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Pipeline run

9f00b6c5-b456-4e34-ba4e-c9227e97176f

Pipeline LLM cost (USD)
API 1: $0.0081 API 2: $0.0004 API 3: $0.0000 Total: $0.0084

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Quality Assurance / Test Automation
Test web apps across Chrome/Firefox/IE/Edge, build and maintain Selenium automation and test cases, log defects in JIRA/TestLink, and work with developers to keep test environments and releases on track.
""Write and update a series of automation test cases for new and existing features of the system.""
Tech stack maturity
Mainstream Modern
The listed tools and skills (Chrome/Firefox automation, Git, Java) align with widely adopted, established modern QA and test automation practices rather than legacy or bleeding-edge stacks.
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 (14)
Firefox Chrome Internet Explorer Microsoft Edge Selenium WebDriver Java Test Framework JIRA TestLink Git Bitbucket SQL API Testing Performance Testing
Skill cluster (3 dimension groups, role-scoped)
Java Language and JVM
Java
Release Readiness and Browser Compatibility
Firefox
Cross-cutting / unaligned
Chrome Internet Explorer Microsoft Edge Selenium WebDriver Test Framework JIRA TestLink Git Bitbucket SQL API Testing Performance Testing
Show KRA description ↓
Testing web applications across multiple browsers. Write and update a series of automation test cases for new and existing features of the system. Detect, log and take ownership of issues and defects. BSc. Computer Science or equivalent. 3+ years in a Quality Assurance Engineer role, ideally testing web-based applications, preferably enterprise solutions. Experience with multiple browser testing, including Firefox, Chrome, IE, Edge Test Automation experience using selenium webdriver. Exposure to an object-oriented programming language, preferably Java. Experience in implementing and creating test cases from a test framework. Using tools such as JIRA to track defects and Testlink to maintain manual tests Strong oral and written communication skills. Ability to write test cases and prepare test plans. Familiar with GIT or Bitbucket. Working closely with R&D/ developer teams to meet tight deadlines Good reasoning skills and an inquisitive mind. Maintaining environments to test different versions of the application Keen to learn new technologies and frameworks. Writing and executing SQL queries is desirable Experience in API and performance testing would be advantageous. You have a proactive and solution-oriented mindset. Your positive attitude has a strong impact and is infectious to the people you deal with. You are knowledgeable in software development processes and lifecycle management. You are able to handle some periods of high stress. Someone who can work in a 24/7 environment. Demonstrates experience in effectively presenting technical information to non-technical audiences.

Signals

Skill react-frontend-developer
0.18
Alias
KRA angular-frontend-developer
0.53

Post-classification

Centroidupdated · n=41
Alias collision log
New-role queue
New skills captured9
New KRA capturedyes

Captured for admin review

Internet Explorer primary Test Automation Engineer pending
Microsoft Edge primary Test Automation Engineer pending
Selenium WebDriver primary Test Automation Engineer pending
Test Framework primary Test Automation Engineer pending
JIRA primary Test Automation Engineer pending
TestLink primary Test Automation Engineer pending
Bitbucket primary Test Automation Engineer pending
API Testing Test Automation Engineer pending
Performance Testing Test Automation Engineer pending
R&R fragment (sim 0.00) Test Automation Engineer pending

Testing web applications across multiple browsers. Write and update a series of automation test cases for new and existing features of the system. Detect, log and take ownership of issues and defects.…

Status: completed Created: 2026-05-27T17:37:14.901313Z Updated: 2026-05-27T17:38:21.717886Z API 3 duration: 6875 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

Test Automation Engineer

domain · Testing & Quality CASE DOMAIN

slug: test-automation-engineer · id: 52 · source: db

Domain=Testing & Quality; The JD centers on Selenium-based test automation, test framework work, and maintaining automated test cases for web applications, which best matches Test Automation Engineer.

