Pipeline run
2fbdf830-8c67-411a-9c6b-b628520845fe
Pipeline LLM cost (USD)
API 1: $0.0111
API 2: $0.0000
API 3: $0.0000
Total: $0.0111
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
role baseline loaded
sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work
· API and service implementation
Own and improve a Java-based hosted valuations platform: build and enhance components to high standards, keep code quality and test coverage strong, and support daily operations by fixing issues and driving efficiency with global teams and stakeholders.
"Develop new software, and enhance existing software, to high-standards."
Tech stack maturity
Modern Cloud Native
Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 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 (1)
Java
Skill cluster (1 dimension groups, role-scoped)
Programming Languages
Java
Show KRA description ↓
Take responsibility for team’s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platform, and gain a solid understanding of how these components fit within the overall platform.Owns, Implement and maintain various aspects of IHS Markit’s Java-based hosted valuations platform, working within a global team.Develop new software, and enhance existing software, to high-standards. Adhere to best practices that enhance user experience, usability, scalability, performance and security. Drive technology initiativesTake responsibility for code quality and automation test coverage.Ensuring clear communication on status to all stakeholders including regular progress and updates to your manager, peers and leads.Establish a productive working relationship with main product stakeholders.Work with Operations teams to support daily processing, and work with them to identify possible improvements to help improve efficiency.
The ideal candidate would be conscientious, self-motivated, have excellent attention to detail, very hard working and prepared to go the extra mile to absorb the necessary business & technical knowledge to succeed.Able to work independently and as part of a teamPro-actively enhance and improve existing / new processesSupport drive for efficiency/effectivenessAble to progress multiple tasks at the same timeHighly structured and organised, but able to be pragmatic and implement point solutions to aid delivery.
Must be an excellent communicator both written and verbally.Provide output that provides clear conclusions.Communication to be of a high quality within set deadlines
Strong Influencing And Negotiation SkillsAble to build consensus/alignment on objectivesObtain information from contributors to required deadlines and qualityThe candidate must have proven ability to contribute to team projects (e.g. internships, sports, university projects or past employment)
Signals
Skill
full-stack-engineer
1.00
Alias
backend-engineer
1.00
KRA
flutter-developer
0.47
Post-classification
Centroidupdated · n=1771
Alias collision log—
New-role queue—
New skills captured0
New KRA capturedyes
Captured for admin review
R&R fragment (sim 0.00)
↔
Backend Developer
pending
Take responsibility for team’s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platfo…
Status:
completed
Created: 2026-05-27T17:41:25.379569Z
Updated: 2026-06-07T08:00:46.400569Z
API 3 duration: 3922 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 · 0.99 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-based platform development, maintaining hosted backend components, and supporting daily processing, which best matches a backend Java developer role.
Matched skills
Javasoftware qualityautomation test coverageuser experienceusabilityscalabilityperformancesecuritycode qualitycommunicationinfluencing and negotiation skills
Matched dimensions
Backend Platform DevelopmentSoftware Quality and TestingScalability and Performance EngineeringStakeholder CommunicationOperations Support and Process ImprovementCross-functional Collaboration
Matched KRAs
Take responsibility for team’s deliverablesOwns, Implement and maintain various aspectsDevelop new software, and enhance existing softwareTake responsibility for code quality and automation test coverageSupport daily processingidentify possible improvements to help improve efficiencyProvide clear conclusionsObtain information from contributors to required deadlines
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped
Job description
Department Overview IHS Markit Portfolio Valuations provides an independent, post-trade valuation service to buy-side institutions globally, covering vanilla and exotic OTC derivatives, cash instruments and structured notes across all asset classes. The service also offers clients the ability to receive an aggregated set of counterparty marks for their trades. Position Summary Portfolio Valuations (PV) is looking for a strong hands-on Java developer willing to work in a dynamic environment. The candidate will work closely with global cross-functional teams across Development, QA, Technology, Business Analysis and Project Management., to ensure project deliveries. The candidate will be responsible for automation test cases and would be required to work closely with the key