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Pipeline run

907c7d9d-02cc-4324-9254-acd5ec38a626

Pipeline LLM cost (USD)
API 1: $0.0119 API 2: $0.0002 API 3: $0.0000 Total: $0.0121

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
Design and build TIBCO Business Events and BusinessWorks integrations, rules/decision tables, and Kafka/EMS event flows, then support the full SDLC with deployment, troubleshooting, documentation, and performance tuning while guiding the team.
"“Design and development of Integration applications using TIBCO Business Works 5.x and above, TIBCO EMS, KAFKA, Java Programming technologies.”"
Tech stack maturity
Mainstream Modern cache hit
Java and Kafka are widely adopted, mature backend technologies that fit a mainstream modern stack rather than bleeding-edge or legacy pre-cloud systems.
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 (10)
TIBCO Business Events TIBCO BusinessWorks TIBCO EMS Kafka Java Rules Rule Functions Decision Tables Event Streaming SDLC
Skill cluster (3 dimension groups, role-scoped)
Messaging and Event Streaming
Kafka
Programming Languages
Java
Cross-cutting / unaligned
TIBCO Business Events TIBCO BusinessWorks TIBCO EMS Rules Rule Functions Decision Tables Event Streaming SDLC
Show KRA description ↓
• Design and development of Complex event processing solutions using TIBCO Business Events 5.x and above, Development of Rules, Rule Functions, Decision Tables, Event Streaming etc., • Design and development of Integration applications using TIBCO Business Works 5.x and above, TIBCO EMS, KAFKA, Java Programming technologies. • Ability to handle complete SDLC Life cycle i.e development, bug fix, enhancements, deployments. • Provide technical leadership and guidance to a team of software engineers, ensuring the use of best practices and adherence to quality standards. • Oversee the end-to-end integration process, from initial design through to implementation and maintenance. • Work closely with cross-functional teams to ensure seamless integration and deployment of solutions. • Troubleshoot and resolve complex technical issues, providing expert-level support for TIBCO-based systems. • Maintain and update technical documentation, including architecture diagrams, design specifications, and operational procedures. • Monitor system performance and recommend improvements to enhance efficiency and reliability. • Stay informed about industry trends and emerging technologies in integration, recommending new tools and practices as appropriate. Examples of the skills, knowledge, and experiences you need to lead and deliver value at this level include but are not limited to: • Respond effectively to the diverse perspectives, needs, and feelings of others. • Use a broad range of tools, methodologies and techniques to generate new ideas and solve problems. • Use critical thinking to break down complex concepts. • Understand the broader objectives of your project or role and how your work fits into the overall strategy. • Develop a deeper understanding of the business context and how it is changing. • Use reflection to develop self awareness, enhance strengths and address development areas. • Interpret data to inform insights and recommendations. • Uphold and reinforce professional and technical standards (e.g. refer to specific PwC tax and audit guidance), the Firm's code of conduct, and independence requirements.

Signals

Skill scala-backend-developer
0.22
Alias —
—
KRA devops-engineer
0.56

Post-classification

Centroidupdated · n=380
Alias collision log—
New-role queue—
New skills captured7
New KRA capturedyes

Captured for admin review

TIBCO Business Events primary ↔ Backend Developer pending
TIBCO BusinessWorks primary ↔ Backend Developer pending
TIBCO EMS primary ↔ Backend Developer pending
Rules primary ↔ Backend Developer pending
Rule Functions primary ↔ Backend Developer pending
Decision Tables primary ↔ Backend Developer pending
Event Streaming primary ↔ Backend Developer pending
R&R fragment (sim 0.00) ↔ Backend Developer pending

• Design and development of Complex event processing solutions using TIBCO Business Events 5.x and above, Development of Rules, Rule Functions, Decision Tables, Event Streaming etc., • Design and dev…

Status: completed Created: 2026-05-27T14:12:36.018632Z Updated: 2026-05-27T14:14:05.213861Z API 3 duration: 31125 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 · 0.94 domain · Software Engineering CASE DOMAIN

slug: 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-based integration, complex event processing, SDLC ownership, and technical leadership around TIBCO systems, which best matches a backend/integration engineering role.

