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Pipeline run

0599ed86-a146-45f0-9335-151d29a89832

Pipeline LLM cost (USD)
API 1: $0.0096 API 2: $0.0006 API 3: $0.0000 Total: $0.0102

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Appian BPM Development
Build and support enterprise Appian BPM apps end-to-end: gather requirements, design/integrate with LDAP/AD and internal systems, develop SQL-backed workflows, test/deploy, and handle upgrades, environments, and performance fixes.
"Design, develop, configure, test, deploy, maintain and enhance Appian based custom Business Process Management (BPM) workflows across the enterprise."
Tech stack maturity
Mainstream Legacy
The skill mix centers on established enterprise low-code and database technologies like Java, JavaScript, SQL Server, MySQL, LDAP, RBAC, and views, which aligns best with a mainstream legacy stack rather than cloud-native or bleeding-edge tooling.
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 (28)
Appian BPM LDAP Active Directory SQL Server SQL Server Management Studio Agile REST API Java JavaScript Web API Stored Procedures Triggers Views Joins MySQL Process Reports Process Models Rules & Expressions Records Data Management XSD SQL Inter Process Communication RBAC +3
Skill cluster (6 dimension groups, role-scoped)
Authentication and Authorization
RBAC
C# and .NET Languages
Records
Java Language and JVM
Java
JavaScript and TypeScript
JavaScript
Relational Database Usage
MySQL
Cross-cutting / unaligned
Appian BPM LDAP Active Directory SQL Server SQL Server Management Studio Agile REST API Web API Stored Procedures Triggers Views Joins Process Reports Process Models Rules & Expressions Data Management XSD SQL Inter Process Communication Appian Process Reporting Appian Platform Waterfall
Show KRA description ↓
* Collaborate with business partners to understand their needs and challenges, and gather business, functional and non-functional requirements. * Design, develop, configure, test, deploy, maintain and enhance Appian based custom Business Process Management (BPM) workflows across the enterprise. * Design and implement complex enterprise integrations with industry standard technologies including LDAP, Active Directory and other internal systems in the enterprise. * Design and develop database objects to support BPM applications. * Maintain database performance by identifying and resolving production and application development problems. * Participate in workflow analysis and modelling utilizing SQL Server and SQL Management Studio. * Translate BPM requirement specifications into Appian applications and solutions ensuring the highest quality and performance. * Deliver projects in either Agile or Waterfall software development methodologies, as project dictates. * Conduct and participate in detailed design reviews and validate that the design follows the approved architecture. * Participate in the day-to-day activities of the Appian BPM development teams. * The work is primarily in the development area; however, you may also be required to perform Appian Installation, environment management, new environment creation, Appian upgrades, deployments, manage database performance and related activities. • Have 12+ years of software engineering experience, demonstrating proficiency in one or more of the following technologies: Appian, Scripting, REST API services, Java and JavaScript. * 10-12 years of Appian Development Experience. * Should have done complete end-to-end implementation for at least 4 projects. • Exhibit expertise in integrations utilizing Web API, Integrations, with the capability to tailor these functionalities to suit external system requirements. • Showcase a robust grasp of database principles, coupled with practical experience in Stored Procs, Triggers, Views, Joins, MySQL, or SQL Server. • Strong knowledge and experience in Appian Process Reports, Process Models, Rules & Expressions, Records, and Data Management including Complex Data Types, XSDs, SQL, Inter Process Communication, RBAC, and Process Reporting on Appian 23. X and above. * Knowledge and experience using the latest Platform features. • Possess Lead Appian Certification. • Embrace an agile mindset and possess a knack for crafting solutions that facilitate business process automation. • Client interaction and communications • Offer a blend of technical prowess, strong business acumen, leadership abilities, and a track record of effective knowledge transfer. * Experience leading the design and development or Appian applications. * Experience leading small to medium size teams.

Signals

Skill scala-backend-developer
0.22
Alias low-code-developer
1.00
KRA node-backend-developer
0.57

Post-classification

Centroidupdated · n=2
Alias collision log
New-role queue
New skills captured17
New KRA capturedyes

Captured for admin review

Appian primary Low-Code Developer pending
BPM primary Low-Code Developer pending
Active Directory primary Low-Code Developer pending
SQL Server Management Studio primary Low-Code Developer pending
Waterfall Low-Code Developer pending
REST API primary Low-Code Developer pending
Web API primary Low-Code Developer pending
Stored Procedures primary Low-Code Developer pending
Triggers primary Low-Code Developer pending
Process Reports primary Low-Code Developer pending
Process Models primary Low-Code Developer pending
Rules & Expressions primary Low-Code Developer pending
Data Management primary Low-Code Developer pending
XSD primary Low-Code Developer pending
Inter Process Communication primary Low-Code Developer pending
Appian Process Reporting primary Low-Code Developer pending
Appian Platform primary Low-Code Developer pending
R&R fragment (sim 0.00) Low-Code Developer pending

* Collaborate with business partners to understand their needs and challenges, and gather business, functional and non-functional requirements. * Design, develop, configure, test, deploy, maintain and…

Status: completed Created: 2026-05-27T15:23:04.375784Z Updated: 2026-06-12T16:30:32.038390Z API 3 duration: 57750 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

Low-Code Developer

domain · ITSM & Automation CASE DOMAIN

slug: low-code-developer · id: 209 · source: db

Domain=ITSM & Automation; The JD is centered on Appian development, BPM workflows, integrations, and Appian platform administration, which best matches the Low-Code Developer role with Appian as an alias.