stakeholders and technical teams to ensure smooth and timely delivery. The candidate will be required to have excellent inter-personal, coordination skills, and hands-on experience in development / technology. Candidate needs to work towards the team’s goals of high test-coverage, automated and frequent deployment, and regular cycles of code delivery, testing and feedback. PV deploys back-end and middleware as a service-oriented architecture, and this is accessed by other tools that we maintain including web applications, web services and desktop add-ins. Duties & Accountabilities Take responsibility for team’s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platform, and gain a solid understanding of how these components fit within the overall platform.Owns, Implement and maintain various aspects of IHS Markit’s Java-based hosted valuations platform, working within a global team.Develop new software, and enhance existing software, to high-standards. Adhere to best practices that enhance user experience, usability, scalability, performance and security. Drive technology initiativesTake responsibility for code quality and automation test coverage.Ensuring clear communication on status to all stakeholders including regular progress and updates to your manager, peers and leads.Establish a productive working relationship with main product stakeholders.Work with Operations teams to support daily processing, and work with them to identify possible improvements to help improve efficiency.Business competencies Education and experience Degree in Computer Science or related field. 6+ years of experience working on Java platforms Strong core Java skills (with good understanding of multithreading and performance tuning) Comfortable working with both UNIX/Linux and Windows environments Strong technical and platform knowledge, including some or all of: Distributed applicationsWeb servicesSpring, HibernateMultithreading and performanceApache TomcatJMX JMS, Message QueuesXML, JAXB, JSON serializationGit\GerritOracle \ SQLIt will be good to have experience in development of Microservices, Serverless technologies and Amazon Web Services. Thorough understanding of agile software development methodology and industry best practices. Thorough understanding of fundamental software engineering and computer science principles: object-oriented design, structured design, databases, algorithms, data structures, usability, refactoring debugging, and configuration management. Excellent design and problem solving skills. Commercial awareness Awareness of financial markets, OTC Derivatives and industry regulation desirable but not essential. Management requirements Competence in liaising with stake holders & Managing group of individual contributors At least 5 years of professional experience of delivering complex enterprise applications Personal competencies & Personal impact The ideal candidate would be conscientious, self-motivated, have excellent attention to detail, very hard working and prepared to go the extra mile to absorb the necessary business & technical knowledge to succeed. Able to work independently and as part of a team Pro-actively enhance and improve existing / new processesSupport drive for efficiency/effectiveness Able to progress multiple tasks at the same time Highly structured and organised, but able to be pragmatic and implement point solutions to aid delivery. Communication Must be an excellent communicator both written and verbally. Provide output that provides clear conclusions. Communication to be of a high quality within set deadlines Teamwork Strong Influencing And Negotiation Skills Able to build consensus/alignment on objectivesObtain information from contributors to required deadlines and quality The candidate must have proven ability to contribute to team projects (e.g. internships, sports, university projects or past employment) Company Overview IHS Markit harnesses deep sources of information, analytics and expertise to forge solutions for the industries and markets that drive global economies. Our company partners with clients in business, finance and government to provide the unrivaled insights and perspectives that lead to well-informed, confident decisions. We call this The New Intelligence. IHS Markit serves more than 50,000 key customers in more than 140 countries, including 80 percent of the Fortune Global 500. We help decision makers apply higher-level thinking to daily tasks and strategic issues across a host of industries and disciplines including energy, finance, automotive, engineering, technology, maritime and trade, aerospace and defense, chemical, and economics and country risk. Headquartered in London, IHS Markit (Nasdaq: INFO) is committed to sustainable, profitable growth. Inclusion and diversity are critical to the success of IHS Markit, and we actively encourage applications from people of all backgrounds. We are committed to providing equal employment opportunity without regard to race, color, religion, sex, sexual orientation, gender identity, age, national origin, disability, status as a protected veteran, or any other protected category. For more