Pipeline run
b448f979-c994-4ab0-a53b-8c245869d904
Pipeline LLM cost (USD)
API 1: $0.0126
API 2: $0.0007
API 3: $0.0000
Total: $0.0133
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded
sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· Integration and event handling
Develops, tests, customizes, and supports MES/FactoryTalk ProductionCentre applications, translating requirements into software and configuration artifacts, breaking down modules, and coordinating verification and installation with quality and project teams.
"execute key MES project activities such as development, testing, implementation, and support"
Tech stack maturity
Mainstream Legacy
Backend development centered on Java, SQL, and database administration typically aligns with widely used, established enterprise technologies rather than cloud-native 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 (21)
MES
Java
Relational Database Management Systems
SQL
Database Administration
Operating Systems
FactoryTalk ProductionCentre
FactoryTalk ProductionCentre Application Suites
CPG Suite
FT VantagePoint
EIH
Software Testing
Installation
Quality System
Verification Testing
Test Plan
Test Protocols
Integration Tools
Information Technology Platforms
ISO 9001
ISO 14000
Skill cluster (2 dimension groups, role-scoped)
Programming Languages
Java
Cross-cutting / unaligned
MES
Relational Database Management Systems
SQL
Database Administration
Operating Systems
FactoryTalk ProductionCentre
FactoryTalk ProductionCentre Application Suites
CPG Suite
FT VantagePoint
EIH
Software Testing
Installation
Quality System
Verification Testing
Test Plan
Test Protocols
Integration Tools
Information Technology Platforms
ISO 9001
ISO 14000
Show KRA description ↓
The Software Engineer is a professional experienced engineer able to execute key MES project activities such as development, testing, implementation, and support. He / She must have good understanding of software design methodologies The Software Engineer will work with Tech Lead to get understanding of requirement and core design and would develop application. The Software Engineer must be able to break down complex module into smaller modules for development of common-reusable artifacts. He/She should ensure applications work as designed and follow best programming practices. The Software Engineer understands the application scope and helps project managers identify and estimate changes. The Software Engineer must be able to implement product software extensions (customizations) to meet customer requirements or system. He/She should be able to understand the mapped business requirements to functional requirements and functional requirements to development and configuration artifacts and tasks. The Software Engineer applies broad knowledge related to programming languages for implementing Information System (IS) applications and related application development environments. This role requires a working knowledge of Java Development, relational database management systems, SQL, database administration, operating systems, and the design and configuration of Rockwell Automation FactoryTalk ProductionCentre Application Suites (CPG Suite). Exposure to integration tools and common information technology platforms is required knowledge for performing in this role. Practicing application development best practices, this role supports Project Managers by performing systems engineering for integrating industrial applications within a customer enterprise. The MES Software Engineer stays informed of current product (FTPC, CPG) functionality and reusable delivery content to minimize customizations.
Functional And Technical Applies broad systems engineering knowledge related to programming languages for implementing FactoryTalk ProductionCentre applications and corresponding application development environments. Understand Designs and develop software solutions to meet customer project requirements (FTPC, CPG Suite, FT VantagePoint, EIH) Expertise with definition of user requirements, functional requirements, technical specifications, software testing, and installation. Expertise in established development and project execution methodologies and artifacts. Leadership Receives little direction from Tech Lead, quality representative, and other stakeholders Determines system development methods, leads and coordinates development activities of assigned team members. Ensure that development task are executed in alignment with the procedures/work instructions of the current Quality System Lead role in reviewing and approving technical deliverables for projects, recommends and support Quality manager in applicable verification testing (.e.g. test plan, test protocols, etc.) Demonstrates curiosity in new technologies & products that could add value. Support 70-20-10 development plan for assigned team member and provides professional mentoring for assigned Engineers.
Business Interacts with customer Implements process improvements & costs savings. Documents technical ‘lessons learned’, shares knowledge across project teams, and extracts re-useable engineering objects. Provides assistance for updating technical literature. Prepares material/hours effort estimates and technical guidance to new proposal efforts. Develops training plan required to advance engineering competency within assigned group. Understands, follows, and lead at implementing Standards of Business Conduct policy. Seeks opportunities to prepare and present technical papers in industry symposiums. Conducts tasks in accordance with applicable health, safety, quality and environmental regulations (state/federal laws, ISO 9001, ISO 14000, etc.) as well as RA policies and procedures.
