Pipeline run
7f2bcf80-17be-4aa1-9148-f52f841f2f69
Pipeline LLM cost (USD)
API 1: $0.0122
API 2: $0.0006
API 3: $0.0000
Total: $0.0128
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
· API and service implementation
Customize and support Windchill PLM modules by building Java/J2EE, Spring/Hibernate, and web service-based changes, writing SQL/procedures, and handling Windchill part/change/workflow configuration, migration, and debugging.
""Experience in design & development/customization of Windchill 10.x & above.""
Tech stack maturity
Mainstream Legacy
The skill mix of Hibernate, J2EE, Java, Spring, and SQL is centered on established enterprise application patterns that are widely used but generally considered legacy-to-mature rather than cloud-native or bleeding-edge.
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 (22)
Windchill
Java
J2EE
Spring
Hibernate
Web Services
SQL
Database Procedures
Database Design
Windchill PDMLink
Windchill ProjectLink
Windchill PartsLink
Windchill Configuration
Windchill Customization
Windchill Part Management
Windchill Change Management
Windchill Workflow
Windchill Implementation
Windchill Migration
PLM
PTC Creo
PTC Software
Skill cluster (4 dimension groups, role-scoped)
Web Application Frameworks
J2EE
Spring
ORMs and Data Access Layers
Hibernate
Programming Languages
Java
Cross-cutting / unaligned
Windchill
Web Services
SQL
Database Procedures
Database Design
Windchill PDMLink
Windchill ProjectLink
Windchill PartsLink
Windchill Configuration
Windchill Customization
Windchill Part Management
Windchill Change Management
Windchill Workflow
Windchill Implementation
Windchill Migration
PLM
PTC Creo
PTC Software
Show KRA description ↓
• Exp: 5+ Years
• Experience in design & development/customization of Windchill 10.x & above.
• Excellent knowledge of Java J2EE technologies. Knowledge of Spring, hibernate & frameworks. Well versed with Webservices.
• Understanding of applications development environment, database, data management and infrastructure capabilities and constraints.
• Ability to write SQL queries, database procedures
• Understanding of database administration, database design. Software programming skills necessary to create and maintain host based and/or web-based applications.
• Knowledge of quality processes and their implementation. Strong interpersonal and analytical skills.
• Excellent knowledge of Windchill PDMLink, ProjectLink, PartsLink
• Experience in Windchill Configuration and Customizations
• Very good understanding of Windchill Part Management, Change Management and Workflow modules
• Experience in large Windchill Implementation and Migration projects
• Experience with PTC Creo and other PTC software will be an advantage
• Knowledge of Windchill Bulk Migration (Data Migration)
• Strong debugging skills
· Bachelor’s degree or equivalent and relevant work experience.
· Good understanding in PLM-Windchill Customization
· Relevant work experience.
· Possess good communication and interpersonal skills. Able to communicate well in English.
· Ability to learn new technologies quickly.
· Team Player and Good interpersonal and communication skills.
Signals
Skill
full-stack-engineer
0.20
Alias
—
—
KRA
backend-engineer
0.49
Post-classification
Centroidupdated · n=126
Alias collision log—
New-role queue—
New skills captured17
New KRA captured—
Captured for admin review
Windchill
primary
↔
Backend Developer
pending
Web Services
primary
↔
Backend Developer
pending
Database Procedures
primary
↔
Backend Developer
pending
Database Design
primary
↔
Backend Developer
pending
Windchill PDMLink
primary
↔
Backend Developer
pending
Windchill ProjectLink
primary
↔
Backend Developer
pending
Windchill PartsLink
primary
↔
Backend Developer
pending
Windchill Configuration
primary
↔
Backend Developer
pending
Windchill Customization
primary
↔
Backend Developer
pending
Windchill Part Management
primary
↔
Backend Developer
pending
Windchill Change Management
primary
↔
Backend Developer
pending
Windchill Workflow
primary
↔
Backend Developer
pending
Windchill Implementation
primary
↔
Backend Developer
pending
Windchill Migration
primary
↔
Backend Developer
pending
PTC Creo
↔
Backend Developer
pending
PTC Software
↔
Backend Developer
pending
PLM
primary
↔
Backend Developer
pending
Status:
completed
Created: 2026-05-27T13:41:15.595026Z
Updated: 2026-05-27T13:44:28.230008Z
API 3 duration: 32218 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 is centered on Java/J2EE server-side customization, web services, SQL/database work, and enterprise application development around Windchill, which best matches a backend engineer.
