Pipeline run
65c46a4b-e5be-4646-b879-374be29bef78
Pipeline LLM cost (USD)
API 1: $0.0081
API 2: $0.0005
API 3: $0.0000
Total: $0.0086
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
· Salesforce Development Lead
Leads Salesforce development across multiple releases: turns requirements into technical designs, builds Apex/Visualforce solutions, reviews code, tests, deploys, and supports production. Also handles admin tasks like sandbox/user management and release migrations.
"Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deployment"
Tech stack maturity
Mainstream Modern
Salesforce development with Apex/LWC and unit testing is a widely adopted, current enterprise stack that is modern but not typically cloud-native in the DevOps-first sense.
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 (18)
Salesforce
Apex
Visualforce
Unit Testing
Force.com
XML
HTTP
HTTPS
Java
C++
Change Sets
Agile
Continuous Integration
Continuous Delivery
Sandbox Management
Workflow Rules
Approval Rules
Permission Sets
Skill cluster (3 dimension groups, role-scoped)
C# and .NET Languages
C++
Java Language and JVM
Java
Cross-cutting / unaligned
Salesforce
Apex
Visualforce
Unit Testing
Force.com
XML
HTTP
HTTPS
Change Sets
Agile
Continuous Integration
Continuous Delivery
Sandbox Management
Workflow Rules
Approval Rules
Permission Sets
Show KRA description ↓
Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deployment
Translate functional requirements into technical design and develop robust solutions for each planned release
Responsible for the detailed design of technical solutions, Proof-of-Concepts (POC), prototyping and documentation of the technical design
Produce elegant code to meet design specifications using Apex, Visualforce and other technologies (eg XML, HTTP/HTTPS, Java, and C++)
Contribute to overall code quality by performing design and code reviews for fellow developers
Perform basic and extended unit tests for releases (internal and Salesforce releases)
Perform release migration tasks (change sets, config, data load etc.) and environment setup/management
Provide level 3 production support (involving appropriate functional teams when needed)
Help with triaging and fixing defects for the planned releases and production
Perform advanced Salesforce administration (Sandboxes management, Salesforce release and patches, User management, workflow and approval rules, Permission Sets etc.)
Continuous improvement of development processes for the Force.com platform using industry-standard and emerging practices like Agile, Continuous Integration, Continuous Delivery, etc.
Build and maintain great working relationship with peer teams
Signals
Skill
—
—
Alias
—
—
KRA
devops-engineer
0.59
Post-classification
Centroidupdated · n=3
Alias collision log—
New-role queue—
New skills captured12
New KRA capturedyes
Captured for admin review
Salesforce
primary
↔
Salesforce Developer (Apex/LWC)
pending
Apex
primary
↔
Salesforce Developer (Apex/LWC)
pending
Visualforce
primary
↔
Salesforce Developer (Apex/LWC)
pending
HTTPS
↔
Salesforce Developer (Apex/LWC)
pending
Change Sets
↔
Salesforce Developer (Apex/LWC)
pending
Continuous Integration
↔
Salesforce Developer (Apex/LWC)
pending
Continuous Delivery
↔
Salesforce Developer (Apex/LWC)
pending
Force.com
primary
↔
Salesforce Developer (Apex/LWC)
pending
Sandbox Management
↔
Salesforce Developer (Apex/LWC)
pending
Workflow Rules
↔
Salesforce Developer (Apex/LWC)
pending
Approval Rules
↔
Salesforce Developer (Apex/LWC)
pending
Permission Sets
↔
Salesforce Developer (Apex/LWC)
pending
R&R fragment (sim 0.00)
↔
Salesforce Developer (Apex/LWC)
pending
Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deployment Translate functional requirements into technical design and develop…
Status:
completed
Created: 2026-05-27T14:00:31.130476Z
Updated: 2026-05-27T14:02:43.042818Z
API 3 duration: 37281 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
Salesforce Developer (Apex/LWC)
domain · Salesforce CASE DOMAINslug: salesforce-developer-apex-lwc · id: 109 · source: db
Domain=Salesforce; The JD is centered on hands-on Salesforce development, technical design, Apex/Visualforce coding, testing, deployment, and production support, which best matches a Salesforce Developer role.