Matched skills

TIBCO Business EventsTIBCO Business WorksTIBCO EMSKAFKAJava ProgrammingRulesRule FunctionsDecision TablesEvent StreamingSDLCarchitecture diagramsdesign specificationsoperational procedures

Matched dimensions

Complex Event ProcessingEnterprise Integration DevelopmentTechnical LeadershipEnd-to-End SDLC OwnershipTroubleshooting and Production SupportSystem Performance OptimizationTechnical DocumentationCross-functional Collaboration

Matched KRAs

Design and development of Complex event processing solutionsDesign and development of Integration applicationsAbility to handle complete SDLC Life cycleProvide technical leadership and guidance to a teamOversee the end-to-end integration processTroubleshoot and resolve complex technical issuesMaintain and update technical documentationMonitor system performance and recommend improvements

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

At PwC, our people in managed services focus on a variety of outsourced solutions and support clients across numerous functions. These individuals help organisations streamline their operations, reduce costs, and improve efficiency by managing key processes and functions on their behalf. They are skilled in project management, technology, and process optimization to deliver high-quality services to clients. Those in managed service management and strategy at PwC will focus on transitioning and running services, along with managing delivery teams, programmes, commercials, performance and delivery risk. Your work will involve the process of continuous improvement and optimising of the managed services process, tools and services.

Focused on relationships, you are building meaningful client connections, and learning how to manage and inspire others. Navigating increasingly complex situations, you are growing your personal brand, deepening technical expertise and awareness of your strengths. You are expected to anticipate the needs of your teams and clients, and to deliver quality. Embracing increased ambiguity, you are comfortable when the path forward isn’t clear, you ask questions, and you use these moments as opportunities to grow.

Skills

Examples of the skills, knowledge, and experiences you need to lead and deliver value at this level include but are not limited to:

• Respond effectively to the diverse perspectives, needs, and feelings of others.
• Use a broad range of tools, methodologies and techniques to generate new ideas and solve problems.
• Use critical thinking to break down complex concepts.
• Understand the broader objectives of your project or role and how your work fits into the overall strategy.
• Develop a deeper understanding of the business context and how it is changing.
• Use reflection to develop self awareness, enhance strengths and address development areas.
• Interpret data to inform insights and recommendations.
• Uphold and reinforce professional and technical standards (e.g. refer to specific PwC tax and audit guidance), the Firm's code of conduct, and independence requirements.


Job Summary

We are seeking a highly skilled Lead Software Engineer, Software Engineer with expertise in TIBCO Business Works, TIBCO Business Events, TIBCO Data virtualization, Enterprise Service Bus (ESB), TIBCO HAWK technologies. The ideal candidate requires development and implementation of integration solutions that align with business goals, ensuring robust and scalable system architectures.

Key Responsibilities

• Design and development of Complex event processing solutions using TIBCO Business Events 5.x and above, Development of Rules, Rule Functions, Decision Tables, Event Streaming etc., 
• Design and development of Integration applications using TIBCO Business Works 5.x and above, TIBCO EMS, KAFKA, Java Programming technologies. 
• Ability to handle complete SDLC Life cycle i.e development, bug fix, enhancements, deployments. 
• Provide technical leadership and guidance to a team of software engineers, ensuring the use of best practices and adherence to quality standards. 
• Oversee the end-to-end integration process, from initial design through to implementation and maintenance. 
• Work closely with cross-functional teams to ensure seamless integration and deployment of solutions. 
• Troubleshoot and resolve complex technical issues, providing expert-level support for TIBCO-based systems. 
• Maintain and update technical documentation, including architecture diagrams, design specifications, and operational procedures. 
• Monitor system performance and recommend improvements to enhance efficiency and reliability. 
• Stay informed about industry trends and emerging technologies in integration, recommending new tools and practices as appropriate.


