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Pipeline run

00cd681b-c00a-4dc4-88b9-549156f306d3

Pipeline LLM cost (USD)
API 1: $0.0096 API 2: $0.0007 API 3: $0.0000 Total: $0.0103

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · SAP UI5 / ABAP Development
Build and enhance SAP UI5/Fiori apps and ABAP-based integrations, turning business needs into technical specs, APIs, and OData/CDS/RAP solutions while handling BTP/BAS deployment, upgrades, tuning, and Fiori extensibility. Work closely with Product Owners, architects, and consultants.
"• Lead and contribute to the design, development, and implementation of complex SAP solutions aligned with business needs."
Tech stack maturity
Mainstream Modern
SAP BTP and Fiori development with GitHub, HTML, JavaScript, MVC, and XML reflects a modern enterprise web application stack that is widely adopted but not bleeding-edge cloud-native.
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 (26)
SAP RAP CDS OData SAP Gateway SAP RISE SAP BTP SAP UI5 SAP ABAP Fiori SAP Business Application Studio JavaScript HTML XML MVC GitHub CDS Views AMDP Annotations SAP Build Apps BPA Workzone CAP ECC S/4HANA +1
Skill cluster (3 dimension groups, role-scoped)
Application Architecture and Code Organization
MVC
JavaScript and TypeScript
JavaScript
Cross-cutting / unaligned
SAP RAP CDS OData SAP Gateway SAP RISE SAP BTP SAP UI5 SAP ABAP Fiori SAP Business Application Studio HTML XML GitHub CDS Views AMDP Annotations SAP Build Apps BPA Workzone CAP ECC S/4HANA SAP Destinations
Show KRA description ↓
• Collaborate with cross-functional teams—Product Owners, SAP Architects, and Functional Consultants—to convert business requirements into clear technical specifications. • Develop APIs and integrations using modern SAP technologies such as RAP, CDS, OData, and SAP Gateway. • Lead and contribute to the design, development, and implementation of complex SAP solutions aligned with business needs. • Work with advanced SAP platforms and tools including SAP RISE and SAP BTP for next-generation application development. • 4+ years of experience in SAP UI5 and SAP ABAP development. • Strong expertise in designing and building applications using SAP UI5 and Fiori design principles. • Hands-on experience integrating OData services with SAP UI5 applications. • Proficiency with SAP Business Application Studio (BAS) for development and deployment. • Experience in SAP upgrade activities, performance tuning, and code optimization. • Strong knowledge of JavaScript, HTML, XML, and MVC concepts. • Experience with transport management on SAP BTP and Fiori using BAS. • Ability to extend standard Fiori applications and transform custom apps. • Understanding of SAP Destinations for cloud connectivity and integration with backend systems. • Familiarity with role governance for Fiori apps, tiles, and user access. • Experience using GitHub for version control, replication of developments, and application distribution. • Proficiency in CDS Views, AMDP, and Annotations, along with routing and SAP Gateway concepts. • Knowledge of Fiori app transformation from ECC to S/4HANA and experience with extensibility concepts in S/4HANA. • Added advantage: Exposure to SAP Build Apps, BPA, Workzone, and CAP.

Signals

Skill pega-developer
0.16
Alias
KRA flutter-developer
0.50

Post-classification

Centroidupdated · n=7
Alias collision log
New-role queue
New skills captured21
New KRA capturedyes

Captured for admin review

SAP primary SAP BTP / Fiori Developer pending
RAP primary SAP BTP / Fiori Developer pending
CDS primary SAP BTP / Fiori Developer pending
OData primary SAP BTP / Fiori Developer pending
SAP Gateway primary SAP BTP / Fiori Developer pending
SAP RISE primary SAP BTP / Fiori Developer pending
SAP BTP primary SAP BTP / Fiori Developer pending
SAP UI5 primary SAP BTP / Fiori Developer pending
SAP ABAP primary SAP BTP / Fiori Developer pending
Fiori primary SAP BTP / Fiori Developer pending
SAP Business Application Studio primary SAP BTP / Fiori Developer pending
CDS Views primary SAP BTP / Fiori Developer pending
AMDP primary SAP BTP / Fiori Developer pending
Annotations primary SAP BTP / Fiori Developer pending
SAP Build Apps SAP BTP / Fiori Developer pending
BPA SAP BTP / Fiori Developer pending
Workzone SAP BTP / Fiori Developer pending
CAP SAP BTP / Fiori Developer pending
ECC SAP BTP / Fiori Developer pending
S/4HANA SAP BTP / Fiori Developer pending
SAP Destinations SAP BTP / Fiori Developer pending
R&R fragment (sim 0.00) SAP BTP / Fiori Developer pending