Effective verbal and written communication skills Punctually communicates project progress, budgets, task disposition, etc to Engineering Manager and customer. Distributes project communications to team, customer, and stakeholders Supports an environment conducive to effective cross-team interaction and self-initiates applicable information sharing. Monitors and controls development activities completed by Engineers assigned to projects.
Signals
Skill
engineering-manager
0.12
Alias
backend-engineer
1.00
KRA
full-stack-engineer
0.53
Post-classification
Centroidupdated · n=1419
Alias collision log—
New-role queue—
New skills captured18
New KRA capturedyes
Captured for admin review
MES
primary
↔
Backend Developer
pending
Relational Database Management Systems
primary
↔
Backend Developer
pending
Operating Systems
primary
↔
Backend Developer
pending
FactoryTalk ProductionCentre
primary
↔
Backend Developer
pending
FactoryTalk ProductionCentre Application Suites
primary
↔
Backend Developer
pending
CPG Suite
primary
↔
Backend Developer
pending
FT VantagePoint
primary
↔
Backend Developer
pending
EIH
primary
↔
Backend Developer
pending
Integration Tools
↔
Backend Developer
pending
Information Technology Platforms
↔
Backend Developer
pending
Software Testing
primary
↔
Backend Developer
pending
Installation
primary
↔
Backend Developer
pending
Quality System
primary
↔
Backend Developer
pending
Verification Testing
primary
↔
Backend Developer
pending
Test Plan
primary
↔
Backend Developer
pending
Test Protocols
primary
↔
Backend Developer
pending
ISO 9001
↔
Backend Developer
pending
ISO 14000
↔
Backend Developer
pending
R&R fragment (sim 0.00)
↔
Backend Developer
pending
The Software Engineer is a professional experienced engineer able to execute key MES project activities such as development, testing, implementation, and support. He / She must have good understanding…
Status:
completed
Created: 2026-05-27T16:28:11.623545Z
Updated: 2026-05-27T16:30:37.752241Z
API 3 duration: 26000 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
Backend Developer
→Java Backend Developer
sub-role · 0.98 domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db · sub-role slug: java-backend-developer
Domain=Software Engineering → sub-role java-backend-developer; The JD centers on Java-based application development, software design, testing, implementation, support, and systems/integration work for enterprise MES applications, which best matches a backend/software engineer role.
Matched skills
Java Developmentrelational database management systemsSQLdatabase administrationoperating systemsFactoryTalk ProductionCentreFTPCCPG SuiteFT VantagePointEIHintegration tools
Matched dimensions
Enterprise Application DevelopmentMES Software EngineeringSoftware Design and ImplementationSystems IntegrationRequirements TranslationTesting and SupportProject Estimation SupportApplication Customization
Matched KRAs
execute key MES project activitiesdevelop, testing, implementation, and supportwork with Tech Lead to get understanding of requirementbreak down complex module into smaller modulesensure applications work as designedhelp project managers identify and estimate changesimplement product software extensions (customizations)support Project Managers by performing systems engineeringstay informed of current product functionalityminimize customizations
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
Position Summary Position Summary The Software Engineer is a professional experienced engineer able to execute key MES project activities such as development, testing, implementation, and support. He / She must have good understanding of software design methodologies The Software Engineer will work with Tech Lead to get understanding of requirement and core design and would develop application. The Software Engineer must be able to break down complex module into smaller modules for development of common-reusable artifacts. He/She should ensure applications work as designed and follow best programming practices. The Software Engineer understands the application scope and helps project managers identify and estimate changes. The Software Engineer must be able to implement product software extensions (customizations) to meet customer requirements or system. He/She should be able to understand the mapped business requirements to functional requirements and functional requirements to development and configuration artifacts and tasks. The Software Engineer applies broad knowledge related to programming languages for implementing Information System (IS) applications and related application development environments. This role requires a working knowledge of Java Development, relational database management systems, SQL, database administration, operating systems, and the design and configuration of Rockwell Automation FactoryTalk ProductionCentre Application Suites (CPG Suite). Exposure to integration tools and common information technology platforms is required knowledge for performing in this role. Practicing application development best practices, this role supports Project Managers by performing systems engineering for integrating industrial applications within a customer enterprise. The MES Software Engineer stays informed of current product (FTPC, CPG) functionality and reusable delivery content to minimize customizations. Essential Responsibilities Functional And Technical Applies broad systems engineering knowledge related to programming languages for implementing FactoryTalk ProductionCentre applications and corresponding application development environments. Understand Designs and develop software solutions to meet customer project requirements (FTPC, CPG Suite, FT VantagePoint, EIH) Expertise with definition of user requirements, functional requirements, technical specifications, software testing, and installation. Expertise in established development and project execution methodologies and artifacts. Leadership Receives little direction from Tech Lead, quality representative, and other stakeholders Determines system development methods, leads and coordinates development activities of assigned team members. Ensure that development task are executed in alignment with the procedures/work instructions of the current Quality System Lead role in