Qualifications

• Bachelor’s or Master’s degree in Computer Science, Information Technology, or a related field. 
• 5+ years of experience in software engineering, with a focus on integration solutions using TIBCO Business Works 5.x and above, TIBCO Business Events 5.x and above, TIBCO EMS, TIBCO HAWK. 
• Experience in messaging solutions using TIBCO EMS, MQ , other JMS providers. 
• Experience in TIBCO Data Virtualization. 
• Experience/Strong Knowledge on Java , KAFKA streaming is preferable. 
• Proven experience in developing and implementing RESTful/SOAP services and other integration protocols. 
• Demonstrated experience leading technical teams and managing complex integration projects. 
• Excellent problem-solving skills with the ability to handle multiple tasks and projects simultaneously. 
• Strong verbal and written communication skills, with the ability to effectively interact with technical and non-technical stakeholders. 
• Familiarity with Agile/Scrum methodologies is a plus.


Preferred Qualifications

• Professional TIBCO certification(s). 
• TIBCO Business Works 5.x and above, TIBCO Business Events 5.x and above is mandatory. 
• Experience/Knowledge with cloud platforms and services. 
• Previous experience working in a globally distributed team environment.


Benefits

• Competitive salary and performance-based bonuses. 
• Comprehensive healthcare benefits, including medical, dental, and vision coverage. 
• Opportunities for professional development and career progression. 
• Flexible working arrangements, including potential for remote work.

Skills from this JD

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

TIBCO Business Events 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
Event Processing Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
TIBCO BusinessWorks 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
TIBCO EMS 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
Message Brokers
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Kafka Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Kafka id=36 · kafka

Aliases — catalog

  • Kafka (CANONICAL) primary

Context tags (catalog)

Apache Flink Apache Kafka Apache Pulsar Apache Spark Avro KSQL Kafka API Kafka Connect Kafka Streams ZooKeeper Zookeeper backpressure brokers consumer consumer group consumer groups event sourcing event-driven architecture exactly-once semantics fault tolerance high throughput log compaction message broker message queue microservices offsets partition partitioning partitions producer producer API real-time analytics real-time data replication schema registry stream processing topic topic partitioning topics

Stored enrichment (catalog DB)

Category
Datastore
Sub-category
Event Stream Store
Vendor
Confluent
License
apache_2
Year introduced
2011
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Kafka appears in many production JDs for event streaming and data pipelines, and remains a standard platform in cloud/vendor offerings (e.g., Confluent, AWS MSK), indicating broad hiring demand.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
3
Sub-category id
3533
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Asynchronous Messaging and Event Streaming Catalog dimension db id 297

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Scala Backend Developer

  • Messaging and Background Jobs Catalog dimension db id 291

    Library dimension (catalog)

    Roles linked in library: PHP Backend Developer, Python Backend Developer, Ruby Backend Developer

  • Messaging and Event Streaming Catalog dimension db id 8

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Data Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Asynchronous Messaging and Event Streaming
asynchronous-messaging-and-event-streaming
 ✓ — Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Messaging and Background Jobs
messaging-and-background-jobs
 ✓ — Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Messaging and Event Streaming
messaging-and-event-streaming
 ✓ ✓ Existing dimension (library) · Role↔dimension saved
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 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)
Rules 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
Rule Functions 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
Decision Tables Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Decision Table id=1877 · decision-table

Aliases — catalog

  • Decision Table (CANONICAL) primary

Context tags (catalog)

automated testing business rules conditional logic criteria evaluation data-driven decision matrix decision-making input combinations logic flow output conditions requirements analysis rule-based scenario analysis test case validation

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Decision Table Concept
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Decision tables appear in some QA, rules-engine, and business-analysis JDs, but far less often than mainstream modeling skills; GitHub usage is modest and there’s no broad hiring-pipeline signal.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1422
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Business Rules and Decision Logic Catalog dimension db id 252

    Library dimension (catalog)

    Roles linked in library: Pega Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Business Rules and Decision Logic
business-rules-and-decision-logic
 — — Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Event Streaming Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: event streams id=4470 · event-streams

Aliases — catalog

  • event streams (CANONICAL) primary

Context tags (catalog)

Kafka Kinesis RabbitMQ backpressure data pipeline event schema event sourcing event-driven eventual consistency message broker pub/sub real-time analytics stream processing streaming architecture windowing

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Streaming Concept
Confidence
0.86
Version strategy
NOT_APPLICABLE