information on the many ways in which we enthusiastically support inclusion and diversity efforts for both candidates and employees, please access our Inclusion & Diversity Statement here . We are proud to provide reasonable accommodations to applicants with disabilities. If you are interested in applying for employment with IHS Markit and need special assistance or an accommodation to use our website or to apply for a position, please contact or call +1 212 849 0399. Determination on requests for reasonable accommodation are considered on a case-by-case basis. This contact information (email and phone) is intended for application assistance and accommodation requests only. We are unable to accept resumes or provide information about application status through the phone number or email address above. Resumes are only accepted through the online application process, and only qualified candidates will receive consideration and follow-up. IHS Markit maintains a substance-free workplace; employees may be asked to submit to a drug test (where permitted by law). In addition, as a federal contractor in the United States, the company participates in the E-Verify Program to confirm eligibility to work. For Information Please Click On The Following Links IHS Markit Business Code of Conduct Right to Work EEO is the Law EEO is the Law Supplement Pay Transparency Current Colleagues If you are currently employed by IHS Markit, please apply internally via the Workday internal careers site.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Java
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Java
id=1
· java
Aliases — catalog
- Java (CANONICAL) primary
- JDK (VERSION)
- JDK 10 (VERSION)
- JDK 11 (VERSION)
- JDK 12 (VERSION)
- JDK 13 (VERSION)
- JDK 14 (VERSION)
- JDK 15 (VERSION)
- JDK 16 (VERSION)
- JDK 17 (VERSION)
- JDK 18 (VERSION)
- JDK 19 (VERSION)
- JDK 20 (VERSION)
- JDK 21 (VERSION)
- JDK 5 (VERSION)
- JDK 6 (VERSION)
- JDK 7 (VERSION)
- JDK 8 (VERSION)
- JDK 9 (VERSION)
- Java 1.0 (VERSION)
- Java 1.1 (VERSION)
- Java 1.2 (VERSION)
- Java 1.3 (VERSION)
- Java 1.4 (VERSION)
- Java 1.5 (VERSION)
- Java 1.6 (VERSION)
- Java 1.7 (VERSION)
- Java 1.8 (VERSION)
- Java 10 (VERSION)
- Java 11 (VERSION)
- Java 12 (VERSION)
- Java 13 (VERSION)
- Java 14 (VERSION)
- Java 15 (VERSION)
- Java 16 (VERSION)
- Java 17 (VERSION)
- Java 18 (VERSION)
- Java 19 (VERSION)
- Java 20 (VERSION)
- Java 21 (VERSION)
- Java 5 (VERSION)
- Java 6 (VERSION)
- Java 7 (VERSION)
- Java 8 (VERSION)
- Java 9 (VERSION)
- Java11 (VERSION)
- Java17 (VERSION)
- Java21 (VERSION)
- Java8 (VERSION)
- OpenJDK 11 (VERSION)
- OpenJDK 17 (VERSION)
- OpenJDK 21 (VERSION)
- OpenJDK 8 (VERSION)
- java 11 (VERSION)
- java 17 (VERSION)
- java 21 (VERSION)
- java 4 (VERSION)
- java 5 (VERSION)
- java 6 (VERSION)
- java 7 (VERSION)
- java 8 (VERSION)
- java lts (VERSION)
- java-11 (VERSION)
- java-17 (VERSION)
- java-21 (VERSION)
- java-4 (VERSION)
- java-5 (VERSION)
- java-6 (VERSION)
- java-7 (VERSION)
- java-8 (VERSION)
- java11 (VERSION)
- java17 (VERSION)
- java21 (VERSION)
- java4 (VERSION)
- java5 (VERSION)
- java6 (VERSION)
- java7 (VERSION)
- java8 (VERSION)
- jdk 11 (VERSION)
- jdk 17 (VERSION)
- jdk 21 (VERSION)
- jdk 4 (VERSION)
- jdk 5 (VERSION)
- jdk 6 (VERSION)
- jdk 7 (VERSION)
- jdk 8 (VERSION)
- jdk11 (VERSION)
- jdk17 (VERSION)
- jdk21 (VERSION)
- jdk4 (VERSION)
- jdk5 (VERSION)
- jdk6 (VERSION)
- jdk7 (VERSION)
- jdk8 (VERSION)
- jvm21 (VERSION)
Context tags (catalog)
APIs
Apache Tomcat
Concurrency
Design patterns
Garbage collection
GraalVM
Gradle
Hibernate
JDBC
JDK
JPA
JUnit
JVM
Java 8
Java EE
JavaFX
Kafka
Lambda expressions
Maven
Microservices
Mockito
Object-oriented
REST
RESTful
SOAP
Servlets
Spring
Spring Boot
Tomcat
microservices
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Oracle
- License
- other_open
- Year introduced
- 1995
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 21
Maturity reasoning: Java is a hiring-pipeline staple with very high JD volume across enterprise backend, Android, and cloud roles; it remains widely supported by major vendors and frameworks like Spring.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Java Language and JVM Catalog dimension db id 279
Library dimension (catalog)
Roles linked in library: Java Backend Developer, Kotlin Backend Developer, Scala Backend Developer
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
-
Native Mobile Languages Catalog dimension db id 274
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile Languages
native-mobile-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| Java | in_db |
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Native Mobile Languages
native-mobile-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Programming Languages
programming-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Java | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleJava Developer
CompanyIHS Markit
Experience6+ years of experience working on Java platforms
DomainFinancial Services
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "IHS Markit harnesses deep sources",
"last_5_words": "sustainable, profitable growth."