reviewing and approving technical deliverables for projects, recommends and support Quality manager in applicable verification testing (.e.g. test plan, test protocols, etc.) Demonstrates curiosity in new technologies & products that could add value. Support 70-20-10 development plan for assigned team member and provides professional mentoring for assigned Engineers. Qualifications Essential Responsibilities Business Interacts with customer Implements process improvements & costs savings. Documents technical ‘lessons learned’, shares knowledge across project teams, and extracts re-useable engineering objects. Provides assistance for updating technical literature. Prepares material/hours effort estimates and technical guidance to new proposal efforts. Develops training plan required to advance engineering competency within assigned group. Understands, follows, and lead at implementing Standards of Business Conduct policy. Seeks opportunities to prepare and present technical papers in industry symposiums. Conducts tasks in accordance with applicable health, safety, quality and environmental regulations (state/federal laws, ISO 9001, ISO 14000, etc.) as well as RA policies and procedures. Interpersonal Effective verbal and written communication skills Punctually communicates project progress, budgets, task disposition, etc to Engineering Manager and customer. Distributes project communications to team, customer, and stakeholders Supports an environment conducive to effective cross-team interaction and self-initiates applicable information sharing. Monitors and controls development activities completed by Engineers assigned to projects. Minimum Requirements Education/Experience BE in Computer Science , or equivalent technical experience. Typically minimum of 3+ years of experience in Software Development, , MES software configuration and deployment, and application engineering capacity. Proficient English speaking and writing skills Domain Experience Manufacturing Execution Systems (MES) Technical Strong ability with Java programming and development environments including Eclipse. Familiarity with common design patterns. Familiarity with common tools just as SVN, CVS, JUnit, JIRA, Jenkins, ANT, and Maven. Able to define target architecture and understand and apply customer objectives in the architecture. Knowledge of Object Oriented Design. Knowledge of multi-thread programming, Exception Handling, Logging and Localization. Knowledge of relational database management system (RDBMS) packages including SQL Server and Oracle. Operating systems knowledge, including Windows (and Linux) Knowledge of virtualized environments such as VMWare, distributed computing, load balancing/sharing Exposure to common Integration Tools and Transactions (ERP, Automation) using industry preferred tools and technologies (Middleware, Mulesoft, Apache Camel, Webservices) Knowledge of common information technology (IT) platforms Knowledge of J2EE Application Servers (I.e. JBoss) to perform installation, configuration and maintenance tasks. Ability to define user interfaces that focus on usability. Understanding of established UI design patterns. Ability to perform code reviews Good problem solving skills Knowledge of OPC/LiveData Professional Intermediate experience with direct customer contact. Manages stressful environments with professionalism Accepts and provides constructive feedback Retains excellent verbal and written communication skills. Retains excellent conflict resolution and people interface skills. Performs duties in the office as part of a project team. Understand and complies with policies relating to Standards of Business Conduct. Available and willing to work overtime, weekends and holidays to meet project commitments Willing and able to travel and work at customer sites in dynamic work environments. Travel can vary on assignment from 0% to 100% but can average 40%. Work requires mental concentration and visual acuity to utilize computer terminals, approximately 40% of the work time Physical capability to effectively negotiate impediments typical to a jobsite/construction site for start-up efforts Optional/Desired Qualifications Application Experience FactoryTalk ProductionCentre (FTPC) CPG Suite Industry Experience Food, Beverage, and Brewing Consumer Product Goods
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
MES
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
- Manufacturing Systems
- Sub-category
- general
- Skill nature
- CONCEPT
- 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 saved |
|
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) |
Relational Database Management Systems
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
- Databases
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
SQL
Primary
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) |
Database Administration
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Database Administration
id=1374
· database-administration
Aliases — catalog
- Database Administration (CANONICAL)
Context tags (catalog)
ETL
NoSQL
SQL
backup
data modeling
database design
database migration
database security
high availability
indexing
performance tuning
query optimization
replication
stored procedures
transaction management
Stored enrichment (catalog DB)
- Category
- Domain
- Sub-category
- Database Administration
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Database administration is a common hiring requirement across DBAs, SREs, and platform roles; job postings routinely list backup/recovery, replication, and performance tuning for PostgreSQL, MySQL, and SQL Server.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 37
- Sub-category id
- 1040
- 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) |
Operating Systems
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
- System Software
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
FactoryTalk ProductionCentre
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
- Manufacturing Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
FactoryTalk ProductionCentre Application Suites
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
- Manufacturing Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
CPG Suite
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