Maturity reasoning: Event streams are broadly adopted in JDs for Kafka, Kinesis, and Pub/Sub roles; cloud vendors and job postings treat streaming/event-driven architecture as a standard backend skill.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1280
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Asynchronous Messaging and Event Streaming Catalog dimension db id 297

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Asynchronous Messaging and Event Streaming
asynchronous-messaging-and-event-streaming
 — — Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
SDLC Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SDLC id=1573 · sdlc

Aliases — catalog

  • SDLC (CANONICAL)

Context tags (catalog)

Agile Continuous Deployment Continuous Integration Deployment Strategies DevOps Documentation Kanban Quality Assurance Requirements Gathering Risk Management Scrum Stakeholder Engagement Testing Phases Version Control Waterfall

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Software Development Lifecycle
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: SDLC is a standard hiring-pipeline term across software roles; job postings commonly require experience with SDLC phases, Agile/Waterfall, and release processes rather than treating it as niche tooling.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
1179
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)

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
Kafka in_db
Asynchronous Messaging and Event Streaming
asynchronous-messaging-and-event-streaming
 ✓ — Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Kafka in_db
Messaging and Background Jobs
messaging-and-background-jobs
 ✓ — Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Kafka in_db
Messaging and Event Streaming
messaging-and-event-streaming
 ✓ ✓ Existing dimension (library) · Role↔dimension saved
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)
Decision Tables new
Business Rules and Decision Logic
business-rules-and-decision-logic
 — — Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Event Streaming new
Asynchronous Messaging and Event Streaming
asynchronous-messaging-and-event-streaming
 — — Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
SDLC 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 TIBCO Business Events | type=Event Processing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed TIBCO BusinessWorks | type=Integration Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed TIBCO EMS | type=Message Brokers subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Rules | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Rule Functions | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
dimension_skill_link_proposed Decision Tables ↔ Business Rules and Decision Logic
dimension_skill_link_proposed Event Streaming ↔ Asynchronous Messaging and Event Streaming
nano JD Parser — gpt-4.1-nano click to toggle
RoleLead Software Engineer, Software Engineer
CompanyPwC
Experience5+ years of experience in software engineering
DomainIT Services & Consulting
JD type pass