},
"text": "IHS Markit harnesses deep sources of information, analytics and expertise to forge solutions for the industries and markets that drive global economies. Our company partners with clients in business, finance and government to provide the unrivaled insights and perspectives that lead to well-informed, confident decisions. We call this The New Intelligence. IHS Markit serves more than 50,000 key customers in more than 140 countries, including 80 percent of the Fortune Global 500. We help decision makers apply higher-level thinking to daily tasks and strategic issues across a host of industries and disciplines including energy, finance, automotive, engineering, technology, maritime and trade, aerospace and defense, chemical, and economics and country risk. Headquartered in London, IHS Markit (Nasdaq: INFO) is committed to sustainable, profitable growth.",
"word_count": 100
},
"certifications": [],
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"ctc": null,
"domain": {
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"FinTech",
"OTC Derivatives"
],
"domain": "Financial Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Degree in Computer Science or related field.",
"requirement": "required"
}
],
"experience": {
"max": null,
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},
"job_locations": [],
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"source_marker": {
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},
"text": "Take responsibility for team\u2019s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platform, and gain a solid understanding of how these components fit within the overall platform.Owns, Implement and maintain various aspects of IHS Markit\u2019s Java-based hosted valuations platform, working within a global team.Develop new software, and enhance existing software, to high-standards. Adhere to best practices that enhance user experience, usability, scalability, performance and security. Drive technology initiativesTake responsibility for code quality and automation test coverage.Ensuring clear communication on status to all stakeholders including regular progress and updates to your manager, peers and leads.Establish a productive working relationship with main product stakeholders.Work with Operations teams to support daily processing, and work with them to identify possible improvements to help improve efficiency.",
"word_count": 199
},
{
"bullet_count": 0,
"heading": "Personal competencies \u0026 Personal impact",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The ideal candidate would be",
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"text": "The ideal candidate would be conscientious, self-motivated, have excellent attention to detail, very hard working and prepared to go the extra mile to absorb the necessary business \u0026 technical knowledge to succeed.Able to work independently and as part of a teamPro-actively enhance and improve existing / new processesSupport drive for efficiency/effectivenessAble to progress multiple tasks at the same timeHighly structured and organised, but able to be pragmatic and implement point solutions to aid delivery.",
"word_count": 64
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{
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"heading": "Communication",
"heading_was_present": true,
"source_marker": {
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"last_5_words": "within set deadlines"
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"text": "Must be an excellent communicator both written and verbally.Provide output that provides clear conclusions.Communication to be of a high quality within set deadlines",
"word_count": 27
},
{
"bullet_count": 0,
"heading": "Teamwork",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong Influencing And Negotiation SkillsAble",
"last_5_words": "or past employment"
},
"text": "Strong Influencing And Negotiation SkillsAble to build consensus/alignment on objectivesObtain information from contributors to required deadlines and qualityThe candidate must have proven ability to contribute to team projects (e.g. internships, sports, university projects or past employment)",
"word_count": 41
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Java"
}
],
"jd_role": {
"display_name": "Java Developer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"Java Software Developer",
"Java Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "IHS Markit harnesses deep sources",
"last_5_words": "sustainable, profitable growth."