Matched skills

AppianBPMLDAPActive DirectorySQL ServerSQL Management StudioAgileWaterfallREST API servicesJavaJavaScriptWeb APIStored ProcsTriggersViewsJoinsMySQLRBACXSDs

Matched dimensions

Low-code BPM application developmentEnterprise integration designDatabase-backed application developmentWorkflow analysis and modelingAppian platform administrationAgile/Waterfall deliveryArchitecture review and solution validationBusiness process automation

Matched KRAs

Design, develop, configure, test, deploy Appian workflowsDesign and implement complex enterprise integrationsDesign and develop database objectsMaintain database performanceParticipate in workflow analysis and modellingTranslate BPM requirements into Appian applicationsConduct detailed design reviewsPerform Appian installation and environment management

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
8
Skipped

Job description

* Collaborate with business partners to understand their needs and challenges, and gather business, functional and non-functional requirements.
* Design, develop, configure, test, deploy, maintain and enhance Appian based custom Business Process Management (BPM) workflows across the enterprise.
* Design and implement complex enterprise integrations with industry standard technologies including LDAP, Active Directory and other internal systems in the enterprise.
* Design and develop database objects to support BPM applications.
* Maintain database performance by identifying and resolving production and application development problems.
* Participate in workflow analysis and modelling utilizing SQL Server and SQL Management Studio.
* Translate BPM requirement specifications into Appian applications and solutions ensuring the highest quality and performance.
* Deliver projects in either Agile or Waterfall software development methodologies, as project dictates.
* Conduct and participate in detailed design reviews and validate that the design follows the approved architecture.
* Participate in the day-to-day activities of the Appian BPM development teams.
* The work is primarily in the development area; however, you may also be required to perform Appian Installation, environment management, new environment creation, Appian upgrades, deployments, manage database performance and related activities.


Mandatory Skills Description:


• Have 12+ years of software engineering experience, demonstrating proficiency in one or more of the following technologies: Appian, Scripting, REST API services, Java and JavaScript.
* 10-12 years of Appian Development Experience.
* Should have done complete end-to-end implementation for at least 4 projects.
• Exhibit expertise in integrations utilizing Web API, Integrations, with the capability to tailor these functionalities to suit external system requirements.
• Showcase a robust grasp of database principles, coupled with practical experience in Stored Procs, Triggers, Views, Joins, MySQL, or SQL Server.
• Strong knowledge and experience in Appian Process Reports, Process Models, Rules & Expressions, Records, and Data Management including Complex Data Types, XSDs, SQL, Inter Process Communication, RBAC, and Process Reporting on Appian 23. X and above.
* Knowledge and experience using the latest Platform features.
• Possess Lead Appian Certification.
• Embrace an agile mindset and possess a knack for crafting solutions that facilitate business process automation.
• Client interaction and communications
• Offer a blend of technical prowess, strong business acumen, leadership abilities, and a track record of effective knowledge transfer.
* Experience leading the design and development or Appian applications.
* Experience leading small to medium size teams.
• Possess a bachelor’s degree in Computer Science, Engineering, or a related technical field from an accredited university or college.

Skills from this JD

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

Appian Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
BPM 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
LDAP Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: LDAP id=3143 · ldap

Aliases — catalog

  • LDAP (CANONICAL) primary

Context tags (catalog)

Active Directory DN LDAP filter LDAP query LDAP server LDAPv3 SSL/TLS attributes authentication bind directory service entry replication schema search base

Stored enrichment (catalog DB)

Category
Protocol
Sub-category
Directory Access Protocol
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: LDAP remains a common enterprise directory protocol; many JDs still list it for identity, SSO, and directory integration work, especially alongside Active Directory and OpenLDAP.

Skill profile (library / DB)

Skill nature
PROTOCOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
10
Sub-category id
2450
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Authentication and Identity Integration Catalog dimension db id 351

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Authentication and Identity Integration
authentication-and-identity-integration
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Active Directory 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
Security Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SQL Server Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SQL Server id=18 · sql-server

Aliases — catalog

  • SQL Server (CANONICAL) primary
  • SQL Server 2000 (VERSION)
  • SQL Server 2005 (VERSION)
  • SQL Server 2008 (VERSION)
  • SQL Server 2012 (VERSION)
  • SQL Server 2014 (VERSION)
  • SQL Server 2016 (VERSION)
  • SQL Server 2017 (VERSION)
  • SQL Server 2019 (VERSION)
  • SQL Server 2022 (VERSION)
  • SQL Server 6.5 (VERSION)
  • SQL Server 7.0 (VERSION)

Context tags (catalog)

Always On CLR Integration Clustered Index ETL Execution Plan Linked Servers Query Store Replication SQL Agent SQL Server Agent SQL Server Integration Services SQL Server Management Studio SQL Server Reporting Services SSIS SSMS SSRS Stored Procedures T-SQL TempDB backup and recovery backup and restore clustering data migration data warehousing database design database normalization indexing performance tuning query optimization replication stored procedures transaction log transaction logs

Stored enrichment (catalog DB)

Category
Datastore
Sub-category
Relational Database
Vendor
Microsoft
License
proprietary
Year introduced
1989
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: SQL Server appears in many enterprise job descriptions and remains a major Microsoft-supported RDBMS with active Azure SQL/SQL Server demand; it is a common hiring-pipeline staple, not a sunset technology.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
3
Sub-category id
29
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Relational Database Design Catalog dimension db id 4

    Library dimension (catalog)

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

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Relational Database Design
relational-database-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL Server Management Studio Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Databases
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3594
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

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)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Waterfall Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
REST API Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST APIs id=457 · rest-apis

Aliases — catalog

  • REST APIs (CANONICAL) primary

Context tags (catalog)

API Gateway API gateway API versioning CORS CRUD HATEOAS HTTP JSON OAuth OAuth 2.0 OpenAPI Postman RESTful RESTful services Swagger URI Webhooks authentication authorization client-server endpoint endpoints idempotency microservices middleware pagination query parameters rate limiting resource representation resource-oriented serialization stateless status codes throttling versioning webhooks

Stored enrichment (catalog DB)

Category
Protocol
Sub-category
Rest Api Architecture Style
Year introduced
2000
Confidence
0.78
Version strategy
NOT_APPLICABLE

Maturity reasoning: REST APIs are a standard requirement in many software JDs and API platform docs; they remain the default web service style alongside OpenAPI/JSON over HTTP, with no vendor sunset or replacement trend.