Matched skills

web applicationsmultiple browsersautomation test casesselenium webdriverJavatest frameworkJIRATestlinkGITBitbucketSQL queriesAPI testingperformance testing

Matched dimensions

Web Application Test AutomationCross-browser TestingDefect Tracking and Test ManagementTest Framework DevelopmentCollaboration with Development TeamsAPI and Performance Validation

Matched KRAs

Testing web applications across multiple browsersWrite and update automation test casesDetect, log and take ownership of issues and defectsCreate test cases from a test frameworkWrite test cases and prepare test plansMaintain environments to test different versionsWork closely with R&D/developer teams to meet tight deadlines

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

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

Job description

Organization OverviewQAD Precision (Precision Software), a division of QAD Inc., provides industry-leading global trade management, transportation execution and multi carrier shipping software solutions from a single, integrated platform. With over 30 years of global experience, QAD Precision helps companies to reduce transportation costs, avoid delays at trans-border crossings and mitigate risks as they navigate their dynamic trading environments.

We are looking to recruit a QA Software Engineer for the R&D Customer care Team. This team works closely with the other R&D teams and is responsible for resolving performance issues, dealing with Customer escalations, and making bug-fixes and enhancements to the base product

The candidate will have experience in testing web based business applications and will be responsible for testing bug-fixes and enhancements made by the developers within the group. There will be opportunities to work with QAs in other groups and gain exposure to QA tools used within the wider R&D organization.

What You’ll Do
Testing web applications across multiple browsers.Write and update a series of automation test cases for new and existing features of the system.Detect, log and take ownership of issues and defects.What You’ll Need:BSc. Computer Science or equivalent.3+ years in a Quality Assurance Engineer role, ideally testing web-based applications, preferably enterprise solutions.Experience with multiple browser testing, including Firefox, Chrome, IE, EdgeTest Automation experience using selenium webdriver.Exposure to an object-oriented programming language, preferably Java.Experience in implementing and creating test cases from a test framework.Using tools such as JIRA to track defects and Testlink to maintain manual testsStrong oral and written communication skills.Ability to write test cases and prepare test plans.Familiar with GIT or Bitbucket.Working closely with R&D/ developer teams to meet tight deadlinesGood reasoning skills and an inquisitive mind.Maintaining environments to test different versions of the applicationKeen to learn new technologies and frameworks.Writing and executing SQL queries is desirableExperience in API and performance testing would be advantageous.
Who You Are
You have a proactive and solution-oriented mindset.Your positive attitude has a strong impact and is infectious to the people you deal with.You are knowledgeable in software development processes and lifecycle management.You are able to handle some periods of high stress.Someone who can work in a 24/7 environment.Demonstrates experience in effectively presenting technical information to non-technical audiences.
What We Offer
Your health and well being are important to us at QAD. We provide programs that help you strike a healthy work life balance.Opportunity to join a growing business, launching into its next phase of expansion and transformation.Collaborative culture of smart and hard-working people who support one another to get the job done.An atmosphere of growth and opportunity, where idea-sharing is always prioritized over level.Ongoing learning and development including the opportunity to complete industry certifications (paid for by us!)
About QAD

QAD Inc. is a prominent provider of adaptive, cloud-based enterprise software and services for global manufacturing companies. Global manufacturers face ever-increasing disruption caused by technology-driven innovation and changing consumer preferences. In order to survive and thrive, manufacturers must be able to innovate and change business models at unprecedented rates of speed. QAD calls these companies Adaptive Manufacturing Enterprises. QAD solutions help customers in the automotive, life sciences, packaging, consumer products, food and beverage, high tech and industrial manufacturing industries rapidly adapt to change and innovate for competitive advantage.

QAD is committed to ensuring that every employee feels they work in an environment that values their contributions, respects their unique perspectives and provides opportunities for growth regardless of background. QAD’s DEI program is driving higher levels of diversity, equity and inclusion so that employees can bring their whole self to work.