• Collaborate with cross-functional teams—Product Owners, SAP Architects, and Functional Consultants—to convert business requirements into clear technical specifications. • Develop APIs and integratio…

Status: completed Created: 2026-05-27T14:29:56.921796Z Updated: 2026-06-12T17:37:39.420652Z API 3 duration: 54906 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

SAP BTP / Fiori Developer

domain · SAP CASE DOMAIN

slug: sap-btp-fiori-developer · id: 168 · source: db

Domain=SAP; The JD is centered on SAP UI5/Fiori application development and SAP BTP/BAS-based integrations, which best matches the SAP BTP / Fiori Developer role.

Matched skills

SAP UI5SAP ABAPRAPCDSODataSAP GatewaySAP RISESAP BTPSAP Business Application Studio (BAS)JavaScriptHTMLXMLMVCGitHubCDS ViewsAMDPAnnotationsSAP DestinationsFioriSAP Build Apps

Matched dimensions

SAP UI5/Fiori application developmentSAP BTP cloud application developmentAPI and integration developmentTechnical solution design and implementationPerformance tuning and code optimizationSAP Fiori extensibility and transformationCloud connectivity and transport managementRole governance and access management

Matched KRAs

Convert business requirements into clear technical specificationsDevelop APIs and integrations using modern SAP technologiesLead the design, development, and implementation of complex SAP solutionsWork with SAP RISE and SAP BTP for next-generation developmentDesign and build applications using SAP UI5 and Fiori principlesIntegrate OData services with SAP UI5 applicationsUse SAP Business Application Studio for development and deploymentSupport SAP upgrade activities, performance tuning, and code optimizationExtend standard Fiori applications and transform custom appsUse GitHub for version control and application distribution

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

This role is for one of the Weekday's clients

Salary range: Rs 1800000 - Rs 2500000 (ie INR 18-25 LPA)

Min Experience: 5 years

Location: Bengaluru, Hyderabad, Chennai

JobType: full-time

Requirements

Key Responsibilities

• Collaborate with cross-functional teams—Product Owners, SAP Architects, and Functional Consultants—to convert business requirements into clear technical specifications. 
• Develop APIs and integrations using modern SAP technologies such as RAP, CDS, OData, and SAP Gateway. 
• Lead and contribute to the design, development, and implementation of complex SAP solutions aligned with business needs. 
• Work with advanced SAP platforms and tools including SAP RISE and SAP BTP for next-generation application development.


Key Requirements

• 4+ years of experience in SAP UI5 and SAP ABAP development. 
• Strong expertise in designing and building applications using SAP UI5 and Fiori design principles. 
• Hands-on experience integrating OData services with SAP UI5 applications. 
• Proficiency with SAP Business Application Studio (BAS) for development and deployment. 
• Experience in SAP upgrade activities, performance tuning, and code optimization. 
• Strong knowledge of JavaScript, HTML, XML, and MVC concepts. 
• Experience with transport management on SAP BTP and Fiori using BAS. 
• Ability to extend standard Fiori applications and transform custom apps. 
• Understanding of SAP Destinations for cloud connectivity and integration with backend systems. 
• Familiarity with role governance for Fiori apps, tiles, and user access. 
• Experience using GitHub for version control, replication of developments, and application distribution. 
• Proficiency in CDS Views, AMDP, and Annotations, along with routing and SAP Gateway concepts. 
• Knowledge of Fiori app transformation from ECC to S/4HANA and experience with extensibility concepts in S/4HANA. 
• Added advantage: Exposure to SAP Build Apps, BPA, Workzone, and CAP

Skills from this JD

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

SAP 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
RAP 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
CDS 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
OData 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
SAP Gateway 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
Platform
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SAP RISE 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
SAP BTP 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
SAP UI5 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
Web Frameworks
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SAP ABAP 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
Programming Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Fiori 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
Web Frameworks
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SAP Business Application 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
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 & 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 & 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)
HTML Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: HTML id=1657 · html

Aliases — catalog

  • HTML (CANONICAL) primary

Context tags (catalog)

ARIA CSS DOM HTML5 JavaScript SEO SVG W3C W3C standards canvas forms front-end development markup validation meta tags microdata responsive design semantic markup web accessibility web components