Skill profile (library / DB)

Skill nature
PROTOCOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
10
Sub-category id
3376
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Integration and Data Fetching Catalog dimension db id 127

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

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

  • Asynchronous Data Fetching Catalog dimension db id 323

    Library dimension (catalog)

    Roles linked in library: Flutter Developer

  • Client API Integration Catalog dimension db id 377

    Library dimension (catalog)

    Roles linked in library: Ionic Developer

  • External System Integrations Catalog dimension db id 14

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Drupal Dev, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

  • Magento Integration Adapters Catalog dimension db id 401

    Library dimension (catalog)

    Roles linked in library: Magento Dev

  • Mobile Client Networking and API Integration Catalog dimension db id 309

    Library dimension (catalog)

    Roles linked in library: Flutter Developer, React Native Developer

  • Networking and API Integration Catalog dimension db id 84

    Library dimension (catalog)

    Roles linked in library: Android Developer, Hybrid Mobile Developer, Native Mobile Developer, iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Integration and Data Fetching
api-integration-and-data-fetching
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
API Interface and Contract Design
api-interface-and-contract-design
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Asynchronous Data Fetching
asynchronous-data-fetching
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Client API Integration
client-api-integration
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
External System Integrations
external-system-integrations
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Magento Integration Adapters
magento-integration-adapters
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Mobile Client Networking and API Integration
mobile-client-networking-and-api-integration
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Networking and API Integration
networking-and-api-integration
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
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 skipped (dimension not under chosen role)
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: JavaScript id=607 · javascript

Aliases — catalog

  • JavaScript (CANONICAL) primary
  • ES2015 (VERSION)
  • ES2016 (VERSION)
  • ES2017 (VERSION)
  • ES2018 (VERSION)
  • ES2019 (VERSION)
  • ES2020 (VERSION)
  • ES2021 (VERSION)
  • ES2022 (VERSION)
  • ES2023 (VERSION)
  • ES2024 (VERSION)
  • ES5 (VERSION)
  • ES6 (VERSION)
  • JavaScript ES2015 (VERSION)
  • JavaScript ES2020 (VERSION)
  • JavaScript ES6 (VERSION)
  • modern JavaScript (VERSION)

Context tags (catalog)

AJAX Angular Babel DOM DOM manipulation ES6 Express JSON Node.js REST RESTful React TypeScript Vue Vue.js Webpack async/await asynchronous callback callback functions closure event-driven jQuery npm promises

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Mozilla
License
mpl
Year introduced
1995
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: JavaScript appears in a very high volume of job postings across frontend, backend, and full-stack roles, and remains a core language in major ecosystems like Node.js and React.

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)

  • Cross-Platform App Languages Catalog dimension db id 167

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

  • JavaScript and TypeScript Catalog dimension db id 114

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Ionic Developer, Node.js Backend Developer, React Frontend Developer, React Native Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • JavaScript for WordPress Catalog dimension db id 329

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • 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 & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Storefront JavaScript and DOM Behavior Catalog dimension db id 422

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web API 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
Stored Procedures Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Databases
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Triggers Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Databases
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Views Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Views id=3116 · views

Aliases — catalog

  • Views (CANONICAL) primary

Context tags (catalog)

AJAX CRUD operations MVC RESTful API UI components client-side rendering component lifecycle data binding data visualization dynamic content event handling query builder server-side rendering state management template rendering

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Query Builder Framework
Vendor
null
License
unknown
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: “Views” as a query-builder framework has low JD volume and is largely overshadowed by ORM/query tools like Django ORM, SQLAlchemy, and Knex in current postings and docs.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
2424
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Views and Content Querying Catalog dimension db id 347

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Views and Content Querying
views-and-content-querying
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Joins Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Joins id=3552 · joins

Aliases — catalog

  • Joins (CANONICAL) primary
  • joins (CANONICAL)

Context tags (catalog)

CROSS JOIN FULL OUTER JOIN INNER JOIN JOIN conditions JOIN syntax LEFT JOIN ON clause RIGHT JOIN SELF JOIN SQL SQL queries cross join data retrieval database normalization inner join join conditions left join natural join outer join query optimization relational database relational databases right join self join subqueries table relationships

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Sql Joins
Confidence
0.95
Version strategy
NOT_APPLICABLE

Maturity reasoning: SQL joins are a core hiring-pipeline staple; they appear in most backend/data engineer JDs and are foundational across PostgreSQL, MySQL, and analytics roles.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
3078
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Relational Database Design Catalog dimension db id 4

    Library dimension (catalog)

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

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Relational Database Design
relational-database-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MySQL Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: MySQL id=17 · mysql

Aliases — catalog

  • MySQL (CANONICAL) primary

Context tags (catalog)

ACID ACID compliance Backup Data Warehousing Database Design ER Diagrams EXPLAIN Indexes InnoDB JOIN Joins MyISAM Normalization PHPMyAdmin Query Optimization Replication SQL SQL queries Stored Procedures Transactions Triggers backup backup and restore backup strategies data modeling data normalization database design database normalization database schema foreign keys indexes indexing joins master-slave normalization performance tuning query optimization read replicas replication schema design schema management sharding stored procedures transaction isolation transaction management transactions triggers

Stored enrichment (catalog DB)

Category
Datastore
Sub-category
Relational Database
Vendor
Oracle Corporation
License
gpl_v2
Year introduced
1995
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: MySQL appears in a large share of backend/DB job descriptions and remains a standard managed offering across AWS RDS, Cloud SQL, and Azure Database, indicating broad hiring-pipeline demand.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
3
Sub-category id
29
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Relational Data Modeling Catalog dimension db id 216

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer, Fullstack Developer, PHP Backend Developer

  • Relational Database Design Catalog dimension db id 4

    Library dimension (catalog)