Matched skills
SalesforceApexVisualforceXMLHTTP/HTTPSJavaC++unit testschange setsconfigdata loadSandboxes managementPermission SetsAgileContinuous IntegrationContinuous Delivery
Matched dimensions
Salesforce application developmentTechnical solution designCode review and quality assuranceTesting and release managementProduction support and defect triageSalesforce administrationDevelopment process improvement
Matched KRAs
Act as the development lead on multiple projectsTranslate functional requirements into technical designDevelop robust solutions for each planned releaseProduce elegant code to meet design specificationsPerform design and code reviews for fellow developersPerform basic and extended unit tests for releasesPerform release migration tasksProvide level 3 production supportHelp with triaging and fixing defectsPerform advanced Salesforce administration
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped
Job description
Job Description Job Description Join the ORGANIZATION'S Team and start reimagining the future of automotive retail. We are charged with executing ORGANIZATION's top-down commitment to enable our team members and stores to delight our professional customers. Our customers are professional shops that know what they need and demand accuracy and speed, just like us.? Our priorities are all about their satisfaction, trust and loyalty.? The CRM Professional Team is responsible for building solutions that make it easier for our Professional customers to do business with ORGANIZATION and make it easier for our Team Members to serve those customers better than anyone else. Advance Auto Parts is currently looking for a talented Senior Salesforce developer to join the CRM Professional Team. The successful candidate for this position will work on Salesforce Solution Design, Prototypes, and Development and Unit testing for various Salesforce initiatives. The person in this role will work with Business Analysts/Salesforce Administrators/Business Leaders in tailoring solutions that meets business needs through the use of an agile/iterative development process. This role will implement solutions through a combination of Salesforce configuration, and custom development on the Force.com platform. This role will be also work with Salesforce support, Security, Network, and Infrastructure teams to resolve critical issues and must collaborate well with service providers and have prior experience integrating with other on-prem and cloud-based systems. ESSENTIAL DUTIES AND RESPONSIBILITIES includes the following. Other duties may be assigned Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deploymentTranslate functional requirements into technical design and develop robust solutions for each planned releaseResponsible for the detailed design of technical solutions, Proof-of-Concepts (POC), prototyping and documentation of the technical designProduce elegant code to meet design specifications using Apex, Visualforce and other technologies (eg XML, HTTP/HTTPS, Java, and C++)Contribute to overall code quality by performing design and code reviews for fellow developersPerform basic and extended unit tests for releases (internal and Salesforce releases)Perform release migration tasks (change sets, config, data load etc.) and environment setup/managementProvide level 3 production support (involving appropriate functional teams when needed)Help with triaging and fixing defects for the planned releases and productionPerform advanced Salesforce administration (Sandboxes management, Salesforce release and patches, User management, workflow and approval rules, Permission Sets etc.)Continuous improvement of development processes for the Force.com platform using industry-standard and emerging practices like Agile, Continuous Integration, Continuous Delivery, etc.Build and maintain great working relationship with peer teamsThe above information on this description has been designed to indicate the general nature and level of work performed by employees within this classification. It is not designed to contain or be interpreted as a comprehensive inventory of all duties, responsibilities and qualifications required of employees assigned to this job. Qualifications Minimum 5 years of hands-on development experience with Salesforce.com developer toolkit (Apex Classes, Controllers and Triggers, Lightning Components, Lightning Design System, Visualforce, Force.com IDE, Migration Tool, Web Services, Custom Objects, Wrapper classes, Scheduled/Batch classes, Test classes, Custom Permissions, salesforce.com APIs, SOQL, SOSL, Service Cloud etc.)Proficiency with Approval Processes and Validation RulesProficiency with version control system (like Git, Subversion or similar)Experience with test driven development (TDD) and test automation tools for web-based applications (Selenium, Windmill, etc.)Experience setting up and utilizing Continuous Integration (CI) severs (like Hudson, Jenkins or similar) for build and process automationExperience in practicing agile methodologies, including scrum and continuous integration environmentsExperience integrating salesforce with 3rd party systems using SOAP/REST web services and app exchange appsKnowledge of Force.com development best practices and design patternsExperience integrating Salesforce with multiple data sourcesExperience with Oracle database platforms and writing complex queries using PL SQLFamiliarity with web application development technologies like JavaScript, AJAX, JSON, HTML5 and CSS preferredExperience with Java or .Net programming is preferredExperience with Agile development processes is preferredDemonstrated ability to deliver results on time and produce high quality deliverables (accuracy and thoroughness)Demonstrated expertise on programming best practices, design patterns and design