COE team that ensures the confidentiality, availability, and integrity of data by applying cloud security services, security design principles to design, developing, testing Devops and deploying huge Enterprise level Web \u0026 cloud applications.",
            "similarity": 0.6172
          },
          {
            "kra_text": "Designs and implements cloud security controls including KMS encryption, secrets management, and data-at-rest protection for AWS, Azure, or GCP workloads.",
            "sentence": "The Solution Security Architect will focus on application security with a primary focus on architecting enterprise level cloud and web application.",
            "similarity": 0.5556
          },
          {
            "kra_text": "Documents cloud security standards, approved architecture patterns, security exceptions, and remediation guidance for engineering teams.",
            "sentence": "The software application security architect will lead efforts to establish long-term information security architectural direction, establish standards, create secure coding guidelines, teach developers and establish secure application development checks and balances within the SDLC.",
            "similarity": 0.5535
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 23,
        "score": 0.5754,
        "slug": "cloud-security-engineer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "The software application security architect will lead efforts to establish long-term information security architectural direction, establish standards, create secure coding guidelines, teach developers and establish secure application development checks and balances within the SDLC.",
            "similarity": 0.591
          },
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "\u00a7 Design/architect Secure Web application by implementing Dev- Secops concepts,",
            "similarity": 0.5303
          },
          {
            "kra_text": "Designs and implements security controls including SIEM integration, endpoint detection and response, identity management, and firewall rule management.",
            "sentence": "The Solution Security Architect will focus on application security with a primary focus on architecting enterprise level cloud and web application.",
            "similarity": 0.5254
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.5489,
        "slug": "cybersecurity-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": "Resolving problems and identifying opportunities for improvement across the architecture job family",
            "similarity": 0.5584
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Guiding teams on the Infrastructure architecture concepts",
            "similarity": 0.5503
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "This position would be part of the Application security COE team that ensures the confidentiality, availability, and integrity of data by applying cloud security services, security design principles to design, developing, testing Devops and deploying huge Enterprise level Web \u0026 cloud applications.",
            "similarity": 0.5347
          }
        ],
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        "matched_skills": null,
        "role_id": 9,
        "score": 0.5478,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Guiding teams in the Devops architecture framework",
            "similarity": 0.5752
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Applying industry standard practices and mentor different teams as necessary",
            "similarity": 0.5209
          },
          {
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          }
        ],
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        "matched_skills": null,
        "role_id": 10,
        "score": 0.5257,
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        "total_count": null
      },
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "Creating program plans spanning across multiple projects modules to drive overall program effectiveness in terms of quality, cost and time",
            "similarity": 0.5138
          },
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "Guiding teams on the Infrastructure architecture concepts",
            "similarity": 0.4841
          },
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "Supporting and driving organization\u0027s technology initiatives both at an individual level and as a team",
            "similarity": 0.479
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.4923,
        "slug": "engineering-manager",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "JavaScript",
          "OWASP Top 10",
          "Secure coding"
        ],
        "role_id": 82,
        "score": 0.15,
        "slug": "node-backend-developer",
        "total_count": 20
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "JavaScript",
          "OWASP Top 10",
          "Secure coding"
        ],
        "role_id": 1,
        "score": 0.15,
        "slug": "backend-engineer",
        "total_count": 20
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "OWASP Top 10",
          "risk assessment"
        ],
        "role_id": 5,
        "score": 0.1,
        "slug": "cybersecurity-engineer",
        "total_count": 20
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "OWASP Top 10",
          "Secure coding"
        ],
        "role_id": 79,
        "score": 0.1,
        "slug": "java-backend-developer",
        "total_count": 20
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "OWASP Top 10",
          "Secure coding"
        ],
        "role_id": 80,
        "score": 0.1,
        "slug": "python-backend-developer",
        "total_count": 20
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Security Architect",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 196,
      "score": 0.95,
      "slug": "security-architect",
      "total_count": null
    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Application Security Architecture",
      "Cloud and Web Application Security",
      "Secure Software Development Lifecycle",
      "Security Standards and Governance",
      "Enterprise Architecture Guidance",
      "DevOps Architecture",
      "Data Security Architecture",
      "Technology Strategy and Leadership"
    ],
    "matched_kras": [
      "design software strategy at FAI",
      "developing applications aligned to the domain and the business",
      "lead efforts to establish long-term information security architectural direction",
      "establish standards",
      "teach developers and establish secure application development checks and balances",
      "defining the data security standards",
      "guiding the teams on Data Architecture",
      "guiding teams on the Infrastructure architecture concepts",
      "guiding teams in the Devops architecture framework",
      "creating program plans spanning across multiple projects modules"
    ],
    "matched_skills": [
      "cloud security services",
      "security design principles",
      "Devops",
      "secure coding guidelines",
      "SDLC",
      "Master Data Management",
      "data security standards",
      "Data Architecture",
      "Infrastructure architecture",
      "Enterprise architecture frameworks",
      "MS Development platform"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Security; The JD centers on enterprise cloud/web application security architecture, standards, secure SDLC guidance, and security design principles, which best matches Security Architect.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1039,
      "r_and_r_preview": "The Solution Security Architect will focus on application security with a primary focus on architecting enterprise level cloud and web application. This position would be part of the Application secur",
      "role_display_name": "Security Architect",
      "role_slug": "security-architect",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 15104,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Application Security",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15105,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Cloud Security",
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      },
      {
        "is_primary": true,