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

  • Relational Database Usage Catalog dimension db id 371

    Library dimension (catalog)

    Roles linked in library: Go Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Relational Data Modeling
relational-data-modeling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Relational Database Design
relational-database-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Relational Database Usage
relational-database-usage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Process Reports 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
Data Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Process Models Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Rules & Expressions Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Records Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: records id=2214 · records

Aliases — catalog

  • records (CANONICAL) primary
  • Records (CANONICAL)

Context tags (catalog)

CRUD operations audit trail audit trails compliance data classification data integrity data lifecycle data management data persistence data retrieval database records digital archiving document management immutable information governance metadata record keeping record locking record retention record systems record types schema serialization transactional version control versioning

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Record Type Concept
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: Records are a common language feature in C#, Java, Swift, and TypeScript-like ecosystems; they appear in many JDs as immutable data/DTO modeling, indicating broad adoption rather than a niche tool.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2506
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • C# and .NET Languages Catalog dimension db id 362

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer

  • 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

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
C# and .NET Languages
c-and-net-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java Language and JVM
java-language-and-jvm
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Data Management Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
XSD 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
Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SQL Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SQL id=101 · sql

Aliases — catalog

  • SQL (CANONICAL) primary

Context tags (catalog)

ACID CTE DDL DML ETL JOIN MySQL NoSQL OLAP ORM PostgreSQL SQL injection SQLite T-SQL data modeling data warehousing database normalization execution plan indexing joins normalization query optimization stored procedures subquery transaction isolation transaction management window functions

Stored enrichment (catalog DB)

Category
Language
Sub-category
Query Language
Vendor
ANSI
License
unknown
Year introduced
1974
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: SQL appears in a large share of data, backend, and analytics job descriptions and remains the default query language for PostgreSQL, MySQL, and cloud warehouses like Snowflake/BigQuery.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
97
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Pega Programming Languages & DSLs Catalog dimension db id 267

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Programming Languages & DSLs Catalog dimension db id 475

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

  • Programming Languages for Data Work Catalog dimension db id 21

    Library dimension (catalog)

    Roles linked in library: Data Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Inter Process Communication Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
RBAC Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: RBAC id=29 · rbac

Aliases — catalog

  • RBAC (CANONICAL) primary

Context tags (catalog)

ACL IAM LDAP OAuth SAML access control access matrix access policies attribute-based access attribute-based access control audit trails authorization compliance entitlements group membership identity management least privilege multi-factor authentication multi-tenancy permissions policy policy enforcement principle of least privilege privilege escalation privileges resource access role hierarchy role-based access control roles security model security policies segregation of duties user management user roles

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Access Control Concept
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: RBAC is a standard access-control model widely listed in security and IAM job descriptions, and it underpins common products like AWS IAM and Kubernetes RBAC.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
5
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Authentication and Authorization Catalog dimension db id 6

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Go Backend Developer, Java Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer

  • Backend Authentication and Authorization Catalog dimension db id 386

    Library dimension (catalog)

    Roles linked in library: Kotlin Backend Developer, Ruby Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Authentication and Authorization
authentication-and-authorization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Backend Authentication and Authorization
backend-authentication-and-authorization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Appian Process Reporting Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Cloud Platforms
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Appian Platform Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

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
LDAP in_db
Authentication and Identity Integration
authentication-and-identity-integration
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL Server in_db
Relational Database Design
relational-database-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST API new
API Integration and Data Fetching
api-integration-and-data-fetching
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
REST API new
API Interface and Contract Design
api-interface-and-contract-design
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
REST API new
Asynchronous Data Fetching
asynchronous-data-fetching
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
REST API new
Client API Integration
client-api-integration
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
REST API new
External System Integrations
external-system-integrations
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
REST API new
Magento Integration Adapters
magento-integration-adapters
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
REST API new
Mobile Client Networking and API Integration
mobile-client-networking-and-api-integration
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
REST API new
Networking and API Integration
networking-and-api-integration
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Java in_db
Java Language and JVM
java-language-and-jvm
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Kotlin and Java
kotlin-and-java
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Native Mobile Languages
native-mobile-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Java in_db
Programming Languages & 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)
JavaScript in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Views in_db
Views and Content Querying
views-and-content-querying
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Joins in_db
Relational Database Design
relational-database-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MySQL in_db
Relational Data Modeling
relational-data-modeling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MySQL in_db
Relational Database Design
relational-database-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MySQL in_db
Relational Database Usage
relational-database-usage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Records in_db
C# and .NET Languages
c-and-net-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Records in_db
Java Language and JVM
java-language-and-jvm
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL in_db
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL in_db
Programming Languages for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
RBAC in_db
Authentication and Authorization
authentication-and-authorization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
RBAC in_db
Backend Authentication and Authorization
backend-authentication-and-authorization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Appian | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed BPM | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Active Directory | type=Security Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed SQL Server Management Studio | type=Databases subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Waterfall | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Web API | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Stored Procedures | type=Databases subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Triggers | type=Databases subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Process Reports | type=Data Engineering Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Process Models | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Rules & Expressions | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Data Management | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed XSD | type=Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR
canonical_skill_proposed Inter Process Communication | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Appian Process Reporting | type=Cloud Platforms subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Appian Platform | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
dimension_skill_link_proposed REST API ↔ API Integration and Data Fetching
dimension_skill_link_proposed REST API ↔ API Interface and Contract Design
dimension_skill_link_proposed REST API ↔ Asynchronous Data Fetching
dimension_skill_link_proposed REST API ↔ Client API Integration
dimension_skill_link_proposed REST API ↔ External System Integrations
dimension_skill_link_proposed REST API ↔ Magento Integration Adapters
dimension_skill_link_proposed REST API ↔ Mobile Client Networking and API Integration
dimension_skill_link_proposed REST API ↔ Networking and API Integration
nano JD Parser — gpt-4.1-nano click to toggle
RoleAppian Developer
Experience12+ years of software engineering experience
DomainIT Services & Consulting
JD type pass