Certifications

Professional TIBCO certification(s)
Show raw JSON 
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [
    "Professional TIBCO certification(s)"
  ],
  "company_name": "PwC",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "Bachelor\u2019s or Master\u2019s degree in Computer Science, Information Technology, or a related field.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "5+ years of experience in software engineering"
  },
  "job_locations": [],
  "role": "Lead Software Engineer, Software Engineer",
  "role_aliases": [
    "Software Engineer",
    "Lead Engineer",
    "Integration Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 10,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Design and development of",
        "last_5_words": "new tools and practices as appropriate."
      },
      "text": "\u2022 Design and development of Complex event processing solutions using TIBCO Business Events 5.x and above, Development of Rules, Rule Functions, Decision Tables, Event Streaming etc., \n\u2022 Design and development of Integration applications using TIBCO Business Works 5.x and above, TIBCO EMS, KAFKA, Java Programming technologies. \n\u2022 Ability to handle complete SDLC Life cycle i.e development, bug fix, enhancements, deployments. \n\u2022 Provide technical leadership and guidance to a team of software engineers, ensuring the use of best practices and adherence to quality standards. \n\u2022 Oversee the end-to-end integration process, from initial design through to implementation and maintenance. \n\u2022 Work closely with cross-functional teams to ensure seamless integration and deployment of solutions. \n\u2022 Troubleshoot and resolve complex technical issues, providing expert-level support for TIBCO-based systems. \n\u2022 Maintain and update technical documentation, including architecture diagrams, design specifications, and operational procedures. \n\u2022 Monitor system performance and recommend improvements to enhance efficiency and reliability. \n\u2022 Stay informed about industry trends and emerging technologies in integration, recommending new tools and practices as appropriate.",
      "word_count": 215
    },
    {
      "bullet_count": 8,
      "heading": "Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Examples of the skills, knowledge",
        "last_5_words": "and independence requirements."
      },
      "text": "Examples of the skills, knowledge, and experiences you need to lead and deliver value at this level include but are not limited to:\n\n\u2022 Respond effectively to the diverse perspectives, needs, and feelings of others.\n\u2022 Use a broad range of tools, methodologies and techniques to generate new ideas and solve problems.\n\u2022 Use critical thinking to break down complex concepts.\n\u2022 Understand the broader objectives of your project or role and how your work fits into the overall strategy.\n\u2022 Develop a deeper understanding of the business context and how it is changing.\n\u2022 Use reflection to develop self awareness, enhance strengths and address development areas.\n\u2022 Interpret data to inform insights and recommendations.\n\u2022 Uphold and reinforce professional and technical standards (e.g. refer to specific PwC tax and audit guidance), the Firm\u0027s code of conduct, and independence requirements.",
      "word_count": 134
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle 
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "TIBCO Business Events"
    },
    {
      "is_primary": true,
      "skill_name": "TIBCO BusinessWorks"
    },
    {
      "is_primary": true,
      "skill_name": "TIBCO EMS"
    },
    {
      "is_primary": true,
      "skill_name": "Kafka"
    },
    {
      "is_primary": true,
      "skill_name": "Java"
    },
    {
      "is_primary": true,
      "skill_name": "Rules"
    },
    {
      "is_primary": true,
      "skill_name": "Rule Functions"
    },
    {
      "is_primary": true,
      "skill_name": "Decision Tables"
    },
    {
      "is_primary": true,
      "skill_name": "Event Streaming"
    },
    {
      "is_primary": false,
      "skill_name": "SDLC"
    }
  ],
  "jd_role": {
    "display_name": "Lead Software Engineer, Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Lead Engineer",
      "Integration Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [
      "Professional TIBCO certification(s)"
    ],
    "company_name": "PwC",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "Bachelor\u2019s or Master\u2019s degree in Computer Science, Information Technology, or a related field.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 5,
      "raw": "5+ years of experience in software engineering"
    },
    "job_locations": [],
    "role": "Lead Software Engineer, Software Engineer",
    "role_aliases": [
      "Software Engineer",
      "Lead Engineer",
      "Integration Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 10,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Design and development of",
          "last_5_words": "new tools and practices as appropriate."
        },
        "text": "\u2022 Design and development of Complex event processing solutions using TIBCO Business Events 5.x and above, Development of Rules, Rule Functions, Decision Tables, Event Streaming etc., \n\u2022 Design and development of Integration applications using TIBCO Business Works 5.x and above, TIBCO EMS, KAFKA, Java Programming technologies. \n\u2022 Ability to handle complete SDLC Life cycle i.e development, bug fix, enhancements, deployments. \n\u2022 Provide technical leadership and guidance to a team of software engineers, ensuring the use of best practices and adherence to quality standards. \n\u2022 Oversee the end-to-end integration process, from initial design through to implementation and maintenance. \n\u2022 Work closely with cross-functional teams to ensure seamless integration and deployment of solutions. \n\u2022 Troubleshoot and resolve complex technical issues, providing expert-level support for TIBCO-based systems. \n\u2022 Maintain and update technical documentation, including architecture diagrams, design specifications, and operational procedures. \n\u2022 Monitor system performance and recommend improvements to enhance efficiency and reliability. \n\u2022 Stay informed about industry trends and emerging technologies in integration, recommending new tools and practices as appropriate.",
        "word_count": 215
      },
      {
        "bullet_count": 8,
        "heading": "Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Examples of the skills, knowledge",
          "last_5_words": "and independence requirements."
        },