Stored enrichment (catalog DB)

Category
Language
Sub-category
Markup Language
Vendor
W3C
License
unknown
Year introduced
1993
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: HTML appears in the vast majority of web/front-end job descriptions and remains a core browser standard; it is not sunset or replaced by a newer markup language.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
1467
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 & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

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 & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Frontend Development
d_init_01
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)
XML Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: XML id=1636 · xml

Aliases — catalog

  • XML (CANONICAL) primary

Context tags (catalog)

Atom DOM DTD Data Interchange Data Serialization JSON Markup Language Namespaces Parsing RSS SAX SOAP SVG Serialization Well-formed XML Schema XPath XQuery XSLT

Stored enrichment (catalog DB)

Category
Format
Sub-category
Markup Format
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: XML remains a common requirement in JDs for enterprise integration, SOAP, RSS, and config files; it’s still widely supported across major platforms rather than being sunset or replaced outright.

Skill profile (library / DB)

Skill nature
STANDARD
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
4
Sub-category id
689
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MVC Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: MVC id=505 · mvc

Aliases — catalog

  • MVC (CANONICAL) primary

Context tags (catalog)

ASP.NET ASP.NET MVC Angular Backend Controller Data binding Dependency injection Express.js Flask Frontend Laravel Model Model-View-Controller RESTful Rails React Routing Ruby on Rails Separation of concerns Spring MVC UI components View action methods controller data binding dependency injection event handling layout pages model partial views routing separation of concerns state management template engine templating view

Stored enrichment (catalog DB)

Category
Architecture
Sub-category
Model View Controller
Year introduced
1979
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: MVC remains a standard web/app architecture in many job descriptions and frameworks (e.g., ASP.NET MVC, Spring MVC, Rails), with no vendor sunset or replacement making it obsolete.

Skill profile (library / DB)

Skill nature
PATTERN
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
1
Sub-category id
2462
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • ASP.NET Core Web Frameworks Catalog dimension db id 363

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer

  • App Architecture and Dependency Injection Catalog dimension db id 94

    Library dimension (catalog)

    Roles linked in library: Android Developer, iOS Developer

  • Application Architecture and Code Organization Catalog dimension db id 220

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer

  • Native Mobile App Architecture and Dependency Injection Catalog dimension db id 273

    Library dimension (catalog)

    Roles linked in library: Native Mobile Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Application Architecture and Code Organization
application-architecture-and-code-organization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
GitHub Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: GitHub id=280 · github

Aliases — catalog

  • GitHub (CANONICAL) primary

Context tags (catalog)

CI/CD Git GitHub Actions GitHub Enterprise GitHub Pages SSH keys actions branch protection branches code review collaboration commit history fork forking issue tracker issues markdown merge conflicts merge request pull request pull requests release tags repositories repository version control webhooks

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Devops Platform
Vendor
GitHub, Inc.
License
other_open
Year introduced
2008
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: GitHub appears in a very high volume of engineering JDs for source control, code review, and CI/CD; it’s a standard hiring-pipeline skill across teams.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
170
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CI/CD Pipeline Platforms Catalog dimension db id 150

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

  • CI/CD for Machine Learning Catalog dimension db id 56

    Library dimension (catalog)

    Roles linked in library: ML Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CDS Views 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
AMDP 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
Annotations 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
SAP Build Apps 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
BPA 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Workzone 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
Platform
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
CAP 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
ECC 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
Enterprise Resource Planning
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
S/4HANA 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
Enterprise Resource Planning
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SAP Destinations Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Integration Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