Certifications

Lead Appian Certification
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [
    "Lead Appian Certification"
  ],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO",
        "Tech Consulting"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science / Engineering (or related)",
      "raw": "Possess a bachelor\u2019s degree in Computer Science, Engineering, or a related technical field from an accredited university or college.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 12,
    "raw": "12+ years of software engineering experience"
  },
  "job_locations": [],
  "role": "Appian Developer",
  "role_aliases": [
    "Appian Engineer",
    "BPM Developer",
    "Business Process Management Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 11,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Collaborate with business partners to",
        "last_5_words": "manage database performance and related activities."
      },
      "text": "* Collaborate with business partners to understand their needs and challenges, and gather business, functional and non-functional requirements.\n* Design, develop, configure, test, deploy, maintain and enhance Appian based custom Business Process Management (BPM) workflows across the enterprise.\n* Design and implement complex enterprise integrations with industry standard technologies including LDAP, Active Directory and other internal systems in the enterprise.\n* Design and develop database objects to support BPM applications.\n* Maintain database performance by identifying and resolving production and application development problems.\n* Participate in workflow analysis and modelling utilizing SQL Server and SQL Management Studio.\n* Translate BPM requirement specifications into Appian applications and solutions ensuring the highest quality and performance.\n* Deliver projects in either Agile or Waterfall software development methodologies, as project dictates.\n* Conduct and participate in detailed design reviews and validate that the design follows the approved architecture.\n* Participate in the day-to-day activities of the Appian BPM development teams.\n* The work is primarily in the development area; however, you may also be required to perform Appian Installation, environment management, new environment creation, Appian upgrades, deployments, manage database performance and related activities.",
      "word_count": 218
    },
    {
      "bullet_count": 12,
      "heading": "Mandatory Skills Description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Have 12+ years of software",
        "last_5_words": "leading small to medium size teams."
      },
      "text": "\u2022 Have 12+ years of software engineering experience, demonstrating proficiency in one or more of the following technologies: Appian, Scripting, REST API services, Java and JavaScript.\n* 10-12 years of Appian Development Experience.\n* Should have done complete end-to-end implementation for at least 4 projects.\n\u2022 Exhibit expertise in integrations utilizing Web API, Integrations, with the capability to tailor these functionalities to suit external system requirements.\n\u2022 Showcase a robust grasp of database principles, coupled with practical experience in Stored Procs, Triggers, Views, Joins, MySQL, or SQL Server.\n\u2022 Strong knowledge and experience in Appian Process Reports, Process Models, Rules \u0026 Expressions, Records, and Data Management including Complex Data Types, XSDs, SQL, Inter Process Communication, RBAC, and Process Reporting on Appian 23. X and above.\n* Knowledge and experience using the latest Platform features.\n\u2022 Possess Lead Appian Certification.\n\u2022 Embrace an agile mindset and possess a knack for crafting solutions that facilitate business process automation.\n\u2022 Client interaction and communications\n\u2022 Offer a blend of technical prowess, strong business acumen, leadership abilities, and a track record of effective knowledge transfer.\n* Experience leading the design and development or Appian applications.\n* Experience leading small to medium size teams.",
      "word_count": 263
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Appian"
    },
    {
      "is_primary": true,
      "skill_name": "BPM"
    },
    {
      "is_primary": true,
      "skill_name": "LDAP"
    },
    {
      "is_primary": true,
      "skill_name": "Active Directory"
    },
    {
      "is_primary": true,
      "skill_name": "SQL Server"
    },
    {
      "is_primary": true,
      "skill_name": "SQL Server Management Studio"
    },
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": false,
      "skill_name": "Waterfall"
    },
    {
      "is_primary": true,
      "skill_name": "REST API"
    },
    {
      "is_primary": true,
      "skill_name": "Java"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "Web API"
    },
    {
      "is_primary": true,
      "skill_name": "Stored Procedures"
    },
    {
      "is_primary": true,
      "skill_name": "Triggers"
    },
    {
      "is_primary": true,
      "skill_name": "Views"
    },
    {
      "is_primary": true,
      "skill_name": "Joins"
    },
    {
      "is_primary": true,
      "skill_name": "MySQL"
    },
    {
      "is_primary": true,
      "skill_name": "Process Reports"
    },
    {
      "is_primary": true,
      "skill_name": "Process Models"
    },
    {
      "is_primary": true,
      "skill_name": "Rules \u0026 Expressions"
    },
    {
      "is_primary": true,
      "skill_name": "Records"
    },
    {
      "is_primary": true,
      "skill_name": "Data Management"
    },
    {
      "is_primary": true,
      "skill_name": "XSD"
    },
    {
      "is_primary": true,
      "skill_name": "SQL"
    },
    {
      "is_primary": true,
      "skill_name": "Inter Process Communication"
    },
    {
      "is_primary": true,
      "skill_name": "RBAC"
    },
    {
      "is_primary": true,
      "skill_name": "Appian Process Reporting"
    },
    {
      "is_primary": true,
      "skill_name": "Appian Platform"
    }
  ],
  "jd_role": {
    "display_name": "Appian Developer",
    "rationale": null,
    "role_aliases": [
      "Appian Engineer",
      "BPM Developer",
      "Business Process Management Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [
      "Lead Appian Certification"
    ],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science / Engineering (or related)",
        "raw": "Possess a bachelor\u2019s degree in Computer Science, Engineering, or a related technical field from an accredited university or college.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 12,
      "raw": "12+ years of software engineering experience"
    },
    "job_locations": [],
    "role": "Appian Developer",
    "role_aliases": [
      "Appian Engineer",
      "BPM Developer",
      "Business Process Management Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 11,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Collaborate with business partners to",
          "last_5_words": "manage database performance and related activities."
        },
        "text": "* Collaborate with business partners to understand their needs and challenges, and gather business, functional and non-functional requirements.\n* Design, develop, configure, test, deploy, maintain and enhance Appian based custom Business Process Management (BPM) workflows across the enterprise.\n* Design and implement complex enterprise integrations with industry standard technologies including LDAP, Active Directory and other internal systems in the enterprise.\n* Design and develop database objects to support BPM applications.\n* Maintain database performance by identifying and resolving production and application development problems.\n* Participate in workflow analysis and modelling utilizing SQL Server and SQL Management Studio.\n* Translate BPM requirement specifications into Appian applications and solutions ensuring the highest quality and performance.\n* Deliver projects in either Agile or Waterfall software development methodologies, as project dictates.\n* Conduct and participate in detailed design reviews and validate that the design follows the approved architecture.\n* Participate in the day-to-day activities of the Appian BPM development teams.\n* The work is primarily in the development area; however, you may also be required to perform Appian Installation, environment management, new environment creation, Appian upgrades, deployments, manage database performance and related activities.",
        "word_count": 218
      },
      {
        "bullet_count": 12,
        "heading": "Mandatory Skills Description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Have 12+ years of software",
          "last_5_words": "leading small to medium size teams."
        },