        "queue_id": 15106,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "DevSecOps",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15107,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Secure Software Development Lifecycle",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15108,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Security Design Principles",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 15109,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Master Data Management",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15110,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Data Security",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 15111,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Data Architecture",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 15112,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Infrastructure Architecture",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 15113,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Enterprise Architecture",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15114,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Web Technologies",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 15115,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Microsoft Development Platform",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15116,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Penetration Testing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15117,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Software Vulnerability Assessment Tools",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15118,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Security Policies",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15119,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Security Requirements",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 15120,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "QA Testing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15121,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Exploit Mitigation",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15122,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Cloud Applications",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15123,
        "role_display_name": "Security Architect",
        "role_slug": "security-architect",
        "skill_name": "Web Applications",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
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    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 1852,
      "existing_alias_text": "DevOps",
      "input_term": "DevSecOps",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "DevOps",
        "id": 1216,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "devops",
        "sub_category_id": 922,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 217,
      "existing_alias_text": "OWASP Top 10",
      "input_term": "OWASP Top 10",
      "matched_canonical": {
        "category_id": 12,
        "display_name": "OWASP Top 10",
        "id": 76,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "owasp-top-10",
        "sub_category_id": 269,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 3439,
      "existing_alias_text": "Secure coding",
      "input_term": "Secure Coding",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Secure coding",
        "id": 2203,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "secure-coding",
        "sub_category_id": 1693,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1028,
      "existing_alias_text": "JavaScript",
      "input_term": "JavaScript",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "JavaScript",
        "id": 607,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "javascript",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 737,
      "existing_alias_text": "risk assessment",
      "input_term": "Risk Assessment",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "risk assessment",
        "id": 421,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "risk-assessment",
        "sub_category_id": 245,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 864,
      "existing_alias_text": "Code Review",
      "input_term": "Code Review",
      "matched_canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 865,
      "existing_alias_text": "Unit Testing",
      "input_term": "Unit Testing",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Unit Testing",
        "id": 517,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "unit-testing",
        "sub_category_id": 44,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "DevOps Engineer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "devops-engineer",
      "source": "db"
    },
    {
      "display_name": "Cloud Architect",
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      "rationale": null,
      "role_archetype": null,
      "slug": "cloud-architect",
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    },
    {
      "display_name": ".NET Backend Developer",
      "id": 83,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "dotnet-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Backend Developer",
      "id": 1,
      "rationale": null,
      "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
      "slug": "backend-engineer",
      "source": "db"
    },
    {
      "display_name": "Java Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "java-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Kotlin Backend Developer",
      "id": 84,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "kotlin-server-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Node.js Backend Developer",
      "id": 82,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "node-backend-developer",
      "source": "db"
    },
    {
      "display_name": "PHP Backend Developer",
      "id": 86,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "php-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Python Backend Developer",
      "id": 80,
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      "role_archetype": "Engineering",
      "slug": "python-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Ruby Backend Developer",
      "id": 85,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "ruby-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Scala Backend Developer",
      "id": 87,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "scala-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Cyber Security Engineer",
      "id": 5,
      "rationale": null,
      "role_archetype": null,
      "slug": "cybersecurity-engineer",
      "source": "db"
    },
    {
      "display_name": "Hybrid Mobile Developer",
      "id": 11,
      "rationale": null,
      "role_archetype": null,
      "slug": "hybrid-mobile-developer",
      "source": "db"
    },
    {
      "display_name": "Angular Frontend Developer",
      "id": 90,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "angular-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Frontend Developer",
      "id": 7,
      "rationale": null,
      "role_archetype": null,
      "slug": "frontend-engineer",
      "source": "db"
    },
    {
      "display_name": "Ionic Developer",
      "id": 434,
      "rationale": null,
      "role_archetype": null,
      "slug": "ionic-developer",
      "source": "db"
    },
    {
      "display_name": "React Frontend Developer",
      "id": 89,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "React Native Developer",
      "id": 73,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-native-developer",
      "source": "db"
    },
    {
      "display_name": "Svelte Frontend Developer",
      "id": 92,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "svelte-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Vue Frontend Developer",
      "id": 91,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "vue-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Web Developer",
      "id": 25,
      "rationale": null,
      "role_archetype": null,
      "slug": "web-developer",
      "source": "db"
    },
    {
      "display_name": "WordPress Dev",
      "id": 227,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