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
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 & 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)
HTML in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTML in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTML in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTML in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
XML in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
XML in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MVC in_db
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MVC in_db
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MVC in_db
Application Architecture and Code Organization
application-architecture-and-code-organization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
MVC in_db
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
GitHub in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
GitHub in_db
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed SAP | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed RAP | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed CDS | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed OData | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed SAP Gateway | type=Platform subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed SAP RISE | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed SAP BTP | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed SAP UI5 | type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed SAP ABAP | type=Programming Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR
canonical_skill_proposed Fiori | type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed SAP Business Application Studio | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed CDS Views | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed AMDP | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Annotations | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed SAP Build Apps | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed BPA | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Workzone | type=Platform subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed CAP | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed ECC | type=Enterprise Resource Planning subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed S/4HANA | type=Enterprise Resource Planning subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed SAP Destinations | type=Integration Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
CompanyWeekday's clients
ExperienceMin Experience: 5 years
CTC{'max': 25, 'min': 18, 'raw': 'Rs 1800000 - Rs 2500000 (ie INR 18-25 LPA)', 'period': 'annual', 'currency': 'INR'}
DomainIT Services & Consulting
Location Bengaluru, India (onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "Weekday\u0027s clients",
  "ctc": {
    "currency": "INR",
    "max": 25,
    "min": 18,
    "period": "annual",
    "raw": "Rs 1800000 - Rs 2500000 (ie INR 18-25 LPA)"
  },
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 5,
    "raw": "Min Experience: 5 years"
  },
  "job_locations": [
    {
      "aliases": [
        "Bangalore"
      ],
      "city": "Bengaluru",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    },
    {
      "aliases": [],
      "city": "Hyderabad",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    },
    {
      "aliases": [],
      "city": "Chennai",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": null,
  "role_aliases": [],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 4,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Collaborate with cross-functional teams\u2014Product",
        "last_5_words": "and tools including SAP RISE"
      },
      "text": "\u2022 Collaborate with cross-functional teams\u2014Product Owners, SAP Architects, and Functional Consultants\u2014to convert business requirements into clear technical specifications.\n\u2022 Develop APIs and integrations using modern SAP technologies such as RAP, CDS, OData, and SAP Gateway.\n\u2022 Lead and contribute to the design, development, and implementation of complex SAP solutions aligned with business needs.\n\u2022 Work with advanced SAP platforms and tools including SAP RISE and SAP BTP for next-generation application development.",
      "word_count": 64
    },
    {
      "bullet_count": 14,
      "heading": "Key Requirements",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 4+ years of experience in",
        "last_5_words": "and experience with extensibility concepts"
      },
      "text": "\u2022 4+ years of experience in SAP UI5 and SAP ABAP development.\n\u2022 Strong expertise in designing and building applications using SAP UI5 and Fiori design principles.\n\u2022 Hands-on experience integrating OData services with SAP UI5 applications.\n\u2022 Proficiency with SAP Business Application Studio (BAS) for development and deployment.\n\u2022 Experience in SAP upgrade activities, performance tuning, and code optimization.\n\u2022 Strong knowledge of JavaScript, HTML, XML, and MVC concepts.\n\u2022 Experience with transport management on SAP BTP and Fiori using BAS.\n\u2022 Ability to extend standard Fiori applications and transform custom apps.\n\u2022 Understanding of SAP Destinations for cloud connectivity and integration with backend systems.\n\u2022 Familiarity with role governance for Fiori apps, tiles, and user access.\n\u2022 Experience using GitHub for version control, replication of developments, and application distribution.\n\u2022 Proficiency in CDS Views, AMDP, and Annotations, along with routing and SAP Gateway concepts.\n\u2022 Knowledge of Fiori app transformation from ECC to S/4HANA and experience with extensibility concepts in S/4HANA.\n\u2022 Added advantage: Exposure to SAP Build Apps, BPA, Workzone, and CAP.",
      "word_count": 206
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "SAP"
    },
    {
      "is_primary": true,
      "skill_name": "RAP"
    },
    {
      "is_primary": true,
      "skill_name": "CDS"
    },
    {
      "is_primary": true,
      "skill_name": "OData"
    },
    {
      "is_primary": true,
      "skill_name": "SAP Gateway"
    },
    {
      "is_primary": true,
      "skill_name": "SAP RISE"
    },
    {
      "is_primary": true,
      "skill_name": "SAP BTP"
    },
    {
      "is_primary": true,
      "skill_name": "SAP UI5"
    },
    {
      "is_primary": true,
      "skill_name": "SAP ABAP"
    },
    {
      "is_primary": true,
      "skill_name": "Fiori"
    },
    {
      "is_primary": true,
      "skill_name": "SAP Business Application Studio"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "HTML"