        "text": "Examples of the skills, knowledge, and experiences you need to lead and deliver value at this level include but are not limited to:\n\n\u2022 Respond effectively to the diverse perspectives, needs, and feelings of others.\n\u2022 Use a broad range of tools, methodologies and techniques to generate new ideas and solve problems.\n\u2022 Use critical thinking to break down complex concepts.\n\u2022 Understand the broader objectives of your project or role and how your work fits into the overall strategy.\n\u2022 Develop a deeper understanding of the business context and how it is changing.\n\u2022 Use reflection to develop self awareness, enhance strengths and address development areas.\n\u2022 Interpret data to inform insights and recommendations.\n\u2022 Uphold and reinforce professional and technical standards (e.g. refer to specific PwC tax and audit guidance), the Firm\u0027s code of conduct, and independence requirements.",
        "word_count": 134
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "907c7d9d-02cc-4324-9254-acd5ec38a626",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
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            "similarity": 0.6128
          },
          {
            "kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
            "sentence": "Monitor system performance and recommend improvements to enhance efficiency and reliability.",
            "similarity": 0.5441
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
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            "similarity": 0.5213
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5594,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
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            "similarity": 0.5915
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Provide technical leadership and guidance to a team of software engineers, ensuring the use of best practices and adherence to quality standards.",
            "similarity": 0.5483
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Work closely with cross-functional teams to ensure seamless integration and deployment of solutions.",
            "similarity": 0.5183
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5527,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
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            "similarity": 0.5719
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Oversee the end-to-end integration process, from initial design through to implementation and maintenance.",
            "similarity": 0.5338
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Monitor system performance and recommend improvements to enhance efficiency and reliability.",
            "similarity": 0.5022
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.536,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "PHP Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Monitor system performance and recommend improvements to enhance efficiency and reliability.",
            "similarity": 0.6368
          },
          {
            "kra_text": "external system integration",
            "sentence": "Oversee the end-to-end integration process, from initial design through to implementation and maintenance.",
            "similarity": 0.4799
          },
          {
            "kra_text": "external system integration",
            "sentence": "Design and development of Integration applications using TIBCO Business Works 5.x and above, TIBCO EMS, KAFKA, Java Programming technologies.",
            "similarity": 0.4628
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 86,
        "score": 0.5265,
        "slug": "php-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Maintains data catalog entries, column-level data lineage, and technical documentation to support data discoverability and governance across the organization.",
            "sentence": "Maintain and update technical documentation, including architecture diagrams, design specifications, and operational procedures.",
            "similarity": 0.5516
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "Interpret data to inform insights and recommendations.",
            "similarity": 0.5075
          },
          {
            "kra_text": "Monitors pipeline health, SLA breach alerts, and job failure notifications, and performs root cause analysis for data pipeline incidents.",
            "sentence": "Monitor system performance and recommend improvements to enhance efficiency and reliability.",
            "similarity": 0.4723
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.5105,
        "slug": "data-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Java",
          "Kafka"
        ],
        "role_id": 87,
        "score": 0.2222,
        "slug": "scala-backend-developer",
        "total_count": 9
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Java",
          "Kafka"
        ],
        "role_id": 1,
        "score": 0.2222,
        "slug": "backend-engineer",
        "total_count": 9
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Java",
          "Kafka"
        ],
        "role_id": 2,
        "score": 0.2222,
        "slug": "data-engineer",
        "total_count": 9
      },
      {
        "display_name": "Kotlin Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Java",
          "Kafka"
        ],
        "role_id": 84,
        "score": 0.2222,
        "slug": "kotlin-server-backend-developer",
        "total_count": 9
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Java"
        ],
        "role_id": 24,
        "score": 0.1111,
        "slug": "pega-developer",
        "total_count": 9
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 0.99,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Complex Event Processing",
      "Enterprise Integration Development",
      "Technical Leadership",
      "End-to-End SDLC Ownership",
      "Troubleshooting and Production Support",
      "System Performance Optimization",
      "Technical Documentation",
      "Cross-functional Collaboration"
    ],
    "matched_kras": [
      "Design and development of Complex event processing solutions",
      "Design and development of Integration applications",
      "Ability to handle complete SDLC Life cycle",
      "Provide technical leadership and guidance to a team",
      "Oversee the end-to-end integration process",
      "Troubleshoot and resolve complex technical issues",
      "Maintain and update technical documentation",
      "Monitor system performance and recommend improvements"
    ],
    "matched_skills": [
      "TIBCO Business Events",
      "TIBCO Business Works",
      "TIBCO EMS",
      "KAFKA",
      "Java Programming",
      "Rules",
      "Rule Functions",
      "Decision Tables",
      "Event Streaming",
      "SDLC",
      "architecture diagrams",
      "design specifications",