Matched skills
Windchill 10.xJava J2EESpringhibernateWebservicesSQL queriesdatabase proceduresWindchill PDMLinkProjectLinkPartsLinkWindchill ConfigurationWindchill CustomizationsPTC CreoWindchill Bulk MigrationPLM-Windchill Customization
Matched dimensions
Enterprise backend application developmentWindchill customization and configurationPLM data migration and implementationDatabase design and administrationWorkflow and change management supportDebugging and troubleshootingCross-functional communication and teamwork
Matched KRAs
Design & development/customization of Windchill 10.x & aboveWrite SQL queries, database proceduresUnderstand Windchill Part Management, Change Management and Workflow modulesExperience in large Windchill Implementation and Migration projectsKnowledge of Windchill Bulk Migration (Data Migration)Strong debugging skillsPossess good communication and interpersonal skills
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
2
Skipped
Job description
Title : Location : Bangalore/Pune/Kolkata/Gurugram Who We Are! ITC Infotech a wholly owned ITC ltd company is a leading global technology services and solutions provider, led by Business and Technology Consulting. ITC Infotech provides business-friendly solutions to help clients succeed and be future-ready, by seamlessly bringing together digital expertise, strong industry specific alliances and the unique ability to leverage deep domain expertise from ITC Group businesses. The company provides technology solutions and services to enterprises across industries such as Banking & Financial Services, Healthcare, Manufacturing, Consumer Goods, Retail, Travel and Hospitality, through a combination of traditional and newer business models, as a long-term sustainable partner. Role: Software/Lead Engineer (Windchill Customization) Experience: 2 to 15 Years Notice : Immediate to 90days Job Description: Duties of this role: • Exp: 5+ Years • Experience in design & development/customization of Windchill 10.x & above. • Excellent knowledge of Java J2EE technologies. Knowledge of Spring, hibernate & frameworks. Well versed with Webservices. • Understanding of applications development environment, database, data management and infrastructure capabilities and constraints. • Ability to write SQL queries, database procedures • Understanding of database administration, database design. Software programming skills necessary to create and maintain host based and/or web-based applications. • Knowledge of quality processes and their implementation. Strong interpersonal and analytical skills. • Excellent knowledge of Windchill PDMLink, ProjectLink, PartsLink • Experience in Windchill Configuration and Customizations • Very good understanding of Windchill Part Management, Change Management and Workflow modules • Experience in large Windchill Implementation and Migration projects • Experience with PTC Creo and other PTC software will be an advantage • Knowledge of Windchill Bulk Migration (Data Migration) • Strong debugging skills Qualifications required for this role: · Bachelor’s degree or equivalent and relevant work experience. · Good understanding in PLM-Windchill Customization · Relevant work experience. Essential Skills required for this role: · Possess good communication and interpersonal skills. Able to communicate well in English. · Ability to learn new technologies quickly. · Team Player and Good interpersonal and communication skills. Regards Shiwangani
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Windchill
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
- PLM
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Java
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Java
id=1
· java
Aliases — catalog
- Java (CANONICAL) primary
- JDK (VERSION)
- JDK 10 (VERSION)
- JDK 11 (VERSION)
- JDK 12 (VERSION)
- JDK 13 (VERSION)
- JDK 14 (VERSION)
- JDK 15 (VERSION)
- JDK 16 (VERSION)
- JDK 17 (VERSION)
- JDK 18 (VERSION)
- JDK 19 (VERSION)
- JDK 20 (VERSION)
- JDK 21 (VERSION)
- JDK 5 (VERSION)
- JDK 6 (VERSION)
- JDK 7 (VERSION)
- JDK 8 (VERSION)
- JDK 9 (VERSION)
- Java 1.0 (VERSION)
- Java 1.1 (VERSION)
- Java 1.2 (VERSION)
- Java 1.3 (VERSION)
- Java 1.4 (VERSION)
- Java 1.5 (VERSION)
- Java 1.6 (VERSION)
- Java 1.7 (VERSION)
- Java 1.8 (VERSION)
- Java 10 (VERSION)
- Java 11 (VERSION)
- Java 12 (VERSION)
- Java 13 (VERSION)
- Java 14 (VERSION)
- Java 15 (VERSION)
- Java 16 (VERSION)
- Java 17 (VERSION)
- Java 18 (VERSION)
- Java 19 (VERSION)
- Java 20 (VERSION)
- Java 21 (VERSION)
- Java 5 (VERSION)
- Java 6 (VERSION)
- Java 7 (VERSION)
- Java 8 (VERSION)
- Java 9 (VERSION)
- Java11 (VERSION)
- Java17 (VERSION)
- Java21 (VERSION)
- Java8 (VERSION)
- OpenJDK 11 (VERSION)
- OpenJDK 17 (VERSION)
- OpenJDK 21 (VERSION)
- OpenJDK 8 (VERSION)
- java 11 (VERSION)
- java 17 (VERSION)
- java 21 (VERSION)
- java 4 (VERSION)
- java 5 (VERSION)
- java 6 (VERSION)
- java 7 (VERSION)
- java 8 (VERSION)
- java lts (VERSION)
- java-11 (VERSION)
- java-17 (VERSION)
- java-21 (VERSION)
- java-4 (VERSION)
- java-5 (VERSION)
- java-6 (VERSION)
- java-7 (VERSION)
- java-8 (VERSION)
- java11 (VERSION)
- java17 (VERSION)
- java21 (VERSION)
- java4 (VERSION)
- java5 (VERSION)
- java6 (VERSION)
- java7 (VERSION)
- java8 (VERSION)
- jdk 11 (VERSION)
- jdk 17 (VERSION)
- jdk 21 (VERSION)
- jdk 4 (VERSION)
- jdk 5 (VERSION)
- jdk 6 (VERSION)
- jdk 7 (VERSION)
- jdk 8 (VERSION)
- jdk11 (VERSION)
- jdk17 (VERSION)
- jdk21 (VERSION)
- jdk4 (VERSION)
- jdk5 (VERSION)
- jdk6 (VERSION)
- jdk7 (VERSION)
- jdk8 (VERSION)
- jvm21 (VERSION)
Context tags (catalog)
APIs
Apache Tomcat
Concurrency
Design patterns
Garbage collection
GraalVM
Gradle
Hibernate
JDBC
JDK
JPA
JUnit
JVM
Java 8
Java EE
JavaFX
Kafka
Lambda expressions
Maven
Microservices
Mockito