Skills from this JD

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

Firefox Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Firefox id=2164 · firefox

Aliases — catalog

  • Firefox (CANONICAL) primary

Context tags (catalog)

Accessibility Accessibility Inspector Add-ons CSS Grid Cross-browser compatibility DevTools Firefox Developer Edition Firefox Sync HTML5 JavaScript JavaScript Debugger Performance Monitoring Privacy Mode Quantum Responsive Design Responsive Design Mode Tracking Protection User Scripts WebAssembly WebExtensions WebRTC

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Web Browser
Vendor
Mozilla
License
mpl
Year introduced
2002
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Firefox remains a mainstream web browser with broad user base and enterprise support; it still appears in QA, web compatibility, and browser-testing job descriptions, though Chrome dominates volume.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
1628
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Release Readiness and Browser Compatibility Catalog dimension db id 129

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Vue Frontend Developer, Web Developer

  • Responsive and Mobile Web Design Catalog dimension db id 125

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Release Readiness and Browser Compatibility
release-readiness-and-browser-compatibility
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Responsive and Mobile Web Design
responsive-and-mobile-web-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Chrome Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Chrome id=2163 · chrome

Aliases — catalog

  • Chrome (CANONICAL) primary

Context tags (catalog)

ChromeOS DevTools Incognito JavaScript PWA V8 WebRTC bookmarking cross-browser compatibility extensions performance optimization security features tab management user interface web standards

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Web Browser
Vendor
Google
License
other_open
Year introduced
2008
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: Chrome is the dominant web browser and commonly appears in QA, automation, and support job descriptions; it also underpins many browser-based testing stacks via ChromeDriver/Playwright.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
1628
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Responsive and Mobile Web Design Catalog dimension db id 125

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Responsive and Mobile Web Design
responsive-and-mobile-web-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Internet Explorer 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 Browsers
Sub-category
general
Skill nature
PLATFORM
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Microsoft Edge 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 Browsers
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Selenium WebDriver Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Testing Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Java Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Java id=1 · java

Aliases — catalog

  • Java (CANONICAL) primary
  • JDK (VERSION)
  • JDK 10 (VERSION)
  • JDK 11 (VERSION)
  • JDK 12 (VERSION)
  • JDK 13 (VERSION)
  • JDK 14 (VERSION)
  • JDK 15 (VERSION)
  • JDK 16 (VERSION)
  • JDK 17 (VERSION)
  • JDK 18 (VERSION)
  • JDK 19 (VERSION)
  • JDK 20 (VERSION)
  • JDK 21 (VERSION)
  • JDK 5 (VERSION)
  • JDK 6 (VERSION)
  • JDK 7 (VERSION)
  • JDK 8 (VERSION)
  • JDK 9 (VERSION)
  • Java 1.0 (VERSION)
  • Java 1.1 (VERSION)
  • Java 1.2 (VERSION)
  • Java 1.3 (VERSION)
  • Java 1.4 (VERSION)
  • Java 1.5 (VERSION)
  • Java 1.6 (VERSION)
  • Java 1.7 (VERSION)
  • Java 1.8 (VERSION)
  • Java 10 (VERSION)
  • Java 11 (VERSION)
  • Java 12 (VERSION)
  • Java 13 (VERSION)
  • Java 14 (VERSION)
  • Java 15 (VERSION)
  • Java 16 (VERSION)
  • Java 17 (VERSION)
  • Java 18 (VERSION)
  • Java 19 (VERSION)
  • Java 20 (VERSION)
  • Java 21 (VERSION)
  • Java 5 (VERSION)
  • Java 6 (VERSION)
  • Java 7 (VERSION)
  • Java 8 (VERSION)
  • Java 9 (VERSION)
  • Java11 (VERSION)
  • Java17 (VERSION)
  • Java21 (VERSION)
  • Java8 (VERSION)
  • OpenJDK 11 (VERSION)
  • OpenJDK 17 (VERSION)
  • OpenJDK 21 (VERSION)
  • OpenJDK 8 (VERSION)
  • java 11 (VERSION)
  • java 17 (VERSION)
  • java 21 (VERSION)
  • java 4 (VERSION)
  • java 5 (VERSION)
  • java 6 (VERSION)
  • java 7 (VERSION)
  • java 8 (VERSION)
  • java lts (VERSION)
  • java-11 (VERSION)
  • java-17 (VERSION)
  • java-21 (VERSION)
  • java-4 (VERSION)
  • java-5 (VERSION)
  • java-6 (VERSION)
  • java-7 (VERSION)
  • java-8 (VERSION)
  • java11 (VERSION)
  • java17 (VERSION)
  • java21 (VERSION)
  • java4 (VERSION)
  • java5 (VERSION)
  • java6 (VERSION)
  • java7 (VERSION)
  • java8 (VERSION)
  • jdk 11 (VERSION)
  • jdk 17 (VERSION)
  • jdk 21 (VERSION)
  • jdk 4 (VERSION)
  • jdk 5 (VERSION)
  • jdk 6 (VERSION)
  • jdk 7 (VERSION)
  • jdk 8 (VERSION)
  • jdk11 (VERSION)
  • jdk17 (VERSION)
  • jdk21 (VERSION)
  • jdk4 (VERSION)
  • jdk5 (VERSION)
  • jdk6 (VERSION)
  • jdk7 (VERSION)
  • jdk8 (VERSION)
  • jvm21 (VERSION)