    },
    {
      "is_primary": true,
      "skill_name": "XML"
    },
    {
      "is_primary": true,
      "skill_name": "MVC"
    },
    {
      "is_primary": true,
      "skill_name": "GitHub"
    },
    {
      "is_primary": true,
      "skill_name": "CDS Views"
    },
    {
      "is_primary": true,
      "skill_name": "AMDP"
    },
    {
      "is_primary": true,
      "skill_name": "Annotations"
    },
    {
      "is_primary": false,
      "skill_name": "SAP Build Apps"
    },
    {
      "is_primary": false,
      "skill_name": "BPA"
    },
    {
      "is_primary": false,
      "skill_name": "Workzone"
    },
    {
      "is_primary": false,
      "skill_name": "CAP"
    },
    {
      "is_primary": false,
      "skill_name": "ECC"
    },
    {
      "is_primary": false,
      "skill_name": "S/4HANA"
    },
    {
      "is_primary": false,
      "skill_name": "SAP Destinations"
    }
  ],
  "jd_role": null,
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "Weekday\u0027s clients",
    "ctc": {
      "currency": "INR",
      "max": 25,
      "min": 18,
      "period": "annual",
      "raw": "Rs 1800000 - Rs 2500000 (ie INR 18-25 LPA)"
    },
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 5,
      "raw": "Min Experience: 5 years"
    },
    "job_locations": [
      {
        "aliases": [
          "Bangalore"
        ],
        "city": "Bengaluru",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      },
      {
        "aliases": [],
        "city": "Hyderabad",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      },
      {
        "aliases": [],
        "city": "Chennai",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      }
    ],
    "role": null,
    "role_aliases": [],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 4,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Collaborate with cross-functional teams\u2014Product",
          "last_5_words": "and tools including SAP RISE"
        },
        "text": "\u2022 Collaborate with cross-functional teams\u2014Product Owners, SAP Architects, and Functional Consultants\u2014to convert business requirements into clear technical specifications.\n\u2022 Develop APIs and integrations using modern SAP technologies such as RAP, CDS, OData, and SAP Gateway.\n\u2022 Lead and contribute to the design, development, and implementation of complex SAP solutions aligned with business needs.\n\u2022 Work with advanced SAP platforms and tools including SAP RISE and SAP BTP for next-generation application development.",
        "word_count": 64
      },
      {
        "bullet_count": 14,
        "heading": "Key Requirements",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 4+ years of experience in",
          "last_5_words": "and experience with extensibility concepts"
        },
        "text": "\u2022 4+ years of experience in SAP UI5 and SAP ABAP development.\n\u2022 Strong expertise in designing and building applications using SAP UI5 and Fiori design principles.\n\u2022 Hands-on experience integrating OData services with SAP UI5 applications.\n\u2022 Proficiency with SAP Business Application Studio (BAS) for development and deployment.\n\u2022 Experience in SAP upgrade activities, performance tuning, and code optimization.\n\u2022 Strong knowledge of JavaScript, HTML, XML, and MVC concepts.\n\u2022 Experience with transport management on SAP BTP and Fiori using BAS.\n\u2022 Ability to extend standard Fiori applications and transform custom apps.\n\u2022 Understanding of SAP Destinations for cloud connectivity and integration with backend systems.\n\u2022 Familiarity with role governance for Fiori apps, tiles, and user access.\n\u2022 Experience using GitHub for version control, replication of developments, and application distribution.\n\u2022 Proficiency in CDS Views, AMDP, and Annotations, along with routing and SAP Gateway concepts.\n\u2022 Knowledge of Fiori app transformation from ECC to S/4HANA and experience with extensibility concepts in S/4HANA.\n\u2022 Added advantage: Exposure to SAP Build Apps, BPA, Workzone, and CAP.",
        "word_count": 206
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "00cd681b-c00a-4dc4-88b9-549156f306d3",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams\u2014Product Owners, SAP Architects, and Functional Consultants\u2014to convert business requirements into clear technical specifications.",
            "similarity": 0.541
          },
          {
            "kra_text": "integrate external APIs and data sources",
            "sentence": "Develop APIs and integrations using modern SAP technologies such as RAP, CDS, OData, and SAP Gateway.",
            "similarity": 0.5226
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Lead and contribute to the design, development, and implementation of complex SAP solutions aligned with business needs.",
            "similarity": 0.4435
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5024,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate with cross-functional teams\u2014Product Owners, SAP Architects, and Functional Consultants\u2014to convert business requirements into clear technical specifications.",
            "similarity": 0.58
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Experience using GitHub for version control, replication of developments, and application distribution.",
            "similarity": 0.4903
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Lead and contribute to the design, development, and implementation of complex SAP solutions aligned with business needs.",
            "similarity": 0.4257
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4987,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Collaborate with cross-functional teams\u2014Product Owners, SAP Architects, and Functional Consultants\u2014to convert business requirements into clear technical specifications.",
            "similarity": 0.4959
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Lead and contribute to the design, development, and implementation of complex SAP solutions aligned with business needs.",
            "similarity": 0.478
          },
          {
            "kra_text": "Defines cloud adoption roadmaps, lift-and-shift vs. refactor migration strategies, and landing zone architectures for workloads moving to AWS, Azure, or GCP.",
            "sentence": "Understanding of SAP Destinations for cloud connectivity and integration with backend systems.",
            "similarity": 0.4272
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.467,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