        "text": "\u2022 Have 12+ years of software engineering experience, demonstrating proficiency in one or more of the following technologies: Appian, Scripting, REST API services, Java and JavaScript.\n* 10-12 years of Appian Development Experience.\n* Should have done complete end-to-end implementation for at least 4 projects.\n\u2022 Exhibit expertise in integrations utilizing Web API, Integrations, with the capability to tailor these functionalities to suit external system requirements.\n\u2022 Showcase a robust grasp of database principles, coupled with practical experience in Stored Procs, Triggers, Views, Joins, MySQL, or SQL Server.\n\u2022 Strong knowledge and experience in Appian Process Reports, Process Models, Rules \u0026 Expressions, Records, and Data Management including Complex Data Types, XSDs, SQL, Inter Process Communication, RBAC, and Process Reporting on Appian 23. X and above.\n* Knowledge and experience using the latest Platform features.\n\u2022 Possess Lead Appian Certification.\n\u2022 Embrace an agile mindset and possess a knack for crafting solutions that facilitate business process automation.\n\u2022 Client interaction and communications\n\u2022 Offer a blend of technical prowess, strong business acumen, leadership abilities, and a track record of effective knowledge transfer.\n* Experience leading the design and development or Appian applications.\n* Experience leading small to medium size teams.",
        "word_count": 263
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "0599ed86-a146-45f0-9335-151d29a89832",
  "stage3_signals": {
    "alias_found": true,
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      {
        "display_name": "Low-Code Developer",
        "kra_matches": null,
        "matched_count": null,
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      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Node.js Backend Developer",
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          {
            "kra_text": "defect diagnosis and performance tuning",
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          {
            "kra_text": "external system integration",
            "sentence": "Design and implement complex enterprise integrations with industry standard technologies including LDAP, Active Directory and other internal systems in the enterprise.",
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          },
          {
            "kra_text": "external system integration",
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        ],
        "matched_count": null,
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        "role_id": 82,
        "score": 0.5655,
        "slug": "node-backend-developer",
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      },
      {
        "display_name": "Java Backend Developer",
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          {
            "kra_text": "backend performance tuning",
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            "kra_text": "external system integration",
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          }
        ],
        "matched_count": null,
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        "role_id": 79,
        "score": 0.5596,
        "slug": "java-backend-developer",
        "total_count": null
      },
      {
        "display_name": "PHP Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
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          },
          {
            "kra_text": "external system integration",
            "sentence": "Design and implement complex enterprise integrations with industry standard technologies including LDAP, Active Directory and other internal systems in the enterprise.",
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          },
          {
            "kra_text": "external system integration",
            "sentence": "Exhibit expertise in integrations utilizing Web API, Integrations, with the capability to tailor these functionalities to suit external system requirements.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 86,
        "score": 0.5527,
        "slug": "php-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "external system integration implementation",
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          },
          {
            "kra_text": "external system integration implementation",
            "sentence": "Exhibit expertise in integrations utilizing Web API, Integrations, with the capability to tailor these functionalities to suit external system requirements.",
            "similarity": 0.5421
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Collaborate with business partners to understand their needs and challenges, and gather business, functional and non-functional requirements.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.5467,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Kotlin Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Maintain database performance by identifying and resolving production and application development problems.",
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          },
          {
            "kra_text": "internal and external system integration",
            "sentence": "Design and implement complex enterprise integrations with industry standard technologies including LDAP, Active Directory and other internal systems in the enterprise.",
            "similarity": 0.5461
          },
          {
            "kra_text": "internal and external system integration",
            "sentence": "Exhibit expertise in integrations utilizing Web API, Integrations, with the capability to tailor these functionalities to suit external system requirements.",
            "similarity": 0.5282
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 84,
        "score": 0.5446,
        "slug": "kotlin-server-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "Java",
          "Joins",
          "MySQL",
          "RBAC",
          "SQL Server",
          "records"
        ],
        "role_id": 87,
        "score": 0.2222,
        "slug": "scala-backend-developer",
        "total_count": 27
      },
      {
        "display_name": "Kotlin Backend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "Java",
          "Joins",
          "MySQL",
          "RBAC",
          "SQL Server",
          "records"
        ],
        "role_id": 84,
        "score": 0.2222,
        "slug": "kotlin-server-backend-developer",
        "total_count": 27
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "Java",
          "JavaScript",
          "Joins",
          "MySQL",
          "RBAC",
          "SQL Server"
        ],
        "role_id": 1,
        "score": 0.2222,
        "slug": "backend-engineer",
        "total_count": 27
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          "Joins",
          "MySQL",
          "RBAC",
          "SQL Server",
          "records"
        ],
        "role_id": 83,
        "score": 0.1852,
        "slug": "dotnet-backend-developer",
        "total_count": 27
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          "JavaScript",
          "Joins",
          "MySQL",
          "RBAC",
          "SQL Server"
        ],
        "role_id": 82,
        "score": 0.1852,
        "slug": "node-backend-developer",
        "total_count": 27
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Low-Code Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 209,
      "score": 0.99,
      "slug": "low-code-developer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Low-code BPM application development",
      "Enterprise integration design",
      "Database-backed application development",
      "Workflow analysis and modeling",
      "Appian platform administration",
      "Agile/Waterfall delivery",
      "Architecture review and solution validation",
      "Business process automation"
    ],
    "matched_kras": [
      "Design, develop, configure, test, deploy Appian workflows",
      "Design and implement complex enterprise integrations",
      "Design and develop database objects",
      "Maintain database performance",
      "Participate in workflow analysis and modelling",
      "Translate BPM requirements into Appian applications",
      "Conduct detailed design reviews",
      "Perform Appian installation and environment management"
    ],
    "matched_skills": [
      "Appian",
      "BPM",
      "LDAP",
      "Active Directory",
      "SQL Server",
      "SQL Management Studio",
      "Agile",
      "Waterfall",
      "REST API services",
      "Java",
      "JavaScript",
      "Web API",
      "Stored Procs",
      "Triggers",
      "Views",
      "Joins",
      "MySQL",
      "RBAC",
      "XSDs"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=ITSM \u0026 Automation; The JD is centered on Appian development, BPM workflows, integrations, and Appian platform administration, which best matches the Low-Code Developer role with Appian as an alias.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 2,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 959,
      "r_and_r_preview": "* Collaborate with business partners to understand their needs and challenges, and gather business, functional and non-functional requirements.\n* Design, develop, configure, test, deploy, maintain and",
      "role_display_name": "Low-Code Developer",