trade-offs on internet and cloud-based platformsStrong written and verbal communication skillsAbility to organize and lead technical meetings to achieve a given set objectivesAbility to build and maintain effective working relationships with other team members (immediate team as well as cross-functional teams)Strong analytical and problem-solving skillsAbility to work in a fast-paced environment with multiple concurrent projectsSelf-motivated and ability to apply good judgment and decision-making skillsStrong professionalism and interpersonal skillsService focused, impact drivenProven ability to design and optimize technical systems in support of organizational process EDUCATION And/or EXPERIENCE Bachelor's degree and/or equivalent experience.At least 5-7 years of experience with Salesforce CERTIFICATES, LICENSES, REGISTRATIONS SFDC Certified Developer and/or Advance Developer is strongly preferred SFDC Administrator/Advanced Administrator certification is strongly preferred Supervisory Responsibilities None officially, to start, but your leadership will be welcomed and recognized. We are an Equal Opportunity Employer and do not discriminate against any employee or applicant for employment because of race, color, sex, age national origin, religion, sexual orientation, gender identity, status as a veteran and basis of disability or any other federal, state or local protected class.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Salesforce
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
Apex
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
- Programming Languages
- Sub-category
- general
- Skill nature
- LANGUAGE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Visualforce
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 Frameworks
- Sub-category
- general
- Skill nature
- LANGUAGE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
XML
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: XML
id=1636
· xml
Aliases — catalog
- XML (CANONICAL) primary
Context tags (catalog)
Atom
DOM
DTD
Data Interchange
Data Serialization
JSON
Markup Language
Namespaces
Parsing
RSS
SAX
SOAP
SVG
Serialization
Well-formed
XML Schema
XPath
XQuery
XSLT
Stored enrichment (catalog DB)
- Category
- Format
- Sub-category
- Markup Format
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: XML remains a common requirement in JDs for enterprise integration, SOAP, RSS, and config files; it’s still widely supported across major platforms rather than being sunset or replaced outright.
Skill profile (library / DB)
- Skill nature
- STANDARD
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 4
- Sub-category id
- 689
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
HTTP
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: HTTP
id=935
· http
Aliases — catalog
- HTTP (CANONICAL) primary
Context tags (catalog)
API
CORS
HTTPS
REST
URI
WebSocket
client-server
content negotiation
cookies
header fields
load balancing
proxy
request-response
session management
status codes
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Application Protocol
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: HTTP is a foundational web protocol present in nearly all backend/frontend JDs and cloud docs; it underpins REST APIs and browser traffic, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 710
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Networking and API Integration Catalog dimension db id 84
Library dimension (catalog)
Roles linked in library: Android Developer, Hybrid Mobile Developer, Native Mobile Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Networking and API Integration
networking-and-api-integration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
HTTPS
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Java
Secondary
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
-
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 for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
C++
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: C#
id=4
· c
Aliases — catalog
- C# (CANONICAL) primary
- C (CANONICAL)
- C# 1 (VERSION)
- C# 10 (VERSION)
- C# 11 (VERSION)
- C# 12 (VERSION)
- C# 13 (VERSION)
- C# 14 (VERSION)
- C# 2 (VERSION)
- C# 3 (VERSION)
- C# 4 (VERSION)
- C# 5 (VERSION)
- C# 6 (VERSION)
- C# 7 (VERSION)
- C# 8 (VERSION)
- C# 9 (VERSION)
- C# latest (VERSION)
- C#1 (VERSION)
- C#10 (VERSION)
- C#11 (VERSION)
- C#12 (VERSION)
- C#2 (VERSION)
- C#3 (VERSION)
- C#4 (VERSION)
- C#5 (VERSION)
- C#6 (VERSION)
- C#7 (VERSION)
- C#8 (VERSION)
- C#9 (VERSION)
- C++ (CANONICAL)
- C++03 (VERSION)
- C++11 (VERSION)
- C++14 (VERSION)
- C++17 (VERSION)
- C++20 (VERSION)
- C++23 (VERSION)
- C++26 (VERSION)
- C++98 (VERSION)
- c sharp (VERSION)
- c# (VERSION)
- cpp03 (VERSION)
- cpp11 (VERSION)
- cpp14 (VERSION)
- cpp17 (VERSION)
- cpp20 (VERSION)
- cpp23 (VERSION)
- cpp26 (VERSION)
- cpp98 (VERSION)
- csharp (VERSION)
- modern C++ (VERSION)
Context tags (catalog)
.NET
ASP.NET
Azure
Boost
C# 9
C11
C99
CLR
CMake
Entity Framework
LINQ
MSBuild
MVC
Makefile
NuGet
Qt
RAII
Roslyn
STL
TDD
Unity
Visual Studio
WPF
Web API
WinForms
Xamarin
async/await
attributes
buffer overflow
constexpr
delegates
dependency injection
dynamic memory
events
free
function pointer
gcc
gdb
header files
inline
interfaces
linker
malloc
memory leak
memory management
move semantics
multithreading
operator overloading
pointer
pointers
preprocessor
segmentation fault
smart pointers
stdio.h
stdlib.h
struct
syntax error
templates
typedef
xUnit
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2000
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- latest
Maturity reasoning: C# is a mainstream hiring staple with high JD volume across .NET, Azure, and enterprise roles; Microsoft continues active platform investment in .NET, reinforcing broad adoption.