            "sentence": "Develop APIs and integrations using modern SAP technologies such as RAP, CDS, OData, and SAP Gateway.",
            "similarity": 0.5076
          },
          {
            "kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
            "sentence": "Understanding of SAP Destinations for cloud connectivity and integration with backend systems.",
            "similarity": 0.4414
          },
          {
            "kra_text": "Configures Docker containers, deployment descriptors, environment variables, and CI/CD pipeline stages for backend service releases.",
            "sentence": "Experience using GitHub for version control, replication of developments, and application distribution.",
            "similarity": 0.4208
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.4566,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Collaborate with cross-functional teams\u2014Product Owners, SAP Architects, and Functional Consultants\u2014to convert business requirements into clear technical specifications.",
            "similarity": 0.4842
          },
          {
            "kra_text": "external system integration implementation",
            "sentence": "Develop APIs and integrations using modern SAP technologies such as RAP, CDS, OData, and SAP Gateway.",
            "similarity": 0.4354
          },
          {
            "kra_text": "external system integration implementation",
            "sentence": "Understanding of SAP Destinations for cloud connectivity and integration with backend systems.",
            "similarity": 0.4244
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.448,
        "slug": "pega-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Pega Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "HTML",
          "JavaScript",
          "XML"
        ],
        "role_id": 24,
        "score": 0.1579,
        "slug": "pega-developer",
        "total_count": 19
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "JavaScript",
          "MVC"
        ],
        "role_id": 15,
        "score": 0.1053,
        "slug": "full-stack-engineer",
        "total_count": 19
      },
      {
        "display_name": "Sitecore Dev",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "HTML",
          "JavaScript"
        ],
        "role_id": 233,
        "score": 0.1053,
        "slug": "sitecore-dev",
        "total_count": 19
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "HTML",
          "JavaScript"
        ],
        "role_id": 228,
        "score": 0.1053,
        "slug": "drupal-dev",
        "total_count": 19
      },
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "MVC"
        ],
        "role_id": 4,
        "score": 0.0526,
        "slug": "android-engineer",
        "total_count": 19
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "SAP BTP / Fiori Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 168,
      "score": 0.98,
      "slug": "sap-btp-fiori-developer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "SAP UI5/Fiori application development",
      "SAP BTP cloud application development",
      "API and integration development",
      "Technical solution design and implementation",
      "Performance tuning and code optimization",
      "SAP Fiori extensibility and transformation",
      "Cloud connectivity and transport management",
      "Role governance and access management"
    ],
    "matched_kras": [
      "Convert business requirements into clear technical specifications",
      "Develop APIs and integrations using modern SAP technologies",
      "Lead the design, development, and implementation of complex SAP solutions",
      "Work with SAP RISE and SAP BTP for next-generation development",
      "Design and build applications using SAP UI5 and Fiori principles",
      "Integrate OData services with SAP UI5 applications",
      "Use SAP Business Application Studio for development and deployment",
      "Support SAP upgrade activities, performance tuning, and code optimization",
      "Extend standard Fiori applications and transform custom apps",
      "Use GitHub for version control and application distribution"
    ],
    "matched_skills": [
      "SAP UI5",
      "SAP ABAP",
      "RAP",
      "CDS",
      "OData",
      "SAP Gateway",
      "SAP RISE",
      "SAP BTP",
      "SAP Business Application Studio (BAS)",
      "JavaScript",
      "HTML",
      "XML",
      "MVC",
      "GitHub",
      "CDS Views",
      "AMDP",
      "Annotations",
      "SAP Destinations",
      "Fiori",
      "SAP Build Apps"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=SAP; The JD is centered on SAP UI5/Fiori application development and SAP BTP/BAS-based integrations, which best matches the SAP BTP / Fiori Developer role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 7,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 579,
      "r_and_r_preview": "\u2022 Collaborate with cross-functional teams\u2014Product Owners, SAP Architects, and Functional Consultants\u2014to convert business requirements into clear technical specifications.\n\u2022 Develop APIs and integratio",
      "role_display_name": "SAP BTP / Fiori Developer",
      "role_slug": "sap-btp-fiori-developer",
      "status": "pending"
    },
    "new_skills_attached": [
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        "is_primary": true,
        "queue_id": 9337,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "SAP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9338,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "RAP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9339,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "CDS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9340,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "OData",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9341,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "SAP Gateway",
        "status": "pending"
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        "queue_id": 9342,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "SAP RISE",
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      },
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        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
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        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "SAP UI5",
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        "role_display_name": "SAP BTP / Fiori Developer",
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        "skill_name": "SAP ABAP",
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        "role_display_name": "SAP BTP / Fiori Developer",