Object-oriented
REST
RESTful
SOAP
Servlets
Spring
Spring Boot
Tomcat
microservices
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Oracle
- License
- other_open
- Year introduced
- 1995
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 21
Maturity reasoning: Java is a hiring-pipeline staple with very high JD volume across enterprise backend, Android, and cloud roles; it remains widely supported by major vendors and frameworks like Spring.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Java Language and JVM Catalog dimension db id 279
Library dimension (catalog)
Roles linked in library: Java Backend Developer, Kotlin Backend Developer, Scala Backend Developer
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
-
Native Mobile Languages Catalog dimension db id 274
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
-
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 for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
J2EE
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: J2EE
id=1565
· j2ee
Aliases — catalog
- J2EE (CANONICAL)
Context tags (catalog)
EJB
GlassFish
Hibernate
JDBC
JNDI
JSF
JSP
Java EE
Maven
Microservices
RESTful
SOAP
Servlets
Spring
WebLogic
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Enterprise Java Framework
- Vendor
- Oracle
- License
- other_open
- Year introduced
- 1999
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: J2EE is largely superseded by Jakarta EE/Spring in modern JDs; Oracle’s Java EE/J2EE branding was replaced and current job postings rarely ask for J2EE specifically.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- DEPRECATED
- Typical lifespan
- SHORT_LIVED
- Category id
- 5
- Sub-category id
- 1172
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Web Application Frameworks Catalog dimension db id 2
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Java Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Web Application Frameworks
web-application-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Spring
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Spring
id=1630
· spring
Aliases — catalog
- Spring (CANONICAL)
- Spring 4 (VERSION)
- Spring 4.x (VERSION)
- Spring 5 (VERSION)
- Spring 5.x (VERSION)
- Spring 6 (VERSION)
- Spring 6.x (VERSION)
- Spring Framework 4 (VERSION)
- Spring Framework 5 (VERSION)
- Spring Framework 6 (VERSION)
Context tags (catalog)
Application Context
Aspect-Oriented Programming
Bean Lifecycle
Dependency Injection
Hibernate
JPA
Microservices
RESTful Services
Spring Batch
Spring Boot
Spring Cloud
Spring Data
Spring MVC
Spring Security
Thymeleaf
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Java Application Framework
- Vendor
- Pivotal Software
- License
- apache_2
- Year introduced
- 2003
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 6
Maturity reasoning: Spring is a hiring-pipeline staple in Java backend JDs across major job boards, and Spring Boot is the default framework in many enterprise and cloud-native stacks.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 1228
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Web Application Frameworks Catalog dimension db id 2
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Java Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Web Application Frameworks
web-application-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Hibernate
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Hibernate
id=21
· hibernate
Aliases — catalog
- Hibernate (CANONICAL) primary
Context tags (catalog)
C3P0
Criteria API
EntityManager
HQL
Hibernate Validator
JPA
JPQL
ORM
SQL
Spring
Spring Data
Spring Data JPA
annotations
caching
cascade
criteria
criteria API
database
dialect
entity
fetching
first-level cache
flush
lazy loading
mapping
mapping files
mappings
merge
persistence
persistence context
second-level cache
session
session factory
transaction
transaction management
transactions
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- Orm Library
- Vendor
- Red Hat
- License
- gpl_v2
- Year introduced
- 2001
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Hibernate remains a common Java ORM in enterprise job postings and is still widely used in Spring/JPA stacks; no vendor sunset or clear replacement has displaced it.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 39
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application ORM and Repository-Based Data Access Catalog dimension db id 459
Library dimension (catalog)
Roles linked in library: Scala Backend Developer
-
ORMs and Data Access Layers Catalog dimension db id 5
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Fullstack Developer, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Application ORM and Repository-Based Data Access
application-orm-and-repository-based-data-access
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
ORMs and Data Access Layers
orms-and-data-access-layers
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Web Services
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- 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 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 for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Database Procedures
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
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Database Design
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: schema design
id=19
· schema-design
Aliases — catalog
- schema design (CANONICAL) primary
- Schema Design (CANONICAL)
Context tags (catalog)
ACID
DDL
ER modeling
ERD
NoSQL
SQL
cardinality
constraints
data governance
data integrity
data lineage
data model
data modeling
data normalization
data types
data warehouse
database design
database normalization
database optimization