Context tags (catalog)

APIs Apache Tomcat Concurrency Design patterns Garbage collection GraalVM Gradle Hibernate JDBC JDK JPA JUnit JVM Java 8 Java EE JavaFX Kafka Lambda expressions Maven Microservices Mockito Object-oriented REST RESTful SOAP Servlets Spring Spring Boot Tomcat microservices

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Oracle
License
other_open
Year introduced
1995
Confidence
0.99
Version strategy
SEPARATE_ENTITY
Version tag
21

Maturity reasoning: Java is a hiring-pipeline staple with very high JD volume across enterprise backend, Android, and cloud roles; it remains widely supported by major vendors and frameworks like Spring.

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)

  • Java Language and JVM Catalog dimension db id 279

    Library dimension (catalog)

    Roles linked in library: Java Backend Developer, Kotlin Backend Developer, Scala Backend Developer

  • Kotlin and Java Catalog dimension db id 161

    Library dimension (catalog)

    Roles linked in library: Android Developer

  • Native Mobile Languages Catalog dimension db id 274

    Library dimension (catalog)

    Roles linked in library: Native Mobile Developer

  • 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 for Data Work Catalog dimension db id 21

    Library dimension (catalog)

    Roles linked in library: Data Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Java Language and JVM
java-language-and-jvm
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Kotlin and Java
kotlin-and-java
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Native Mobile Languages
native-mobile-languages
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 for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Test Framework Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Testing Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
JIRA 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
Project Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
TestLink Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Testing Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Git Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Git id=1002 · git

Aliases — catalog

  • Git (CANONICAL)

Context tags (catalog)

CI/CD GitHub GitLab branching checkout clone commit fork merging pull request rebase remote repository stash versioning

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Version Control Tool
Vendor
Linus Torvalds
License
gpl_v2
Year introduced
2005
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
730
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)
Bitbucket 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
Version Control Systems
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SQL Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SQL id=101 · sql

Aliases — catalog

  • SQL (CANONICAL) primary

Context tags (catalog)

ACID CTE DDL DML ETL JOIN MySQL NoSQL OLAP ORM PostgreSQL SQL injection SQLite T-SQL data modeling data warehousing database normalization execution plan indexing joins normalization query optimization stored procedures subquery transaction isolation transaction management window functions

Stored enrichment (catalog DB)