      "operational procedures"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role java-backend-developer; The JD is centered on Java-based integration, complex event processing, SDLC ownership, and technical leadership around TIBCO systems, which best matches a backend/integration engineering role.",
    "sub_role": {
      "confidence": 0.94,
      "display_name": "Java Backend Developer",
      "reasoning": "The JD explicitly centers on Java programming alongside TIBCO Business Works/EMS/Kafka integration work, which most strongly matches a Java backend role.",
      "role_id": 79,
      "slug": "java-backend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 380,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 421,
      "r_and_r_preview": "\u2022 Design and development of Complex event processing solutions using TIBCO Business Events 5.x and above, Development of Rules, Rule Functions, Decision Tables, Event Streaming etc., \n\u2022 Design and dev",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 7629,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "TIBCO Business Events",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7630,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "TIBCO BusinessWorks",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7631,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "TIBCO EMS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7632,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Rules",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7633,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Rule Functions",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7634,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Decision Tables",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7635,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Event Streaming",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details 
{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 173,
      "existing_alias_text": "Kafka",
      "input_term": "Kafka",
      "matched_canonical": {
        "category_id": 3,
        "display_name": "Kafka",
        "id": 36,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "kafka",
        "sub_category_id": 3533,
        "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": 1,
      "existing_alias_text": "Java",
      "input_term": "Java",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "Java",
        "id": 1,
        "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": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 2881,
      "existing_alias_text": "Decision Table",
      "input_term": "Decision Tables",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "Decision Table",
        "id": 1877,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "decision-table",
        "sub_category_id": 1422,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 6312,
      "existing_alias_text": "event streams",
      "input_term": "Event Streaming",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "event streams",
        "id": 4470,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "event-streams",
        "sub_category_id": 1280,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2519,
      "existing_alias_text": "SDLC",
      "input_term": "SDLC",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "SDLC",
        "id": 1573,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "sdlc",
        "sub_category_id": 1179,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": ".NET Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "dotnet-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Go Backend Developer",
      "id": 81,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "go-backend-developer",
      "source": "db"
    },
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      "display_name": "Kotlin Backend Developer",
      "id": 84,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "kotlin-server-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Node.js Backend Developer",
      "id": 82,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "node-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Scala Backend Developer",
      "id": 87,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "scala-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"
    },
    {
      "display_name": "Ruby Backend Developer",
      "id": 85,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "ruby-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Backend Developer",
      "id": 1,
      "rationale": null,
      "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
      "slug": "backend-engineer",
      "source": "db"
    },
    {
      "display_name": "Data Engineer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "data-engineer",
      "source": "db"
    },
    {
      "display_name": "Java Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "java-backend-developer",
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    },
    {
      "display_name": "Android Developer",
      "id": 4,
      "rationale": null,
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          "category": "Concepts",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "rule-functions",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Decision Table",
          "alias_type": "CANONICAL",
          "id": 2881,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Decision Table",
        "id": 1877,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "decision-table",
        "sub_category_id": 1422,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Business Rules and Decision Logic",
            "id": 252,
            "rationale": "Configures the rule layer that drives eligibility, branching, calculations, and policy enforcement in Pega applications. These rules are a coherent cluster because they determine how cases behave without changing the broader application structure.",
            "slug": "business-rules-and-decision-logic",
            "source": "db"
          },
          "input_skill": "Decision Tables",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Pega Developer",
              "id": 24,
              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Decision Tables",
      "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": [
        {
          "alias_text": "event streams",
          "alias_type": "CANONICAL",
          "id": 6312,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "event streams",
        "id": 4470,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "event-streams",
        "sub_category_id": 1280,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Asynchronous Messaging and Event Streaming",
            "id": 297,