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)
-
C# and .NET Languages Catalog dimension db id 362
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
-
Programming Languages for ML Systems Catalog dimension db id 39
Library dimension (catalog)
Roles linked in library: ML Engineer, MLOps Engineer
-
Programming Languages for XR Catalog dimension db id 97
Library dimension (catalog)
Roles linked in library: AR/VR Engineer
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Video Codec Languages and DSLs Catalog dimension db id 225
Library dimension (catalog)
Roles linked in library: Video Codec Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | 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 for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Frontend Development
d_init_01
|
✓ | — | 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) |
|
Video Codec Languages and DSLs
video-codec-languages-and-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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) |
Change Sets
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
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Agile
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Agile
id=520
· agile
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Kanban
SAFe
Scrum
backlog
backlog grooming
burndown
burndown chart
continuous delivery
continuous improvement
cross-functional
daily standup
epics
incremental development
iteration
iteration planning
lean
product backlog
product owner
retrospective
sprint
sprint planning
stand-up
story points
user stories
velocity
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 367
- 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) |
Continuous Integration
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Continuous Delivery
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Force.com
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
Sandbox 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
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Workflow Rules
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
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Approval Rules
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
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Permission Sets
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
- Cloud Platforms
- 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 |
|---|---|---|---|---|---|---|
| XML | in_db |
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| XML | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTTP | in_db |
Networking and API Integration
networking-and-api-integration
|
✓ | — | 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 for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C++ | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C++ | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C++ | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C++ | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C++ | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C++ | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C++ | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C++ | in_db |
Video Codec Languages and DSLs
video-codec-languages-and-dsls
|
✓ | — | 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) | |
| Agile | 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 | Salesforce | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Apex | type=Programming Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Visualforce | type=Web Frameworks subtype=general nature=LANGUAGE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | HTTPS | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Change Sets | type=Cloud Platforms subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Continuous Integration | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Continuous Delivery | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Force.com | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Sandbox Management | type=Cloud Platforms subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Workflow Rules | type=Cloud Platforms subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Approval Rules | type=Cloud Platforms subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Permission Sets | type=Cloud Platforms subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Salesforce Developer
CompanyAdvance Auto Parts
ExperienceAt least 5-7 years of experience with Salesforce
DomainAutomotive & Mobility
JD type
pass
Certifications
SFDC Certified Developer
SFDC Advance Developer
SFDC Administrator
SFDC Advanced Administrator
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [
"SFDC Certified Developer",
"SFDC Advance Developer",
"SFDC Administrator",
"SFDC Advanced Administrator"
],
"company_name": "Advance Auto Parts",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Automotive Retail"
],
"domain": "Automotive \u0026 Mobility"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Any Discipline",
"raw": "Bachelor\u0027s degree and/or equivalent experience.",
"requirement": "required"
}
],
"experience": {
"max": 7,
"min": 5,
"raw": "At least 5-7 years of experience with Salesforce"
},
"job_locations": [],
"role": "Senior Salesforce Developer",
"role_aliases": [
"Salesforce Developer",
"Salesforce Engineer",
"SFDC Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "ESSENTIAL DUTIES AND RESPONSIBILITIES",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Act as the development lead",
"last_5_words": "with peer teams"
},