Category
Language
Sub-category
Query Language
Vendor
ANSI
License
unknown
Year introduced
1974
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: SQL appears in a large share of data, backend, and analytics job descriptions and remains the default query language for PostgreSQL, MySQL, and cloud warehouses like Snowflake/BigQuery.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
97
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Pega Programming Languages & DSLs Catalog dimension db id 267

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Programming Languages & DSLs Catalog dimension db id 475

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

  • Programming Languages for Data Work Catalog dimension db id 21

    Library dimension (catalog)

    Roles linked in library: Data Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Pega Programming Languages & DSLs
pega-programming-languages-dsls
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 for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API 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
Performance 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

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
Firefox in_db
Release Readiness and Browser Compatibility
release-readiness-and-browser-compatibility
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firefox in_db
Responsive and Mobile Web Design
responsive-and-mobile-web-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Chrome in_db
Responsive and Mobile Web Design
responsive-and-mobile-web-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Java Language and JVM
java-language-and-jvm
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Kotlin and Java
kotlin-and-java
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Native Mobile Languages
native-mobile-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Programming Languages for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Git in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL in_db
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL in_db
Programming Languages for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Internet Explorer | type=Web Browsers subtype=general nature=PLATFORM lifespan=SHORT_LIVED
canonical_skill_proposed Microsoft Edge | type=Web Browsers subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Selenium WebDriver | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Test Framework | type=Testing Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed JIRA | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed TestLink | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Bitbucket | type=Version Control Systems subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed API Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Performance Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleQA Software Engineer
CompanyQAD Inc.
Experience3+ years in a Quality Assurance Engineer role
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "QAD Inc. is a prominent",
      "last_5_words": "bring their whole self to work."
    },
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API 1 — extract-from-jd click to toggle
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}
API 2 — extract-details
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              "slug": "kotlin-server-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Scala Backend Developer",
              "id": 87,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "scala-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
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            "display_name": "Kotlin and Java",
            "id": 161,
            "rationale": "Primary implementation languages for Android app features, platform integration, and client-side business logic. Android engineers use these languages to build screens, state flows, service adapters, and device-aware behavior.",
            "slug": "kotlin-and-java",
            "source": "db"
          },
          "input_skill": "Java",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Android Developer",
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              "role_archetype": null,
              "slug": "android-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
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            "display_name": "Native Mobile Languages",
            "id": 274,
            "rationale": "Primary implementation languages used to build platform-specific app features, UI logic, and device integrations. This is the core coding surface for native mobile work on one platform.",
            "slug": "native-mobile-languages",
            "source": "db"
          },
          "input_skill": "Java",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Native Mobile Developer",
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              "role_archetype": "Engineering",
              "slug": "native-mobile-developer",
              "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": "Java",
          "llm_role": null,
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            {
              "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": "Java",
          "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": "Java",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
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              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages for Data Work",
            "id": 21,
            "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
            "slug": "programming-languages-for-data-work",
            "source": "db"
          },
          "input_skill": "Java",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Data Engineer",
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              "rationale": null,
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              "slug": "data-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Java",
      "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": "Test Framework",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
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        },
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      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "JIRA",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Project Management Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
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          "volatility": "MEDIUM"
        },
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        "keep_log": [],
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        "skill_id": "jira",
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        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "TestLink",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
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          "sub_category": "general",
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        },
        "enrichment": null,
        "keep_log": [],
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        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "testlink",
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        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Git",
          "alias_type": "CANONICAL",
          "id": 1613,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 13,