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        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
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        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "CDS Views",
        "status": "pending"
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        "queue_id": 9349,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "AMDP",
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        "queue_id": 9350,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "Annotations",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 9351,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "SAP Build Apps",
        "status": "pending"
      },
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        "is_primary": false,
        "queue_id": 9352,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "BPA",
        "status": "pending"
      },
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        "is_primary": false,
        "queue_id": 9353,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "Workzone",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 9354,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "CAP",
        "status": "pending"
      },
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        "is_primary": false,
        "queue_id": 9355,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "ECC",
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      },
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        "is_primary": false,
        "queue_id": 9356,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "S/4HANA",
        "status": "pending"
      },
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        "is_primary": false,
        "queue_id": 9357,
        "role_display_name": "SAP BTP / Fiori Developer",
        "role_slug": "sap-btp-fiori-developer",
        "skill_name": "SAP Destinations",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
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      "alias_persisted": false,
      "existing_alias_id": 1028,
      "existing_alias_text": "JavaScript",
      "input_term": "JavaScript",
      "matched_canonical": {
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        "display_name": "JavaScript",
        "id": 607,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "javascript",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2627,
      "existing_alias_text": "HTML",
      "input_term": "HTML",
      "matched_canonical": {
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        "display_name": "HTML",
        "id": 1657,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "html",
        "sub_category_id": 1467,
        "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": 2600,
      "existing_alias_text": "XML",
      "input_term": "XML",
      "matched_canonical": {
        "category_id": 4,
        "display_name": "XML",
        "id": 1636,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "xml",
        "sub_category_id": 689,
        "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": 831,
      "existing_alias_text": "MVC",
      "input_term": "MVC",
      "matched_canonical": {
        "category_id": 1,
        "display_name": "MVC",
        "id": 505,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PATTERN",
        "slug": "mvc",
        "sub_category_id": 2462,
        "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": 541,
      "existing_alias_text": "GitHub",
      "input_term": "GitHub",
      "matched_canonical": {
        "category_id": 9,
        "display_name": "GitHub",
        "id": 280,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "github",
        "sub_category_id": 170,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
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      "display_name": "Hybrid Mobile Developer",
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      "role_archetype": null,
      "slug": "hybrid-mobile-developer",
      "source": "db"
    },
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      "id": 90,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "angular-frontend-developer",
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    },
    {
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      "id": 7,
      "rationale": null,
      "role_archetype": null,
      "slug": "frontend-engineer",
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    },
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      "slug": "ionic-developer",
      "source": "db"
    },
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      "display_name": "Node.js Backend Developer",
      "id": 82,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "node-backend-developer",
      "source": "db"
    },
    {
      "display_name": "React Frontend Developer",
      "id": 89,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "React Native Developer",
      "id": 73,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-native-developer",
      "source": "db"
    },
    {
      "display_name": "Svelte Frontend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "svelte-frontend-developer",
      "source": "db"
    },
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      "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"
    },
    {
      "display_name": "WordPress Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
      "source": "db"
    },
    {
      "display_name": "Pega Developer",
      "id": 24,
      "rationale": null,
      "role_archetype": null,
      "slug": "pega-developer",
      "source": "db"
    },
    {
      "display_name": "Backend Developer",
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      "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.",
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      "role_archetype": "Engineering",
      "slug": "fullstack-developer",
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    },
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      "rationale": null,
      "role_archetype": null,
      "slug": "full-stack-engineer",
      "source": "db"
    },
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      "display_name": "Drupal Dev",
      "id": 228,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "drupal-dev",
      "source": "db"
    },
    {
      "display_name": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
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      "display_name": "Shopify Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "shopify-dev",