"text": "Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deployment\nTranslate functional requirements into technical design and develop robust solutions for each planned release\nResponsible for the detailed design of technical solutions, Proof-of-Concepts (POC), prototyping and documentation of the technical design\nProduce elegant code to meet design specifications using Apex, Visualforce and other technologies (eg XML, HTTP/HTTPS, Java, and C++)\nContribute to overall code quality by performing design and code reviews for fellow developers\nPerform basic and extended unit tests for releases (internal and Salesforce releases)\nPerform release migration tasks (change sets, config, data load etc.) and environment setup/management\nProvide level 3 production support (involving appropriate functional teams when needed)\nHelp with triaging and fixing defects for the planned releases and production\nPerform advanced Salesforce administration (Sandboxes management, Salesforce release and patches, User management, workflow and approval rules, Permission Sets etc.)\nContinuous improvement of development processes for the Force.com platform using industry-standard and emerging practices like Agile, Continuous Integration, Continuous Delivery, etc.\nBuild and maintain great working relationship with peer teams",
"word_count": 218
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Salesforce"
},
{
"is_primary": true,
"skill_name": "Apex"
},
{
"is_primary": true,
"skill_name": "Visualforce"
},
{
"is_primary": false,
"skill_name": "XML"
},
{
"is_primary": false,
"skill_name": "HTTP"
},
{
"is_primary": false,
"skill_name": "HTTPS"
},
{
"is_primary": false,
"skill_name": "Java"
},
{
"is_primary": false,
"skill_name": "C++"
},
{
"is_primary": true,
"skill_name": "Unit Testing"
},
{
"is_primary": false,
"skill_name": "Change Sets"
},
{
"is_primary": false,
"skill_name": "Agile"
},
{
"is_primary": false,
"skill_name": "Continuous Integration"
},
{
"is_primary": false,
"skill_name": "Continuous Delivery"
},
{
"is_primary": true,
"skill_name": "Force.com"
},
{
"is_primary": false,
"skill_name": "Sandbox Management"
},
{
"is_primary": false,
"skill_name": "Workflow Rules"
},
{
"is_primary": false,
"skill_name": "Approval Rules"
},
{
"is_primary": false,
"skill_name": "Permission Sets"
}
],
"jd_role": {
"display_name": "Senior Salesforce Developer",
"rationale": null,
"role_aliases": [
"Salesforce Developer",
"Salesforce Engineer",
"SFDC Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [
"SFDC Certified Developer",
"SFDC Advance Developer",
"SFDC Administrator",
"SFDC Advanced Administrator"
],
"company_name": "Advance Auto Parts",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Automotive Retail"
],
"domain": "Automotive \u0026 Mobility"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
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"requirement": "required"
}
],
"experience": {
"max": 7,
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"raw": "At least 5-7 years of experience with Salesforce"
},
"job_locations": [],
"role": "Senior Salesforce Developer",
"role_aliases": [
"Salesforce Developer",
"Salesforce Engineer",
"SFDC Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "ESSENTIAL DUTIES AND RESPONSIBILITIES",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Act as the development lead",
"last_5_words": "with peer teams"
},
"text": "Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deployment\nTranslate functional requirements into technical design and develop robust solutions for each planned release\nResponsible for the detailed design of technical solutions, Proof-of-Concepts (POC), prototyping and documentation of the technical design\nProduce elegant code to meet design specifications using Apex, Visualforce and other technologies (eg XML, HTTP/HTTPS, Java, and C++)\nContribute to overall code quality by performing design and code reviews for fellow developers\nPerform basic and extended unit tests for releases (internal and Salesforce releases)\nPerform release migration tasks (change sets, config, data load etc.) and environment setup/management\nProvide level 3 production support (involving appropriate functional teams when needed)\nHelp with triaging and fixing defects for the planned releases and production\nPerform advanced Salesforce administration (Sandboxes management, Salesforce release and patches, User management, workflow and approval rules, Permission Sets etc.)\nContinuous improvement of development processes for the Force.com platform using industry-standard and emerging practices like Agile, Continuous Integration, Continuous Delivery, etc.\nBuild and maintain great working relationship with peer teams",
"word_count": 218
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "65c46a4b-e5be-4646-b879-374be29bef78",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
"sentence": "Perform release migration tasks (change sets, config, data load etc. ) and environment setup/management",
"similarity": 0.6323
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Continuous improvement of development processes for the Force.com platform using industry-standard and emerging practices like Agile, Continuous Integration, Continuous Delivery, etc. Build and maintain great working relationship with peer teams",
"similarity": 0.6236
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deployment",
"similarity": 0.5245
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5935,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "translate product and design requirements",
"sentence": "Translate functional requirements into technical design and develop robust solutions for each planned release",
"similarity": 0.6361
},
{
"kra_text": "support release readiness",
"sentence": "Perform release migration tasks (change sets, config, data load etc. ) and environment setup/management",
"similarity": 0.5355
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deployment",
"similarity": 0.5319
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5678,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Contribute to overall code quality by performing design and code reviews for fellow developers",