database schema
denormalization
dimensional modeling
entity relationship
entity-relationship
entity-relationship diagram
foreign key
foreign keys
indexes
indexing
metadata management
normalization
primary key
primary keys
query optimization
relational
relational databases
relational model
relational schema
schema evolution
schema migration
snowflake schema
star schema
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Database Schema Design
- Confidence
- 0.84
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Schema design is a standard requirement in backend/data JDs and appears across SQL, data engineering, and SaaS roles; it’s a core interview topic rather than a niche specialty.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2479
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Relational Data Modeling Catalog dimension db id 216
Library dimension (catalog)
Roles linked in library: Fullstack Developer, PHP Backend Developer
-
Relational Database Design Catalog dimension db id 4
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Relational Data Modeling
relational-data-modeling
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Relational Database Design
relational-database-design
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Windchill PDMLink
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
- PLM
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Windchill ProjectLink
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
- PLM
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Windchill PartsLink
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
- PLM
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Windchill Configuration
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
- PLM
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Windchill Customization
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
- PLM
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Windchill Part Management
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
- PLM
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Windchill Change Management
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
- PLM
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Windchill Workflow
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
- PLM
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Windchill Implementation
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
- PLM
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Windchill Migration
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
- PLM
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
PTC Creo
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
- PLM
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
PTC Software
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
- PLM
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
PLM
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- 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 for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| J2EE | in_db |
Web Application Frameworks
web-application-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Spring | in_db |
Web Application Frameworks
web-application-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Hibernate | in_db |
Application ORM and Repository-Based Data Access
application-orm-and-repository-based-data-access
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Hibernate | in_db |
ORMs and Data Access Layers
orms-and-data-access-layers
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| 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 for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Database Design | new |
Relational Data Modeling
relational-data-modeling
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Database Design | new |
Relational Database Design
relational-database-design
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Windchill | type=PLM subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Web Services | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Database Procedures | type=Databases subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill PDMLink | type=PLM subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill ProjectLink | type=PLM subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill PartsLink | type=PLM subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill Configuration | type=PLM subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill Customization | type=PLM subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill Part Management | type=PLM subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill Change Management | type=PLM subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill Workflow | type=PLM subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill Implementation | type=PLM subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windchill Migration | type=PLM subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | PTC Creo | type=PLM subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | PTC Software | type=PLM subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | PLM | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Database Design ↔ Relational Data Modeling | |
| dimension_skill_link_proposed | Database Design ↔ Relational Database Design | |
| role_dimension_link_proposed | Backend Developer ↔ Relational Database Design |
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware/Lead Engineer (Windchill Customization)
CompanyITC Infotech
Experience2 to 15 Years
DomainIT Services & Consulting
Location
Bangalore, India
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "ITC Infotech a wholly owned",
"last_5_words": "long-term sustainable partner."