},
"text": "IHS Markit harnesses deep sources of information, analytics and expertise to forge solutions for the industries and markets that drive global economies. Our company partners with clients in business, finance and government to provide the unrivaled insights and perspectives that lead to well-informed, confident decisions. We call this The New Intelligence. IHS Markit serves more than 50,000 key customers in more than 140 countries, including 80 percent of the Fortune Global 500. We help decision makers apply higher-level thinking to daily tasks and strategic issues across a host of industries and disciplines including energy, finance, automotive, engineering, technology, maritime and trade, aerospace and defense, chemical, and economics and country risk. Headquartered in London, IHS Markit (Nasdaq: INFO) is committed to sustainable, profitable growth.",
"word_count": 100
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"certifications": [],
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"experience": {
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"roles_and_responsibilities": [
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"source_marker": {
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"last_5_words": "to help improve efficiency."
},
"text": "Take responsibility for team\u2019s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platform, and gain a solid understanding of how these components fit within the overall platform.Owns, Implement and maintain various aspects of IHS Markit\u2019s Java-based hosted valuations platform, working within a global team.Develop new software, and enhance existing software, to high-standards. Adhere to best practices that enhance user experience, usability, scalability, performance and security. Drive technology initiativesTake responsibility for code quality and automation test coverage.Ensuring clear communication on status to all stakeholders including regular progress and updates to your manager, peers and leads.Establish a productive working relationship with main product stakeholders.Work with Operations teams to support daily processing, and work with them to identify possible improvements to help improve efficiency.",
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"heading": "Personal competencies \u0026 Personal impact",
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"source_marker": {
"first_5_words": "The ideal candidate would be",
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{
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"heading": "Communication",
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"word_count": 27
},
{
"bullet_count": 0,
"heading": "Teamwork",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong Influencing And Negotiation SkillsAble",
"last_5_words": "or past employment"
},
"text": "Strong Influencing And Negotiation SkillsAble to build consensus/alignment on objectivesObtain information from contributors to required deadlines and qualityThe candidate must have proven ability to contribute to team projects (e.g. internships, sports, university projects or past employment)",
"word_count": 41
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"urls": []
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"rejected": false,
"rejection_reason": null,
"run_id": "2fbdf830-8c67-411a-9c6b-b628520845fe",
"stage3_signals": {
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"alias_match_roles": [
{
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},
{
"display_name": "Java Backend Developer",
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"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 1.0,
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"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Adhere to best practices that enhance user experience, usability, scalability, performance and security.",
"similarity": 0.5734
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Drive technology initiativesTake responsibility for code quality and automation test coverage.Ensuring clear communication on status to all stakeholders including regular progress and updates to your manager, peers and leads.Establish a productive working relationship with main product stakeholders.Work with Operations teams to support daily processing, and work with them to identify possible improvements to help improve efficiency.",
"similarity": 0.4313
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Take responsibility for team\u2019s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platform, and gain a solid understanding of how these components fit within the overall platform.Owns, Implement and maintain various aspects of IHS Markit\u2019s Java-based hosted valuations platform, working within a global team.Develop new software, and enhance existing software, to high-standards.",
"similarity": 0.4133
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4726,
"slug": "flutter-developer",
"total_count": null
},
{
"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.",
"sentence": "Adhere to best practices that enhance user experience, usability, scalability, performance and security.",
"similarity": 0.4786
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Drive technology initiativesTake responsibility for code quality and automation test coverage.Ensuring clear communication on status to all stakeholders including regular progress and updates to your manager, peers and leads.Establish a productive working relationship with main product stakeholders.Work with Operations teams to support daily processing, and work with them to identify possible improvements to help improve efficiency.",
"similarity": 0.4679
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Take responsibility for team\u2019s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platform, and gain a solid understanding of how these components fit within the overall platform.Owns, Implement and maintain various aspects of IHS Markit\u2019s Java-based hosted valuations platform, working within a global team.Develop new software, and enhance existing software, to high-standards.",
"similarity": 0.4061
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4509,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Drive technology initiativesTake responsibility for code quality and automation test coverage.Ensuring clear communication on status to all stakeholders including regular progress and updates to your manager, peers and leads.Establish a productive working relationship with main product stakeholders.Work with Operations teams to support daily processing, and work with them to identify possible improvements to help improve efficiency.",