        "display_name": "Git",
        "id": 1002,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "git",
        "sub_category_id": 730,
        "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": "Git",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Git",
      "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": "Bitbucket",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Version Control Systems",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
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        "relationships": null,
        "skill_id": "bitbucket",
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        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "SQL",
          "alias_type": "CANONICAL",
          "id": 271,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 6,
        "display_name": "SQL",
        "id": 101,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
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        "sub_category_id": 97,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Pega Programming Languages \u0026 DSLs",
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            "rationale": "Programming languages and domain-specific languages used in Pega development.",
            "slug": "pega-programming-languages-dsls",
            "source": "db"
          },
          "input_skill": "SQL",
          "llm_role": null,
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            {
              "display_name": "Pega Developer",
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              "rationale": null,
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              "slug": "pega-developer",
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            }
          ]
        },
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            "rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
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            "source": "db"
          },
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              "rationale": null,
              "role_archetype": null,
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            }
          ]
        },
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            "source": "db"
          },
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          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Data Engineer",
              "id": 2,
              "rationale": null,
              "role_archetype": null,
              "slug": "data-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "SQL",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
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    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "API Testing",
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      "new_alias_persisted": false,
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      "new_skill_meta": {
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          "sub_category": "general",
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    },
    {
      "aliases_in_db": [],
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      "input_skill": "Performance Testing",
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      "new_alias_persisted": false,
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      "new_skill_meta": {
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      "source_tag": "llm",
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  ],
  "unmatched_skills": [
    "Internet Explorer",
    "Microsoft Edge",
    "Selenium WebDriver",
    "Test Framework",
    "JIRA",
    "TestLink",
    "Bitbucket",
    "API Testing",
    "Performance Testing"
  ]
}
API 3 — final-role-output
{
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    "display_name": "Test Automation Engineer",
    "id": 52,
    "rationale": "Domain=Testing \u0026 Quality; The JD centers on Selenium-based test automation, test framework work, and maintaining automated test cases for web applications, which best matches Test Automation Engineer.",
    "role_archetype": "QA",
    "slug": "test-automation-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Firefox",
      "tag": "in_db"
    },
    {
      "skill": "Chrome",
      "tag": "in_db"
    },
    {
      "skill": "Internet Explorer",
      "tag": "new"
    },
    {
      "skill": "Microsoft Edge",
      "tag": "new"
    },
    {
      "skill": "Selenium WebDriver",
      "tag": "new"
    },
    {
      "skill": "Java",
      "tag": "in_db"
    },
    {
      "skill": "Test Framework",
      "tag": "new"
    },
    {
      "skill": "JIRA",
      "tag": "new"
    },
    {
      "skill": "TestLink",
      "tag": "new"
    },
    {
      "skill": "Git",
      "tag": "in_db"
    },
    {
      "skill": "Bitbucket",
      "tag": "new"
    },
    {
      "skill": "SQL",
      "tag": "in_db"
    },
    {
      "skill": "API Testing",
      "tag": "new"
    },
    {
      "skill": "Performance Testing",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 52,
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          "difficulty_hint": "well_known",
          "display_name": "Release Readiness and Browser Compatibility",
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          "rationale": "Practices for verifying frontend changes across browsers, environments, and release stages. This cluster is coherent because frontend engineers often own the last-mile quality checks before shipping UI changes.",
          "slug": "release-readiness-and-browser-compatibility",
          "source": "db"
        },
        "dimension_id": 129,
        "input_skill": "Firefox",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "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": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2164,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Responsive and Mobile Web Design",
          "id": 125,
          "rationale": "Patterns for adapting browser interfaces across screen sizes, input modes, and mobile constraints. This is a distinct cluster because frontend engineers must ensure layouts and interactions work well on phones, tablets, and desktops.",
          "slug": "responsive-and-mobile-web-design",
          "source": "db"
        },
        "dimension_id": 125,
        "input_skill": "Firefox",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "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": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2164,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
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          "rationale": "Patterns for adapting browser interfaces across screen sizes, input modes, and mobile constraints. This is a distinct cluster because frontend engineers must ensure layouts and interactions work well on phones, tablets, and desktops.",
          "slug": "responsive-and-mobile-web-design",
          "source": "db"
        },
        "dimension_id": 125,
        "input_skill": "Chrome",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "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": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2163,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "dimension": {
          "difficulty_hint": "well_known",
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