      "source": "db"
    },
    {
      "display_name": "Pega Developer",
      "id": 24,
      "rationale": null,
      "role_archetype": null,
      "slug": "pega-developer",
      "source": "db"
    },
    {
      "display_name": "Fullstack Developer",
      "id": 435,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "fullstack-developer",
      "source": "db"
    },
    {
      "display_name": "Fullstack Developer",
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      "slug": "full-stack-engineer",
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      "slug": "engineering-manager",
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    },
    {
      "display_name": "Drupal Dev",
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      "role_archetype": "Engineering",
      "slug": "drupal-dev",
      "source": "db"
    },
    {
      "display_name": "Sitecore Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
    {
      "display_name": "Shopify Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "shopify-dev",
      "source": "db"
    },
    {
      "display_name": "Cloud Security Engineer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "cloud-security-engineer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Security Architect",
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    "rationale": "Domain=Security; The JD centers on enterprise cloud/web application security architecture, standards, secure SDLC guidance, and security design principles, which best matches Security Architect.",
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    "slug": "security-architect",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "CI/CD Pipeline Platforms",
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        "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"
      },
      "input_skill": "DevSecOps",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "DevOps Engineer",
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            "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
            "slug": "cross-platform-app-languages",
            "source": "db"
          },
          "input_skill": "JavaScript",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "JavaScript and TypeScript",
            "id": 114,
            "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
            "slug": "javascript-and-typescript",
            "source": "db"
          },
          "input_skill": "JavaScript",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Angular Frontend Developer",
              "id": 90,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "angular-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Frontend Developer",
              "id": 7,
              "rationale": null,
              "role_archetype": null,
              "slug": "frontend-engineer",
              "source": "db"
            },
            {
              "display_name": "Ionic Developer",
              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "React Frontend Developer",
              "id": 89,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "React Native Developer",
              "id": 73,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            },
            {
              "display_name": "Svelte Frontend Developer",
              "id": 92,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "svelte-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Vue Frontend Developer",
              "id": 91,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "vue-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
              "id": 25,
              "rationale": null,
              "role_archetype": null,
              "slug": "web-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "JavaScript for WordPress",
            "id": 329,
            "rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
            "slug": "javascript-for-wordpress",
            "source": "db"
          },
          "input_skill": "JavaScript",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "WordPress Dev",
              "id": 227,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "wordpress-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Pega Programming Languages \u0026 DSLs",
            "id": 267,
            "rationale": "Programming languages and domain-specific languages used in Pega development.",
            "slug": "pega-programming-languages-dsls",
            "source": "db"
          },
          "input_skill": "JavaScript",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Pega Developer",
              "id": 24,
              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages",
            "id": 1,
            "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
            "slug": "programming-languages",
            "source": "db"
          },
          "input_skill": "JavaScript",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Backend Developer",
              "id": 1,
              "rationale": null,
              "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
              "slug": "backend-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages \u0026 DSLs",
            "id": 475,
            "rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
            "slug": "programming-languages-dsls",
            "source": "db"
          },
          "input_skill": "JavaScript",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages \u0026 Template Languages",
            "id": 359,
            "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
            "slug": "programming-languages-template-languages",
            "source": "db"
          },
          "input_skill": "JavaScript",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Drupal Dev",
              "id": 228,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "drupal-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Sitecore Development Languages",
            "id": 438,
            "rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
            "slug": "sitecore-development-languages",
            "source": "db"
          },
          "input_skill": "JavaScript",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Storefront JavaScript and DOM Behavior",
            "id": 422,
            "rationale": "Client-side behavior used to enhance Shopify storefront interactions beyond static theme rendering. This includes interactive UI logic, event handling, and progressive enhancement within theme constraints.",
            "slug": "storefront-javascript-and-dom-behavior",
            "source": "db"
          },
          "input_skill": "JavaScript",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Shopify Dev",
              "id": 230,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "shopify-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "JavaScript",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Web Technologies",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Development",
          "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": "web-technologies",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Microsoft Development Platform",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Platforms",
          "skill_nature": "PLATFORM",
          "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": "microsoft-development-platform",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Penetration Testing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "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": "penetration-testing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "risk assessment",
          "alias_type": "CANONICAL",
          "id": 737,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "risk assessment",
        "id": 421,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "risk-assessment",
        "sub_category_id": 245,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Threat Modeling and Risk Analysis",
            "id": 76,
            "rationale": "Structured analysis of assets, threats, attack paths, and control gaps to prioritize security work. This dimension is distinct because it drives design decisions before incidents occur and informs remediation priorities.",