"similarity": 0.5039
},
{
"kra_text": "maintain code quality",
"sentence": "Adhere to best practices that enhance user experience, usability, scalability, performance and security.",
"similarity": 0.4869
},
{
"kra_text": "maintain code quality",
"sentence": "Must be an excellent communicator both written and verbally.Provide output that provides clear conclusions.Communication to be of a high quality within set deadlines",
"similarity": 0.3557
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4488,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Drive technology initiativesTake responsibility for code quality and automation test coverage.Ensuring clear communication on status to all stakeholders including regular progress and updates to your manager, peers and leads.Establish a productive working relationship with main product stakeholders.Work with Operations teams to support daily processing, and work with them to identify possible improvements to help improve efficiency.",
"similarity": 0.4755
},
{
"kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
"sentence": "Adhere to best practices that enhance user experience, usability, scalability, performance and security.",
"similarity": 0.4439
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Take responsibility for team\u2019s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platform, and gain a solid understanding of how these components fit within the overall platform.Owns, Implement and maintain various aspects of IHS Markit\u2019s Java-based hosted valuations platform, working within a global team.Develop new software, and enhance existing software, to high-standards.",
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}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4463,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Drive technology initiativesTake responsibility for code quality and automation test coverage.Ensuring clear communication on status to all stakeholders including regular progress and updates to your manager, peers and leads.Establish a productive working relationship with main product stakeholders.Work with Operations teams to support daily processing, and work with them to identify possible improvements to help improve efficiency.",
"similarity": 0.4743
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Take responsibility for team\u2019s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platform, and gain a solid understanding of how these components fit within the overall platform.Owns, Implement and maintain various aspects of IHS Markit\u2019s Java-based hosted valuations platform, working within a global team.Develop new software, and enhance existing software, to high-standards.",
"similarity": 0.4408
},
{
"kra_text": "manage stakeholder alignment and tradeoffs",
"sentence": "Strong Influencing And Negotiation SkillsAble to build consensus/alignment on objectivesObtain information from contributors to required deadlines and qualityThe candidate must have proven ability to contribute to team projects (e.g. internships, sports, university projects or past employment)",
"similarity": 0.421
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4453,
"slug": "engineering-manager",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Java"
],
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": 1
},
{
"display_name": "Data Engineer",
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"matched_count": 1,
"matched_skills": [
"Java"
],
"role_id": 2,
"score": 1.0,
"slug": "data-engineer",
"total_count": 1
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Java"
],
"role_id": 4,
"score": 1.0,
"slug": "android-engineer",
"total_count": 1
},
{
"display_name": "Pega Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Java"
],
"role_id": 24,
"score": 1.0,
"slug": "pega-developer",
"total_count": 1
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Java"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 1
}
]
},
"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": 0.98,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Platform Development",
"Software Quality and Testing",
"Scalability and Performance Engineering",
"Stakeholder Communication",
"Operations Support and Process Improvement",
"Cross-functional Collaboration"
],
"matched_kras": [
"Take responsibility for team\u2019s deliverables",
"Owns, Implement and maintain various aspects",
"Develop new software, and enhance existing software",
"Take responsibility for code quality and automation test coverage",
"Support daily processing",
"identify possible improvements to help improve efficiency",
"Provide clear conclusions",
"Obtain information from contributors to required deadlines"
],
"matched_skills": [
"Java",
"software quality",
"automation test coverage",
"user experience",
"usability",
"scalability",
"performance",
"security",
"code quality",
"communication",
"influencing and negotiation skills"
],
"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 platform development, maintaining hosted backend components, and supporting daily processing, which best matches a backend Java developer role.",
"sub_role": {
"confidence": 0.99,
"display_name": "Java Backend Developer",
"reasoning": "The JD explicitly describes a Java-based hosted valuations platform and the title is Java Developer, which clearly matches the Java backend specialization.",
"role_id": 79,
"slug": "java-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1771,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1989,
"r_and_r_preview": "Take responsibility for team\u2019s deliverables, both in terms of timeliness and software quality.Work closely with the global Portfolio Valuations team, take ownership of various components in the platfo",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [],
"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": 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"
}
],
"candidate_roles": [
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
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"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"
},
{
"display_name": "Android Developer",
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"role_archetype": null,
"slug": "android-engineer",
"source": "db"