"similarity": 0.6907
},
{
"kra_text": "prepare mobile releases",
"sentence": "Perform release migration tasks (change sets, config, data load etc. ) and environment setup/management",
"similarity": 0.5161
},
{
"kra_text": "prepare mobile releases",
"sentence": "Perform basic and extended unit tests for releases (internal and Salesforce releases)",
"similarity": 0.4848
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5639,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Contribute to overall code quality by performing design and code reviews for fellow developers",
"similarity": 0.6203
},
{
"kra_text": "defect diagnosis and fixes",
"sentence": "Help with triaging and fixing defects for the planned releases and production",
"similarity": 0.5338
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Responsible for the detailed design of technical solutions, Proof-of-Concepts (POC), prototyping and documentation of the technical design",
"similarity": 0.505
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.553,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Translate functional requirements into technical design and develop robust solutions for each planned release",
"similarity": 0.5516
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deployment",
"similarity": 0.5331
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Continuous improvement of development processes for the Force.com platform using industry-standard and emerging practices like Agile, Continuous Integration, Continuous Delivery, etc. Build and maintain great working relationship with peer teams",
"similarity": 0.5284
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5377,
"slug": "full-stack-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Salesforce Developer (Apex/LWC)",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 109,
"score": 0.99,
"slug": "salesforce-developer-apex-lwc",
"total_count": null
},
"confidence": 0.99,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Salesforce application development",
"Technical solution design",
"Code review and quality assurance",
"Testing and release management",
"Production support and defect triage",
"Salesforce administration",
"Development process improvement"
],
"matched_kras": [
"Act as the development lead on multiple projects",
"Translate functional requirements into technical design",
"Develop robust solutions for each planned release",
"Produce elegant code to meet design specifications",
"Perform design and code reviews for fellow developers",
"Perform basic and extended unit tests for releases",
"Perform release migration tasks",
"Provide level 3 production support",
"Help with triaging and fixing defects",
"Perform advanced Salesforce administration"
],
"matched_skills": [
"Salesforce",
"Apex",
"Visualforce",
"XML",
"HTTP/HTTPS",
"Java",
"C++",
"unit tests",
"change sets",
"config",
"data load",
"Sandboxes management",
"Permission Sets",
"Agile",
"Continuous Integration",
"Continuous Delivery"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Salesforce; The JD is centered on hands-on Salesforce development, technical design, Apex/Visualforce coding, testing, deployment, and production support, which best matches a Salesforce Developer role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 3,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 319,
"r_and_r_preview": "Act as the development lead on multiple projects from requirements gathering through solution design, build, testing, and deployment\nTranslate functional requirements into technical design and develop",
"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 6302,
"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Salesforce",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 6303,
"role_display_name": "Salesforce Developer (Apex/LWC)",
"role_slug": "salesforce-developer-apex-lwc",
"skill_name": "Apex",
"status": "pending"
},
{
"is_primary": true,
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}
API 2 — extract-details
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"new_skill_meta": {
"derived": {
"category": "Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "continuous-integration",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Continuous Delivery",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "continuous-delivery",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Force.com",
"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": "force-com",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Sandbox Management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Cloud Platforms",
"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": "sandbox-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Workflow Rules",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Cloud Platforms",
"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": "workflow-rules",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Approval Rules",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Cloud Platforms",
"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": "approval-rules",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Permission Sets",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Cloud Platforms",
"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": "permission-sets",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Salesforce",
"Apex",
"Visualforce",
"HTTPS",
"Change Sets",
"Continuous Integration",
"Continuous Delivery",
"Force.com",
"Sandbox Management",
"Workflow Rules",
"Approval Rules",
"Permission Sets"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Salesforce Developer (Apex/LWC)",
"id": 109,