- Manufacturing Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
FT VantagePoint
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
- Manufacturing Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
EIH
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
- Integration Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Integration Tools
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
- Integration Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Information Technology Platforms
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
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Software Testing
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Installation
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Quality System
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
- Quality Management
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Verification Testing
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Test Plan
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Test Protocols
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
ISO 9001
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
- CREDENTIAL
- Sub-category
- general
- Skill nature
- CREDENTIAL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
ISO 14000
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
- CREDENTIAL
- Sub-category
- general
- Skill nature
- CREDENTIAL
- 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 |
|---|---|---|---|---|---|---|
| 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 saved | |
| 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) | |
| 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) | |
| Database Administration | 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 | MES | type=Manufacturing Systems subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Relational Database Management Systems | type=Databases subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Operating Systems | type=System Software subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | FactoryTalk ProductionCentre | type=Manufacturing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | FactoryTalk ProductionCentre Application Suites | type=Manufacturing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | CPG Suite | type=Manufacturing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | FT VantagePoint | type=Manufacturing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | EIH | type=Integration Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Integration Tools | type=Integration Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Information Technology Platforms | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Software Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Installation | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Quality System | type=Quality Management subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Verification Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Test Plan | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Test Protocols | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | ISO 9001 | type=CREDENTIAL subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | ISO 14000 | type=CREDENTIAL subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Engineer
ExperienceTypically minimum of 3+ years of experience in Software Development
DomainManufacturing Execution Systems (MES)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"MES",
"Manufacturing Systems"
],
"domain": "Manufacturing Execution Systems (MES)"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science",
"raw": "BE in Computer Science , or equivalent technical experience.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "Typically minimum of 3+ years of experience in Software Development"
},
"job_locations": [],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"MES Software Engineer",
"Java Developer"
],
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{
"bullet_count": 0,
"heading": "Position Summary",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The Software Engineer is a",
"last_5_words": "minimize customizations."
},
"text": "The Software Engineer is a professional experienced engineer able to execute key MES project activities such as development, testing, implementation, and support. He / She must have good understanding of software design methodologies The Software Engineer will work with Tech Lead to get understanding of requirement and core design and would develop application. The Software Engineer must be able to break down complex module into smaller modules for development of common-reusable artifacts. He/She should ensure applications work as designed and follow best programming practices. The Software Engineer understands the application scope and helps project managers identify and estimate changes. The Software Engineer must be able to implement product software extensions (customizations) to meet customer requirements or system. He/She should be able to understand the mapped business requirements to functional requirements and functional requirements to development and configuration artifacts and tasks. The Software Engineer applies broad knowledge related to programming languages for implementing Information System (IS) applications and related application development environments. This role requires a working knowledge of Java Development, relational database management systems, SQL, database administration, operating systems, and the design and configuration of Rockwell Automation FactoryTalk ProductionCentre Application Suites (CPG Suite). Exposure to integration tools and common information technology platforms is required knowledge for performing in this role. Practicing application development best practices, this role supports Project Managers by performing systems engineering for integrating industrial applications within a customer enterprise. The MES Software Engineer stays informed of current product (FTPC, CPG) functionality and reusable delivery content to minimize customizations.",
"word_count": 309
},
{
"bullet_count": 0,
"heading": "Essential Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Functional And Technical Applies broad",
"last_5_words": "for assigned Engineers."