},
{
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": null,
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
},
{
"display_name": "Pega Developer",
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"rationale": null,
"role_archetype": null,
"slug": "pega-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": "Fullstack Developer",
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"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"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
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"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
],
"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 platform development, maintaining hosted backend components, and supporting daily processing, which best matches a backend Java developer 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"
},
"dimensions": [
{
"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"
},
"input_skill": "Java",
"llm_role": null,
"roles_from_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": "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",
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}
]
},
{
"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"
},
"input_skill": "Java",
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"roles_from_db": [
{
"display_name": "Android Developer",
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"role_archetype": null,
"slug": "android-engineer",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "Java",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Native Mobile Developer",
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"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Pega Programming Languages \u0026 DSLs",
"id": 267,
"rationale": "Programming languages and domain-specific languages used in Pega development.",
"slug": "pega-programming-languages-dsls",
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},
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]
},
{
"dimension": {
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},
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}
]
},
{
"dimension": {
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},
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]
},
{
"dimension": {
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},
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{
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}
]
}
],
"input_final_skills": [
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"input_llm_skills": [
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],
"new_aliases_persisted": 0,
"run_id": "2fbdf830-8c67-411a-9c6b-b628520845fe",
"skills_detail": [
{
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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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},
{
"alias_text": "JDK 16",
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"match_strategy": "CASE_INSENSITIVE"
},
{
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},
{
"alias_text": "JDK 18",
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},
{
"alias_text": "JDK 19",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "JDK 20",
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},
{
"alias_text": "JDK 21",
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},
{
"alias_text": "JDK 5",
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},
{
"alias_text": "JDK 6",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "JDK 7",
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"id": 2191,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "JDK 8",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "JDK 9",
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"is_primary": false,
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},
{
"alias_text": "Java 1.0",
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},
{
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},
{
"alias_text": "Java 1.2",
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},
{
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},
{
"alias_text": "Java 1.4",
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},
{
"alias_text": "Java 1.5",
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},
{
"alias_text": "Java 1.6",
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},
{
"alias_text": "Java 1.7",
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"id": 18,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 1.8",
"alias_type": "VERSION",
"id": 19,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 10",
"alias_type": "VERSION",
"id": 2211,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 11",
"alias_type": "VERSION",
"id": 8,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 12",
"alias_type": "VERSION",
"id": 2213,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 13",
"alias_type": "VERSION",
"id": 2214,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 14",
"alias_type": "VERSION",
"id": 2215,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 15",
"alias_type": "VERSION",
"id": 2216,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 16",
"alias_type": "VERSION",
"id": 2217,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 17",
"alias_type": "VERSION",
"id": 9,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 18",
"alias_type": "VERSION",
"id": 2219,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 19",
"alias_type": "VERSION",
"id": 2220,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 20",
"alias_type": "VERSION",
"id": 2221,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 21",
"alias_type": "VERSION",
"id": 10,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 5",
"alias_type": "VERSION",
"id": 288,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 6",
"alias_type": "VERSION",
"id": 289,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 7",
"alias_type": "VERSION",
"id": 290,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 8",
"alias_type": "VERSION",
"id": 7,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java 9",
"alias_type": "VERSION",
"id": 2210,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java11",
"alias_type": "VERSION",
"id": 2976,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java17",
"alias_type": "VERSION",
"id": 2977,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java21",
"alias_type": "VERSION",
"id": 2978,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Java8",