            "slug": "threat-modeling-and-risk-analysis",
            "source": "db"
          },
          "input_skill": "Risk Assessment",
          "llm_role": null,
          "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"
            }
          ]
        }
      ],
      "input_skill": "Risk Assessment",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Code Review",
          "alias_type": "CANONICAL",
          "id": 864,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "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": "Code Review",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Code Review",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Software Vulnerability Assessment Tools",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "software-vulnerability-assessment-tools",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Security Policies",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "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": "security-policies",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Security Requirements",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "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": "security-requirements",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Unit Testing",
          "alias_type": "CANONICAL",
          "id": 865,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Unit Testing",
        "id": 517,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "unit-testing",
        "sub_category_id": 44,
        "typical_lifespan": "EVERGREEN",
        "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": "Unit Testing",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Unit Testing",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "QA Testing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "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": "qa-testing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Exploit Mitigation",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "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": "exploit-mitigation",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Cloud Applications",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "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": "cloud-applications",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Web Applications",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Development",
          "skill_nature": "PLATFORM",
          "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": "web-applications",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Application Security",
    "Cloud Security",
    "Secure Software Development Lifecycle",
    "Security Design Principles",
    "Master Data Management",
    "Data Security",
    "Data Architecture",
    "Infrastructure Architecture",
    "Enterprise Architecture",
    "Web Technologies",
    "Microsoft Development Platform",
    "Penetration Testing",
    "Software Vulnerability Assessment Tools",
    "Security Policies",
    "Security Requirements",
    "QA Testing",
    "Exploit Mitigation",
    "Cloud Applications",
    "Web Applications"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Security Architect",
    "id": 196,
    "rationale": "Domain=Security; The JD centers on enterprise cloud/web application security architecture, standards, secure SDLC guidance, and security design principles, which best matches Security Architect.",
    "role_archetype": null,
    "slug": "security-architect",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Application Security",
      "tag": "new"
    },
    {
      "skill": "Cloud Security",
      "tag": "new"
    },
    {
      "skill": "DevSecOps",
      "tag": "in_db"
    },
    {
      "skill": "OWASP Top 10",
      "tag": "in_db"
    },
    {
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "role_dimension_saved": false,
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          {
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        "chosen_role_id": 196,
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          "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
          "slug": "programming-languages",
          "source": "db"
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        "dimension_id": 1,
        "input_skill": "JavaScript",
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        "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": "Backend Developer",
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            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
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          },
          {
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            "rationale": null,
            "role_archetype": "Engineering",
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          {
            "display_name": "Fullstack Developer",
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        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
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        "skipped_reason": null
      },
      {
        "chosen_role_id": 196,
        "dimension": {
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          "id": 475,
          "rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
          "slug": "programming-languages-dsls",
          "source": "db"
        },
        "dimension_id": 475,
        "input_skill": "JavaScript",
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        "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,
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        "skill_dimension_saved": true,
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      {
        "chosen_role_id": 196,
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          "slug": "programming-languages-template-languages",
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        "dimension_id": 359,
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        "role_dimension_saved": false,
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      {
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
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        ],
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        },
        "dimension_id": 422,
        "input_skill": "JavaScript",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "roles_from_db": [
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            "rationale": null,
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          }
        ],
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      },
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        },
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        "roles_from_db": [
          {
            "display_name": "Cloud Security Engineer",
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            "source": "db"
          },
          {
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        ],
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          "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.",
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          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Code Review",
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        "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,
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      },
      {
        "chosen_role_id": 196,
        "dimension": {
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          "display_name": "React Frontend Development",
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          "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": "Unit Testing",
        "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": 517,
        "skill_tag": "in_db",
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      }
    ],
    "new_skills_created": 0,
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    "skill_dimension_saved": 0,
    "skipped": 3
  },
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  "run_id": "0ff3ad45-9d2f-47b8-9a4b-2b51ab9aefdb"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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