},
"text": "ITC Infotech a wholly owned ITC ltd company is a leading global technology services and solutions provider, led by Business and Technology Consulting. ITC Infotech provides business-friendly solutions to help clients succeed and be future-ready, by seamlessly bringing together digital expertise, strong industry speci\ufb01c alliances and the unique ability to leverage deep domain expertise from ITC Group businesses. The company provides technology solutions and services to enterprises across industries such as Banking \u0026 Financial Services, Healthcare, Manufacturing, Consumer Goods, Retail, Travel and Hospitality, through a combination of traditional and newer business models, as a long-term sustainable partner.",
"word_count": 84
},
"certifications": [],
"company_name": "ITC Infotech",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Any Discipline",
"raw": "Bachelor\u2019s degree or equivalent and relevant work experience.",
"requirement": "required"
}
],
"experience": {
"max": 15,
"min": 2,
"raw": "2 to 15 Years"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Pune",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [
"Calcutta"
],
"city": "Kolkata",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [
"Gurgaon"
],
"city": "Gurugram",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Software/Lead Engineer (Windchill Customization)",
"role_aliases": [
"Lead Engineer",
"Windchill Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "Duties of this role",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Exp: 5+ Years \u2022 Experience",
"last_5_words": "and debugging skills"
},
"text": "\u2022 Exp: 5+ Years\n\u2022 Experience in design \u0026 development/customization of Windchill 10.x \u0026 above.\n\u2022 Excellent knowledge of Java J2EE technologies. Knowledge of Spring, hibernate \u0026 frameworks. Well versed with Webservices.\n\u2022 Understanding of applications development environment, database, data management and infrastructure capabilities and constraints.\n\u2022 Ability to write SQL queries, database procedures\n\u2022 Understanding of database administration, database design. Software programming skills necessary to create and maintain host based and/or web-based applications.\n\u2022 Knowledge of quality processes and their implementation. Strong interpersonal and analytical skills.\n\u2022 Excellent knowledge of Windchill PDMLink, ProjectLink, PartsLink\n\u2022 Experience in Windchill Configuration and Customizations\n\u2022 Very good understanding of Windchill Part Management, Change Management and Workflow modules\n\u2022 Experience in large Windchill Implementation and Migration projects\n\u2022 Experience with PTC Creo and other PTC software will be an advantage\n\u2022 Knowledge of Windchill Bulk Migration (Data Migration)\n\u2022 Strong debugging skills",
"word_count": 196
},
{
"bullet_count": 3,
"heading": "Qualifications required for this role",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u00b7 Bachelor\u2019s degree or equivalent",
"last_5_words": "and relevant work experience."
},
"text": "\u00b7 Bachelor\u2019s degree or equivalent and relevant work experience.\n\u00b7 Good understanding in PLM-Windchill Customization\n\u00b7 Relevant work experience.",
"word_count": 27
},
{
"bullet_count": 3,
"heading": "Essential Skills required for this role",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u00b7 Possess good communication and",
"last_5_words": "interpersonal and communication skills."