      "role_slug": "low-code-developer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 14019,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Appian",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14020,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "BPM",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14021,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Active Directory",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14022,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "SQL Server Management Studio",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 14023,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Waterfall",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14024,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "REST API",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14025,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Web API",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14026,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Stored Procedures",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14027,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Triggers",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14028,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Process Reports",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14029,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Process Models",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14030,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Rules \u0026 Expressions",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14031,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Data Management",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14032,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "XSD",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14033,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Inter Process Communication",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14034,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Appian Process Reporting",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 14035,
        "role_display_name": "Low-Code Developer",
        "role_slug": "low-code-developer",
        "skill_name": "Appian Platform",
        "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": 4620,
      "existing_alias_text": "LDAP",
      "input_term": "LDAP",
      "matched_canonical": {
        "category_id": 10,
        "display_name": "LDAP",
        "id": 3143,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "ldap",
        "sub_category_id": 2450,
        "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": 135,
      "existing_alias_text": "SQL Server",
      "input_term": "SQL Server",
      "matched_canonical": {
        "category_id": 3,
        "display_name": "SQL Server",
        "id": 18,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "sql-server",
        "sub_category_id": 29,
        "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": 868,
      "existing_alias_text": "Agile",
      "input_term": "Agile",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 3594,
        "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": null,
      "existing_alias_text": null,
      "input_term": "REST API",
      "matched_canonical": {
        "category_id": 10,
        "display_name": "REST APIs",
        "id": 457,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
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          "display_name": "Native Mobile Developer",
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      "input_skill": "Java",
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      "input_skill": "JavaScript",
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          "slug": "ionic-developer",
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        {
          "display_name": "React Native Developer",
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          "display_name": "Svelte Frontend Developer",
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          "display_name": "Vue Frontend Developer",
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        {
          "display_name": "Web Developer",
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    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "JavaScript for WordPress",
        "id": 329,
        "rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
        "slug": "javascript-for-wordpress",
        "source": "db"
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      "input_skill": "JavaScript",
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      "roles_from_db": [
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          "display_name": "WordPress Dev",
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    },
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        "difficulty_hint": "well_known",
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          "display_name": "Fullstack Developer",
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    },
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        "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
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      "input_skill": "JavaScript",
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          "display_name": "Drupal Dev",
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          "rationale": null,
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    },
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        "slug": "sitecore-development-languages",
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        "display_name": "Views and Content Querying",
        "id": 347,
        "rationale": "Building listings, feeds, and filtered content displays using Drupal\u0027s query and presentation tools. This cluster is coherent because many Drupal features are delivered through reusable content queries rather than custom code.",
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        "source": "db"
      },
      "input_skill": "Views",
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          "rationale": null,
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    },
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        "slug": "relational-database-design",
        "source": "db"
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          "rationale": null,
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          "rationale": null,
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          "display_name": "Scala Backend Developer",
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        "source": "db"
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          "display_name": "PHP Backend Developer",
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        "slug": "relational-database-design",
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        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "xsd",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "SQL",
          "alias_type": "CANONICAL",
          "id": 271,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 6,
        "display_name": "SQL",
        "id": 101,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "sql",
        "sub_category_id": 97,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "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": "SQL",
          "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 \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": "SQL",
          "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": "SQL",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Data Engineer",
              "id": 2,
              "rationale": null,
              "role_archetype": null,
              "slug": "data-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "SQL",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Inter Process Communication",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "inter-process-communication",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "RBAC",
          "alias_type": "CANONICAL",
          "id": 166,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "RBAC",
        "id": 29,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "rbac",
        "sub_category_id": 5,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Authentication and Authorization",
            "id": 6,
            "rationale": "Identity, session, and access-control mechanisms used to protect PHP backend resources. This includes login flows, token handling, role checks, permissions, and policy enforcement in server-side code.",
            "slug": "authentication-and-authorization",
            "source": "db"
          },
          "input_skill": "RBAC",
          "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": "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": "Go Backend Developer",
              "id": 81,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "go-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Java Backend Developer",
              "id": 79,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "java-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "PHP Backend Developer",
              "id": 86,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "php-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Python Backend Developer",