            "rationale": "Asynchronous communication patterns and broker technologies used to decouple backend services and move work off the request path. Includes queues, pub/sub, event streams, consumer groups, dead-letter queues, and delivery semantics across systems such as Kafka, RabbitMQ, NATS, SQS/SNS, Pulsar, and ActiveMQ.",
            "slug": "asynchronous-messaging-and-event-streaming",
            "source": "db"
          },
          "input_skill": "Event Streaming",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": ".NET Backend Developer",
              "id": 83,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "dotnet-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Go Backend Developer",
              "id": 81,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "go-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Kotlin Backend Developer",
              "id": 84,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "kotlin-server-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Scala Backend Developer",
              "id": 87,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "scala-backend-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Event Streaming",
      "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": [
        {
          "alias_text": "SDLC",
          "alias_type": "CANONICAL",
          "id": 2519,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "SDLC",
        "id": 1573,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "sdlc",
        "sub_category_id": 1179,
        "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": "SDLC",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "SDLC",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "TIBCO Business Events",
    "TIBCO BusinessWorks",
    "TIBCO EMS",
    "Rules",
    "Rule Functions"
  ]
}
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-based integration, complex event processing, SDLC ownership, and technical leadership around TIBCO systems, which best matches a backend/integration engineering 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": "TIBCO Business Events",
      "tag": "new"
    },
    {
      "skill": "TIBCO BusinessWorks",
      "tag": "new"
    },
    {
      "skill": "TIBCO EMS",
      "tag": "new"
    },
    {
      "skill": "Kafka",
      "tag": "in_db"
    },
    {
      "skill": "Java",
      "tag": "in_db"
    },
    {
      "skill": "Rules",
      "tag": "new"
    },
    {
      "skill": "Rule Functions",
      "tag": "new"
    },
    {
      "skill": "Decision Tables",
      "tag": "in_db"
    },
    {
      "skill": "Event Streaming",
      "tag": "in_db"
    },
    {
      "skill": "SDLC",
      "tag": "in_db"
    }
  ],
  "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": "Asynchronous Messaging and Event Streaming",
          "id": 297,
          "rationale": "Asynchronous communication patterns and broker technologies used to decouple backend services and move work off the request path. Includes queues, pub/sub, event streams, consumer groups, dead-letter queues, and delivery semantics across systems such as Kafka, RabbitMQ, NATS, SQS/SNS, Pulsar, and ActiveMQ.",
          "slug": "asynchronous-messaging-and-event-streaming",
          "source": "db"
        },
        "dimension_id": 297,
        "input_skill": "Kafka",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Go Backend Developer",
            "id": 81,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "go-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 36,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Messaging and Background Jobs",
          "id": 291,
          "rationale": "Asynchronous processing patterns and worker systems used to decouple backend work from request handling. This is a coherent cluster because the role supports background jobs, retries, and deferred processing.",
          "slug": "messaging-and-background-jobs",
          "source": "db"
        },
        "dimension_id": 291,
        "input_skill": "Kafka",
        "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": "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"
          },
          {
            "display_name": "Ruby Backend Developer",
            "id": 85,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "ruby-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 36,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Messaging and Event Streaming",
          "id": 8,
          "rationale": "Transport-layer systems used to move events and decouple producers from consumers. Data engineers use these systems to ingest, buffer, and distribute event data before downstream processing.",
          "slug": "messaging-and-event-streaming",
          "source": "db"
        },
        "dimension_id": 8,
        "input_skill": "Kafka",
        "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": "Data Engineer",
            "id": 2,
            "rationale": null,
            "role_archetype": null,
            "slug": "data-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 36,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "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 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": "Business Rules and Decision Logic",
          "id": 252,
          "rationale": "Configures the rule layer that drives eligibility, branching, calculations, and policy enforcement in Pega applications. These rules are a coherent cluster because they determine how cases behave without changing the broader application structure.",
          "slug": "business-rules-and-decision-logic",
          "source": "db"
        },
        "dimension_id": 252,
        "input_skill": "Decision Tables",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "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": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Asynchronous Messaging and Event Streaming",
          "id": 297,
          "rationale": "Asynchronous communication patterns and broker technologies used to decouple backend services and move work off the request path. Includes queues, pub/sub, event streams, consumer groups, dead-letter queues, and delivery semantics across systems such as Kafka, RabbitMQ, NATS, SQS/SNS, Pulsar, and ActiveMQ.",
          "slug": "asynchronous-messaging-and-event-streaming",
          "source": "db"
        },
        "dimension_id": 297,
        "input_skill": "Event Streaming",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Go Backend Developer",
            "id": 81,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "go-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "SDLC",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 1573,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 2
  },
  "planner_output": null,
  "run_id": "907c7d9d-02cc-4324-9254-acd5ec38a626"
}

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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