},
"text": "\u00b7 Possess good communication and interpersonal skills. Able to communicate well in English.\n\u00b7 Ability to learn new technologies quickly.\n\u00b7 Team Player and Good interpersonal and communication skills.",
"word_count": 36
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Windchill"
},
{
"is_primary": true,
"skill_name": "Java"
},
{
"is_primary": true,
"skill_name": "J2EE"
},
{
"is_primary": true,
"skill_name": "Spring"
},
{
"is_primary": true,
"skill_name": "Hibernate"
},
{
"is_primary": true,
"skill_name": "Web Services"
},
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "Database Procedures"
},
{
"is_primary": true,
"skill_name": "Database Design"
},
{
"is_primary": true,
"skill_name": "Windchill PDMLink"
},
{
"is_primary": true,
"skill_name": "Windchill ProjectLink"
},
{
"is_primary": true,
"skill_name": "Windchill PartsLink"
},
{
"is_primary": true,
"skill_name": "Windchill Configuration"
},
{
"is_primary": true,
"skill_name": "Windchill Customization"
},
{
"is_primary": true,
"skill_name": "Windchill Part Management"
},
{
"is_primary": true,
"skill_name": "Windchill Change Management"
},
{
"is_primary": true,
"skill_name": "Windchill Workflow"
},
{
"is_primary": true,
"skill_name": "Windchill Implementation"
},
{
"is_primary": true,
"skill_name": "Windchill Migration"
},
{
"is_primary": false,
"skill_name": "PTC Creo"
},
{
"is_primary": false,
"skill_name": "PTC Software"
},
{
"is_primary": true,
"skill_name": "PLM"
}
],
"jd_role": {
"display_name": "Software/Lead Engineer (Windchill Customization)",
"rationale": null,
"role_aliases": [
"Lead Engineer",
"Windchill Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "ITC Infotech a wholly owned",
"last_5_words": "long-term sustainable partner."
},
"text": "ITC Infotech a wholly owned ITC ltd company is a leading global technology services and solutions provider, led by Business and Technology Consulting. ITC Infotech provides business-friendly solutions to help clients succeed and be future-ready, by seamlessly bringing together digital expertise, strong industry speci\ufb01c alliances and the unique ability to leverage deep domain expertise from ITC Group businesses. The company provides technology solutions and services to enterprises across industries such as Banking \u0026 Financial Services, Healthcare, Manufacturing, Consumer Goods, Retail, Travel and Hospitality, through a combination of traditional and newer business models, as a long-term sustainable partner.",
"word_count": 84
},
"certifications": [],
"company_name": "ITC Infotech",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "Bachelor\u0027s - Any Discipline",
"raw": "Bachelor\u2019s degree or equivalent and relevant work experience.",
"requirement": "required"
}
],
"experience": {
"max": 15,
"min": 2,
"raw": "2 to 15 Years"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Pune",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [
"Calcutta"
],
"city": "Kolkata",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [
"Gurgaon"
],
"city": "Gurugram",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "Software/Lead Engineer (Windchill Customization)",
"role_aliases": [
"Lead Engineer",
"Windchill Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "Duties of this role",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Exp: 5+ Years \u2022 Experience",
"last_5_words": "and debugging skills"
},
"text": "\u2022 Exp: 5+ Years\n\u2022 Experience in design \u0026 development/customization of Windchill 10.x \u0026 above.\n\u2022 Excellent knowledge of Java J2EE technologies. Knowledge of Spring, hibernate \u0026 frameworks. Well versed with Webservices.\n\u2022 Understanding of applications development environment, database, data management and infrastructure capabilities and constraints.\n\u2022 Ability to write SQL queries, database procedures\n\u2022 Understanding of database administration, database design. Software programming skills necessary to create and maintain host based and/or web-based applications.\n\u2022 Knowledge of quality processes and their implementation. Strong interpersonal and analytical skills.\n\u2022 Excellent knowledge of Windchill PDMLink, ProjectLink, PartsLink\n\u2022 Experience in Windchill Configuration and Customizations\n\u2022 Very good understanding of Windchill Part Management, Change Management and Workflow modules\n\u2022 Experience in large Windchill Implementation and Migration projects\n\u2022 Experience with PTC Creo and other PTC software will be an advantage\n\u2022 Knowledge of Windchill Bulk Migration (Data Migration)\n\u2022 Strong debugging skills",
"word_count": 196
},
{
"bullet_count": 3,
"heading": "Qualifications required for this role",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u00b7 Bachelor\u2019s degree or equivalent",
"last_5_words": "and relevant work experience."