"alias_type": "VERSION",
"id": 2971,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "OpenJDK 11",
"alias_type": "VERSION",
"id": 21,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "OpenJDK 17",
"alias_type": "VERSION",
"id": 22,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "OpenJDK 21",
"alias_type": "VERSION",
"id": 23,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "OpenJDK 8",
"alias_type": "VERSION",
"id": 20,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java 11",
"alias_type": "VERSION",
"id": 1512,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java 17",
"alias_type": "VERSION",
"id": 1513,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java 21",
"alias_type": "VERSION",
"id": 1514,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java 4",
"alias_type": "VERSION",
"id": 1496,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java 5",
"alias_type": "VERSION",
"id": 1497,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java 6",
"alias_type": "VERSION",
"id": 1498,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java 7",
"alias_type": "VERSION",
"id": 1499,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java 8",
"alias_type": "VERSION",
"id": 1500,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java lts",
"alias_type": "VERSION",
"id": 3122,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java-11",
"alias_type": "VERSION",
"id": 1515,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java-17",
"alias_type": "VERSION",
"id": 1516,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java-21",
"alias_type": "VERSION",
"id": 1517,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java-4",
"alias_type": "VERSION",
"id": 1501,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java-5",
"alias_type": "VERSION",
"id": 1502,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java-6",
"alias_type": "VERSION",
"id": 1503,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java-7",
"alias_type": "VERSION",
"id": 1504,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java-8",
"alias_type": "VERSION",
"id": 1505,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java11",
"alias_type": "VERSION",
"id": 1506,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java17",
"alias_type": "VERSION",
"id": 1507,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java21",
"alias_type": "VERSION",
"id": 1508,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java4",
"alias_type": "VERSION",
"id": 1482,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java5",
"alias_type": "VERSION",
"id": 1483,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java6",
"alias_type": "VERSION",
"id": 1484,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java7",
"alias_type": "VERSION",
"id": 1485,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "java8",
"alias_type": "VERSION",
"id": 1486,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk 11",
"alias_type": "VERSION",
"id": 1509,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk 17",
"alias_type": "VERSION",
"id": 1510,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk 21",
"alias_type": "VERSION",
"id": 1511,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk 4",
"alias_type": "VERSION",
"id": 1487,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk 5",
"alias_type": "VERSION",
"id": 1488,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk 6",
"alias_type": "VERSION",
"id": 1489,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk 7",
"alias_type": "VERSION",
"id": 1490,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk 8",
"alias_type": "VERSION",
"id": 1491,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk11",
"alias_type": "VERSION",
"id": 1492,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk17",
"alias_type": "VERSION",
"id": 1493,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk21",
"alias_type": "VERSION",
"id": 1494,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk4",
"alias_type": "VERSION",
"id": 1477,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk5",
"alias_type": "VERSION",
"id": 1478,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk6",
"alias_type": "VERSION",
"id": 1479,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk7",
"alias_type": "VERSION",
"id": 1480,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jdk8",
"alias_type": "VERSION",
"id": 1481,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "jvm21",
"alias_type": "VERSION",
"id": 1495,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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"
},
"dimensions": [
{
"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"
},
"input_skill": "Java",
"llm_role": null,
"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"
}
]
},
{
"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"
},
"input_skill": "Java",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Android Developer",
"id": 4,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "Java",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": null,
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Pega Programming Languages \u0026 DSLs",
"id": 267,
"rationale": "Programming languages and domain-specific languages used in Pega development.",
"slug": "pega-programming-languages-dsls",
"source": "db"
},
"input_skill": "Java",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages",
"id": 1,
"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
"source": "db"
},
"input_skill": "Java",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 DSLs",
"id": 475,
"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
"slug": "programming-languages-dsls",
"source": "db"
},
"input_skill": "Java",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for Data Work",
"id": 21,
"rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
"slug": "programming-languages-for-data-work",
"source": "db"
},
"input_skill": "Java",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
]
}
],
"input_skill": "Java",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
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 platform development, maintaining hosted backend components, and supporting daily processing, which best matches a backend Java developer 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": "Java",
"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": "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": [
{
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