},
"text": "Functional And Technical Applies broad systems engineering knowledge related to programming languages for implementing FactoryTalk ProductionCentre applications and corresponding application development environments. Understand Designs and develop software solutions to meet customer project requirements (FTPC, CPG Suite, FT VantagePoint, EIH) Expertise with definition of user requirements, functional requirements, technical specifications, software testing, and installation. Expertise in established development and project execution methodologies and artifacts. Leadership Receives little direction from Tech Lead, quality representative, and other stakeholders Determines system development methods, leads and coordinates development activities of assigned team members. Ensure that development task are executed in alignment with the procedures/work instructions of the current Quality System Lead role in reviewing and approving technical deliverables for projects, recommends and support Quality manager in applicable verification testing (.e.g. test plan, test protocols, etc.) Demonstrates curiosity in new technologies \u0026 products that could add value. Support 70-20-10 development plan for assigned team member and provides professional mentoring for assigned Engineers.",
"word_count": 227
},
{
"bullet_count": 0,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Business Interacts with customer Implements",
"last_5_words": "and RA policies and procedures."
},
"text": "Business Interacts with customer Implements process improvements \u0026 costs savings. Documents technical \u2018lessons learned\u2019, shares knowledge across project teams, and extracts re-useable engineering objects. Provides assistance for updating technical literature. Prepares material/hours effort estimates and technical guidance to new proposal efforts. Develops training plan required to advance engineering competency within assigned group. Understands, follows, and lead at implementing Standards of Business Conduct policy. Seeks opportunities to prepare and present technical papers in industry symposiums. Conducts tasks in accordance with applicable health, safety, quality and environmental regulations (state/federal laws, ISO 9001, ISO 14000, etc.) as well as RA policies and procedures.",
"word_count": 114
},
{
"bullet_count": 0,
"heading": "Interpersonal",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Effective verbal and written communication",
"last_5_words": "assigned to projects."
},
"text": "Effective verbal and written communication skills Punctually communicates project progress, budgets, task disposition, etc to Engineering Manager and customer. Distributes project communications to team, customer, and stakeholders Supports an environment conducive to effective cross-team interaction and self-initiates applicable information sharing. Monitors and controls development activities completed by Engineers assigned to projects.",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "MES"
},
{
"is_primary": true,
"skill_name": "Java"
},
{
"is_primary": true,
"skill_name": "Relational Database Management Systems"
},
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "Database Administration"
},
{
"is_primary": true,
"skill_name": "Operating Systems"
},
{
"is_primary": true,
"skill_name": "FactoryTalk ProductionCentre"
},
{
"is_primary": true,
"skill_name": "FactoryTalk ProductionCentre Application Suites"
},
{
"is_primary": true,
"skill_name": "CPG Suite"
},
{
"is_primary": true,
"skill_name": "FT VantagePoint"
},
{
"is_primary": true,
"skill_name": "EIH"
},
{
"is_primary": false,
"skill_name": "Integration Tools"
},
{
"is_primary": false,
"skill_name": "Information Technology Platforms"
},
{
"is_primary": true,
"skill_name": "Software Testing"
},
{
"is_primary": true,
"skill_name": "Installation"
},
{
"is_primary": true,
"skill_name": "Quality System"
},
{
"is_primary": true,
"skill_name": "Verification Testing"
},
{
"is_primary": true,
"skill_name": "Test Plan"
},
{
"is_primary": true,
"skill_name": "Test Protocols"
},
{
"is_primary": false,
"skill_name": "ISO 9001"
},
{
"is_primary": false,
"skill_name": "ISO 14000"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_aliases": [
"Software Developer",
"MES Software Engineer",
"Java Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
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],
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},
"education": [
{
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"requirement": "required"
}
],
"experience": {
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{
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"Java"
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]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
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},
"confidence": 0.94,
"is_new_role": false,
"llm2_fired": false,
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"MES Software Engineering",
"Software Design and Implementation",
"Systems Integration",
"Requirements Translation",
"Testing and Support",
"Project Estimation Support",
"Application Customization"
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"develop, testing, implementation, and support",
"work with Tech Lead to get understanding of requirement",
"break down complex module into smaller modules",
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"help project managers identify and estimate changes",
"implement product software extensions (customizations)",
"support Project Managers by performing systems engineering",
"stay informed of current product functionality",
"minimize customizations"
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"matched_skills": [
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"relational database management systems",
"SQL",
"database administration",
"operating systems",
"FactoryTalk ProductionCentre",
"FTPC",
"CPG Suite",
"FT VantagePoint",
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"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role java-backend-developer; The JD centers on Java-based application development, software design, testing, implementation, support, and systems/integration work for enterprise MES applications, which best matches a backend/software engineer role.",
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},
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},
{
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},
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{
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},
{
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},
{
"is_primary": true,
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"skill_name": "EIH",
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},
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},
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},
{
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},