},
"text": "\u00b7 Bachelor\u2019s degree or equivalent and relevant work experience.\n\u00b7 Good understanding in PLM-Windchill Customization\n\u00b7 Relevant work experience.",
"word_count": 27
},
{
"bullet_count": 3,
"heading": "Essential Skills required for this role",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u00b7 Possess good communication and",
"last_5_words": "interpersonal and communication skills."
},
"text": "\u00b7 Possess good communication and interpersonal skills. Able to communicate well in English.\n\u00b7 Ability to learn new technologies quickly.\n\u00b7 Team Player and Good interpersonal and communication skills.",
"word_count": 36
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "7f2bcf80-17be-4aa1-9148-f52f841f2f69",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Writes database access logic including SQL queries, ORM mappings, stored procedures, and migration scripts for relational databases like PostgreSQL and MySQL.",
"sentence": "Ability to write SQL queries, database procedures",
"similarity": 0.5536
},
{
"kra_text": "Writes database access logic including SQL queries, ORM mappings, stored procedures, and migration scripts for relational databases like PostgreSQL and MySQL.",
"sentence": "Understanding of database administration, database design.",
"similarity": 0.4914
},
{
"kra_text": "Writes database access logic including SQL queries, ORM mappings, stored procedures, and migration scripts for relational databases like PostgreSQL and MySQL.",
"sentence": "Understanding of applications development environment, database, data management and infrastructure capabilities and constraints.",
"similarity": 0.4399
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.495,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Understanding of database administration, database design.",
"similarity": 0.5221
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Ability to write SQL queries, database procedures",
"similarity": 0.4772
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Understanding of applications development environment, database, data management and infrastructure capabilities and constraints.",
"similarity": 0.4353
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4782,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Scala Backend Developer",
"kra_matches": [
{
"kra_text": "application data modeling",
"sentence": "Understanding of applications development environment, database, data management and infrastructure capabilities and constraints.",
"similarity": 0.4873
},
{
"kra_text": "backend workflow orchestration",
"sentence": "Very good understanding of Windchill Part Management, Change Management and Workflow modules",
"similarity": 0.4082
},
{
"kra_text": "service endpoint development",
"sentence": "Software programming skills necessary to create and maintain host based and/or web-based applications.",
"similarity": 0.4013
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 87,
"score": 0.4323,
"slug": "scala-backend-developer",
"total_count": null
},
{
"display_name": "Data Engineer",
"kra_matches": [
{
"kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
"sentence": "Understanding of applications development environment, database, data management and infrastructure capabilities and constraints.",
"similarity": 0.4907
},
{
"kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
"sentence": "Understanding of database administration, database design.",
"similarity": 0.4537
},
{
"kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
"sentence": "Strong interpersonal and analytical skills.",
"similarity": 0.3391
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 2,
"score": 0.4278,
"slug": "data-engineer",
"total_count": null
},
{
"display_name": "Drupal Dev",
"kra_matches": [
{
"kra_text": "module customization and maintenance",
"sentence": "\u00b7 Good understanding in PLM-Windchill Customization",
"similarity": 0.4516
},
{
"kra_text": "module customization and maintenance",
"sentence": "Very good understanding of Windchill Part Management, Change Management and Workflow modules",
"similarity": 0.399
},
{
"kra_text": "module customization and maintenance",
"sentence": "Software programming skills necessary to create and maintain host based and/or web-based applications.",
"similarity": 0.3889
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 228,
"score": 0.4132,
"slug": "drupal-dev",
"total_count": null
}
],
"skill_match_roles": [
{
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"matched_skills": [
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"J2EE",
"Java",
"Spring"
],
"role_id": 15,
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},
{
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},
{
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{
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"role_id": 80,
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},
{
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"Hibernate",
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"Spring"
],
"role_id": 82,
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]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
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"matched_count": null,
"matched_skills": null,
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},
"confidence": 0.97,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
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"Windchill customization and configuration",
"PLM data migration and implementation",
"Database design and administration",
"Workflow and change management support",
"Debugging and troubleshooting",
"Cross-functional communication and teamwork"
],
"matched_kras": [
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"Write SQL queries, database procedures",
"Understand Windchill Part Management, Change Management and Workflow modules",
"Experience in large Windchill Implementation and Migration projects",
"Knowledge of Windchill Bulk Migration (Data Migration)",
"Strong debugging skills",
"Possess good communication and interpersonal skills"
],
"matched_skills": [
"Windchill 10.x",
"Java J2EE",
"Spring",
"hibernate",
"Webservices",
"SQL queries",
"database procedures",
"Windchill PDMLink",
"ProjectLink",
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"new_role_slug": null,
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},
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"centroid_updated": 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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},
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},
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},
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},
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"role_display_name": "Backend Developer",
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},
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"is_primary": true,