              "id": 80,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "python-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Backend Authentication and Authorization",
            "id": 386,
            "rationale": "Identity and access control mechanisms used by backend services to authenticate users or clients and enforce permissions on protected resources. This includes token and session handling, OAuth 2.0 / OpenID Connect / SAML flows, JWT and access tokens, API keys, MFA, role- or claim-based authorization, RBAC/ABAC, scopes, policies, Spring Security, and authorization filters.",
            "slug": "backend-authentication-and-authorization",
            "source": "db"
          },
          "input_skill": "RBAC",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Kotlin Backend Developer",
              "id": 84,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "kotlin-server-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Ruby Backend Developer",
              "id": 85,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "ruby-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Scala Backend Developer",
              "id": 87,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "scala-backend-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "RBAC",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Appian Process Reporting",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "SHORT_LIVED",
          "version_strategy": "VERSIONED",
          "volatility": "FAST"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "appian-process-reporting",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Appian Platform",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "appian-platform",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Appian",
    "BPM",
    "Active Directory",
    "SQL Server Management Studio",
    "Waterfall",
    "Web API",
    "Stored Procedures",
    "Triggers",
    "Process Reports",
    "Process Models",
    "Rules \u0026 Expressions",
    "Data Management",
    "XSD",
    "Inter Process Communication",
    "Appian Process Reporting",
    "Appian Platform"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Low-Code Developer",
    "id": 209,
    "rationale": "Domain=ITSM \u0026 Automation; The JD is centered on Appian development, BPM workflows, integrations, and Appian platform administration, which best matches the Low-Code Developer role with Appian as an alias.",
    "role_archetype": null,
    "slug": "low-code-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Appian",
      "tag": "new"
    },
    {
      "skill": "BPM",
      "tag": "new"
    },
    {
      "skill": "LDAP",
      "tag": "in_db"
    },
    {
      "skill": "Active Directory",
      "tag": "new"
    },
    {
      "skill": "SQL Server",
      "tag": "in_db"
    },
    {
      "skill": "SQL Server Management Studio",
      "tag": "new"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "Waterfall",
      "tag": "new"
    },
    {
      "skill": "REST API",
      "tag": "in_db"
    },
    {
      "skill": "Java",
      "tag": "in_db"
    },
    {
      "skill": "JavaScript",
      "tag": "in_db"
    },
    {
      "skill": "Web API",
      "tag": "new"
    },
    {
      "skill": "Stored Procedures",
      "tag": "new"
    },
    {
      "skill": "Triggers",
      "tag": "new"
    },
    {
      "skill": "Views",
      "tag": "in_db"
    },
    {
      "skill": "Joins",
      "tag": "in_db"
    },
    {
      "skill": "MySQL",
      "tag": "in_db"
    },
    {
      "skill": "Process Reports",
      "tag": "new"
    },
    {
      "skill": "Process Models",
      "tag": "new"
    },
    {
      "skill": "Rules \u0026 Expressions",
      "tag": "new"
    },
    {
      "skill": "Records",
      "tag": "in_db"
    },
    {
      "skill": "Data Management",
      "tag": "new"
    },
    {
      "skill": "XSD",
      "tag": "new"
    },
    {
      "skill": "SQL",
      "tag": "in_db"
    },
    {
      "skill": "Inter Process Communication",
      "tag": "new"
    },
    {
      "skill": "RBAC",
      "tag": "in_db"
    },
    {
      "skill": "Appian Process Reporting",
      "tag": "new"
    },
    {
      "skill": "Appian Platform",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 209,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Authentication and Identity Integration",
          "id": 351,
          "rationale": "Sign-in and identity-related integration work for Drupal sites, including external identity providers and session-related behavior. This is distinct from general permissions because it focuses on how users authenticate and federate into the site.",
          "slug": "authentication-and-identity-integration",
          "source": "db"
        },
        "dimension_id": 351,
        "input_skill": "LDAP",
        "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": "Drupal Dev",
            "id": 228,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "drupal-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 3143,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 209,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Relational Database Design",
          "id": 4,
          "rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
          "slug": "relational-database-design",
          "source": "db"
        },
        "dimension_id": 4,
        "input_skill": "SQL Server",
        "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": "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": "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": "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": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 18,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 209,
        "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": "Agile",
        "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": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 209,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Agile",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 209,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Integration and Data Fetching",
          "id": 127,
          "rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
          "slug": "api-integration-and-data-fetching",
          "source": "db"
        },
        "dimension_id": 127,
        "input_skill": "REST API",
        "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": "Angular Frontend Developer",
            "id": 90,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "angular-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Svelte Frontend Developer",
            "id": 92,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "svelte-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Vue Frontend Developer",
            "id": 91,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "vue-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 209,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Interface and Contract Design",
          "id": 289,
          "rationale": "Designing backend service interfaces and contracts that other systems consume, including endpoint and operation shape, request/response payloads, schema and validation, pagination, filtering, idempotency, versioning, status codes, and backward compatibility across REST, GraphQL, gRPC, and OpenAPI-based APIs.",
          "slug": "api-interface-and-contract-design",
          "source": "db"
        },
        "dimension_id": 289,
        "input_skill": "REST API",
        "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": "PHP Backend Developer",
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            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "PHP Backend Developer",
            "id": 86,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "php-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 29,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 209,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Backend Authentication and Authorization",
          "id": 386,
          "rationale": "Identity and access control mechanisms used by backend services to authenticate users or clients and enforce permissions on protected resources. This includes token and session handling, OAuth 2.0 / OpenID Connect / SAML flows, JWT and access tokens, API keys, MFA, role- or claim-based authorization, RBAC/ABAC, scopes, policies, Spring Security, and authorization filters.",
          "slug": "backend-authentication-and-authorization",
          "source": "db"
        },
        "dimension_id": 386,
        "input_skill": "RBAC",
        "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": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Ruby Backend Developer",
            "id": 85,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "ruby-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 29,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 8
  },
  "planner_output": null,
  "run_id": "0599ed86-a146-45f0-9335-151d29a89832"
}

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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