{
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},
{
"is_primary": true,
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},
{
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},
{
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},
{
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},
{
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},
{
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],
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}
}
API 2 — extract-details
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"matched_via": "alias"
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},
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},
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},
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},
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},
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]
},
{
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],
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{
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"sub_category_id": 1040,
"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": "Database Administration",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Database Administration",
"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": "Operating Systems",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "System Software",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "operating-systems",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "FactoryTalk ProductionCentre",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Manufacturing Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "factorytalk-productioncentre",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "FactoryTalk ProductionCentre Application Suites",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Manufacturing Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "factorytalk-productioncentre-application-suites",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "CPG Suite",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Manufacturing Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "cpg-suite",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "FT VantagePoint",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Manufacturing Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "ft-vantagepoint",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "EIH",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Integration Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "eih",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Integration Tools",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Integration Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "integration-tools",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Information Technology Platforms",
"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": "information-technology-platforms",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Software Testing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "software-testing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Installation",
"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": "installation",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Quality System",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Quality Management",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "quality-system",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Verification Testing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "verification-testing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Test Plan",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "test-plan",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Test Protocols",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "test-protocols",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "ISO 9001",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "CREDENTIAL",
"skill_nature": "CREDENTIAL",
"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": "iso-9001",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "ISO 14000",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "CREDENTIAL",
"skill_nature": "CREDENTIAL",
"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": "iso-14000",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"MES",
"Relational Database Management Systems",
"Operating Systems",
"FactoryTalk ProductionCentre",
"FactoryTalk ProductionCentre Application Suites",
"CPG Suite",
"FT VantagePoint",
"EIH",
"Integration Tools",
"Information Technology Platforms",
"Software Testing",
"Installation",
"Quality System",
"Verification Testing",
"Test Plan",
"Test Protocols",
"ISO 9001",
"ISO 14000"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role java-backend-developer; The JD centers on Java-based application development, software design, testing, implementation, support, and systems/integration work for enterprise MES applications, which best matches a backend/software engineer role.",
"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"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "MES",
"tag": "new"
},
{
"skill": "Java",
"tag": "in_db"
},
{
"skill": "Relational Database Management Systems",
"tag": "new"
},
{
"skill": "SQL",
"tag": "in_db"
},
{
"skill": "Database Administration",
"tag": "in_db"
},
{
"skill": "Operating Systems",
"tag": "new"
},
{
"skill": "FactoryTalk ProductionCentre",
"tag": "new"
},
{
"skill": "FactoryTalk ProductionCentre Application Suites",
"tag": "new"
},
{
"skill": "CPG Suite",
"tag": "new"
},
{
"skill": "FT VantagePoint",
"tag": "new"
},
{
"skill": "EIH",
"tag": "new"
},
{
"skill": "Integration Tools",
"tag": "new"
},
{
"skill": "Information Technology Platforms",
"tag": "new"
},
{
"skill": "Software Testing",
"tag": "new"
},
{
"skill": "Installation",
"tag": "new"
},
{
"skill": "Quality System",
"tag": "new"
},
{
"skill": "Verification Testing",
"tag": "new"
},
{
"skill": "Test Plan",
"tag": "new"
},
{
"skill": "Test Protocols",
"tag": "new"
},
{
"skill": "ISO 9001",
"tag": "new"
},
{
"skill": "ISO 14000",
"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": 1,
"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": 1,
"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": 1,
"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": 1,
"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": 1,
"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": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"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"
}
],
"skill_dimension_saved": true,
"skill_id": 1,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"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"
},
"dimension_id": 475,
"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": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
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