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"role_display_name": "Backend Developer",
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},
{
"is_primary": true,
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},
{
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"skill_name": "PTC Creo",
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},
{
"is_primary": false,
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"skill_name": "PTC Software",
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},
{
"is_primary": true,
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}
],
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"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
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"alias_persisted": false,
"existing_alias_id": 1,
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"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "java",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2511,
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"is_extractable": true,
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"typical_lifespan": "SHORT_LIVED",
"volatility": "DEPRECATED"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
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"existing_alias_text": "Hibernate",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
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"existing_alias_text": "SQL",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
"alias_persisted": false,
"existing_alias_id": 5581,
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"matched_via": "embedding_alias"
}
],
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{
"dimension": {
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{
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]
},
{
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]
},
{
"dimension": {
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]
},
{
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]
},
{
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]
},
{
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]
},
{
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},
{
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"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Database Design",
"matched_via": "embedding_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": "Windchill PDMLink",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-pdmlink",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windchill ProjectLink",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-projectlink",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windchill PartsLink",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-partslink",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windchill Configuration",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-configuration",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windchill Customization",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-customization",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windchill Part Management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-part-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windchill Change Management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-change-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windchill Workflow",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-workflow",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windchill Implementation",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-implementation",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Windchill Migration",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "windchill-migration",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "PTC Creo",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "ptc-creo",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "PTC Software",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "PLM",
"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": "ptc-software",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "PLM",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"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": "plm",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Windchill",
"Web Services",
"Database Procedures",
"Windchill PDMLink",
"Windchill ProjectLink",
"Windchill PartsLink",
"Windchill Configuration",
"Windchill Customization",
"Windchill Part Management",
"Windchill Change Management",
"Windchill Workflow",
"Windchill Implementation",
"Windchill Migration",
"PTC Creo",
"PTC Software",
"PLM"
]
}
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 is centered on Java/J2EE server-side customization, web services, SQL/database work, and enterprise application development around Windchill, which best matches a backend engineer.",
"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": "Windchill",
"tag": "new"
},
{
"skill": "Java",
"tag": "in_db"
},
{
"skill": "J2EE",
"tag": "in_db"
},
{
"skill": "Spring",
"tag": "in_db"
},
{
"skill": "Hibernate",
"tag": "in_db"
},
{
"skill": "Web Services",
"tag": "new"
},
{
"skill": "SQL",
"tag": "in_db"
},
{
"skill": "Database Procedures",
"tag": "new"
},
{
"skill": "Database Design",
"tag": "in_db"
},
{
"skill": "Windchill PDMLink",
"tag": "new"
},
{
"skill": "Windchill ProjectLink",
"tag": "new"
},
{
"skill": "Windchill PartsLink",
"tag": "new"
},
{
"skill": "Windchill Configuration",
"tag": "new"
},
{
"skill": "Windchill Customization",
"tag": "new"
},
{
"skill": "Windchill Part Management",
"tag": "new"
},
{
"skill": "Windchill Change Management",
"tag": "new"
},
{
"skill": "Windchill Workflow",
"tag": "new"
},
{
"skill": "Windchill Implementation",
"tag": "new"
},
{
"skill": "Windchill Migration",
"tag": "new"
},
{
"skill": "PTC Creo",
"tag": "new"
},
{
"skill": "PTC Software",
"tag": "new"
},
{
"skill": "PLM",
"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": 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 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": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Application Frameworks",
"id": 2,
"rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
"slug": "web-application-frameworks",
"source": "db"
},
"dimension_id": 2,
"input_skill": "J2EE",
"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": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1565,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Application Frameworks",
"id": 2,
"rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
"slug": "web-application-frameworks",
"source": "db"
},
"dimension_id": 2,
"input_skill": "Spring",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
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{
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],
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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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