"rationale": "Domain=Salesforce; The JD is centered on hands-on Salesforce development, technical design, Apex/Visualforce coding, testing, deployment, and production support, which best matches a Salesforce Developer role.",
"role_archetype": null,
"slug": "salesforce-developer-apex-lwc",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Salesforce",
"tag": "new"
},
{
"skill": "Apex",
"tag": "new"
},
{
"skill": "Visualforce",
"tag": "new"
},
{
"skill": "XML",
"tag": "in_db"
},
{
"skill": "HTTP",
"tag": "in_db"
},
{
"skill": "HTTPS",
"tag": "new"
},
{
"skill": "Java",
"tag": "in_db"
},
{
"skill": "C++",
"tag": "in_db"
},
{
"skill": "Unit Testing",
"tag": "in_db"
},
{
"skill": "Change Sets",
"tag": "new"
},
{
"skill": "Agile",
"tag": "in_db"
},
{
"skill": "Continuous Integration",
"tag": "new"
},
{
"skill": "Continuous Delivery",
"tag": "new"
},
{
"skill": "Force.com",
"tag": "new"
},
{
"skill": "Sandbox Management",
"tag": "new"
},
{
"skill": "Workflow Rules",
"tag": "new"
},
{
"skill": "Approval Rules",
"tag": "new"
},
{
"skill": "Permission Sets",
"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": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Integration Protocols \u0026 Standards",
"id": 271,
"rationale": "Standards and protocols for integrating Pega applications.",
"slug": "integration-protocols-standards",
"source": "db"
},
"dimension_id": 271,
"input_skill": "XML",
"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": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1636,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "XML",
"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": 1636,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Networking and API Integration",
"id": 84,
"rationale": "Client-side HTTP communication with backend services, including request construction, response parsing, retries, and error handling. iOS engineers use this to connect native screens to server-owned APIs.",
"slug": "networking-and-api-integration",
"source": "db"
},
"dimension_id": 84,
"input_skill": "HTTP",
"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": "Android Developer",
"id": 4,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": null,
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
},
{
"display_name": "iOS Developer",
"id": 6,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 935,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Java Language and JVM",
"id": 279,
"rationale": "Core Java implementation skills used to build backend service logic, utilities, and internal abstractions. This is the primary coding surface for the role and includes language features plus JVM behavior that affect correctness and maintainability.",
"slug": "java-language-and-jvm",
"source": "db"
},
"dimension_id": 279,
"input_skill": "Java",
"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": "Java Backend Developer",
"id": 79,
"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": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"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"
},
"dimension_id": 161,
"input_skill": "Java",
"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": "Android Developer",
"id": 4,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"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"
},
"dimension_id": 274,
"input_skill": "Java",
"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": "Native Mobile Developer",
"id": 75,
"rationale": null,
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"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"
},
"dimension_id": 267,
"input_skill": "Java",
"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": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"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"
},
"dimension_id": 1,
"input_skill": "Java",
"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": "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": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"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"
},
"dimension_id": 21,
"input_skill": "Java",
"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": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "C# and .NET Languages",
"id": 362,
"rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
"slug": "c-and-net-languages",
"source": "db"
},
"dimension_id": 362,
"input_skill": "C++",
"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": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform App Languages",
"id": 167,
"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"
},
"dimension_id": 167,
"input_skill": "C++",
"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": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"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"
},
"dimension_id": 1,
"input_skill": "C++",
"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": "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": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for ML Systems",
"id": 39,
"rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
"slug": "programming-languages-for-ml-systems",
"source": "db"
},
"dimension_id": 39,
"input_skill": "C++",
"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": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for XR",
"id": 97,
"rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
"slug": "programming-languages-for-xr",
"source": "db"
},
"dimension_id": 97,
"input_skill": "C++",
"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": "AR/VR Engineer",
"id": 8,
"rationale": null,
"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 4,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 109,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "C++",
"llm_role": null,
"matched_chosen_role": false,
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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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