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    },
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      "display_name": ".NET Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "dotnet-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Android Developer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "android-engineer",
      "source": "db"
    },
    {
      "display_name": "iOS Developer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "ios-engineer",
      "source": "db"
    },
    {
      "display_name": "Native Mobile Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "native-mobile-developer",
      "source": "db"
    },
    {
      "display_name": "DevOps Engineer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "devops-engineer",
      "source": "db"
    },
    {
      "display_name": "ML Engineer",
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      "rationale": null,
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      "slug": "ml-engineer",
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  ],
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    "rationale": "Domain=SAP; The JD is centered on SAP UI5/Fiori application development and SAP BTP/BAS-based integrations, which best matches the SAP BTP / Fiori Developer role.",
    "role_archetype": null,
    "slug": "sap-btp-fiori-developer",
    "source": "db"
  },
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        "display_name": "Cross-Platform App Languages",
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        "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
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        "source": "db"
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          "display_name": "Hybrid Mobile Developer",
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          "slug": "hybrid-mobile-developer",
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    },
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        "id": 114,
        "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
        "slug": "javascript-and-typescript",
        "source": "db"
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      "input_skill": "JavaScript",
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          "slug": "ionic-developer",
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      ]
    },
    {
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        "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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      ]
    },
    {
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        "source": "db"
      },
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    },
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    },
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        "source": "db"
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    },
    {
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    },
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        "display_name": "Pega Programming Languages \u0026 DSLs",
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        "rationale": "Programming languages and domain-specific languages used in Pega development.",
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        "source": "db"
      },
      "input_skill": "HTML",
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        }
      ]
    },
    {
      "dimension": {
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        "derived": {
          "category": "Platform",
          "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": "workzone",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "CAP",
      "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": "cap",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ECC",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Enterprise Resource Planning",
          "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": "ecc",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "S/4HANA",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Enterprise Resource Planning",
          "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": "s-4hana",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SAP Destinations",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Integration Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "sap-destinations",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "SAP",
    "RAP",
    "CDS",
    "OData",
    "SAP Gateway",
    "SAP RISE",
    "SAP BTP",
    "SAP UI5",
    "SAP ABAP",
    "Fiori",
    "SAP Business Application Studio",
    "CDS Views",
    "AMDP",
    "Annotations",
    "SAP Build Apps",
    "BPA",
    "Workzone",
    "CAP",
    "ECC",
    "S/4HANA",
    "SAP Destinations"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "SAP BTP / Fiori Developer",
    "id": 168,
    "rationale": "Domain=SAP; The JD is centered on SAP UI5/Fiori application development and SAP BTP/BAS-based integrations, which best matches the SAP BTP / Fiori Developer role.",
    "role_archetype": null,
    "slug": "sap-btp-fiori-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "SAP",
      "tag": "new"
    },
    {
      "skill": "RAP",
      "tag": "new"
    },
    {
      "skill": "CDS",
      "tag": "new"
    },
    {
      "skill": "OData",
      "tag": "new"
    },
    {
      "skill": "SAP Gateway",
      "tag": "new"
    },
    {
      "skill": "SAP RISE",
      "tag": "new"
    },
    {
      "skill": "SAP BTP",
      "tag": "new"
    },
    {
      "skill": "SAP UI5",
      "tag": "new"
    },
    {
      "skill": "SAP ABAP",
      "tag": "new"
    },
    {
      "skill": "Fiori",
      "tag": "new"
    },
    {
      "skill": "SAP Business Application Studio",
      "tag": "new"
    },
    {
      "skill": "JavaScript",
      "tag": "in_db"
    },
    {
      "skill": "HTML",
      "tag": "in_db"
    },
    {
      "skill": "XML",
      "tag": "in_db"
    },
    {
      "skill": "MVC",
      "tag": "in_db"
    },
    {
      "skill": "GitHub",
      "tag": "in_db"
    },
    {
      "skill": "CDS Views",
      "tag": "new"
    },
    {
      "skill": "AMDP",
      "tag": "new"
    },
    {
      "skill": "Annotations",
      "tag": "new"
    },
    {
      "skill": "SAP Build Apps",
      "tag": "new"
    },
    {
      "skill": "BPA",
      "tag": "new"
    },
    {
      "skill": "Workzone",
      "tag": "new"
    },
    {
      "skill": "CAP",
      "tag": "new"
    },
    {
      "skill": "ECC",
      "tag": "new"
    },
    {
      "skill": "S/4HANA",
      "tag": "new"
    },
    {
      "skill": "SAP Destinations",
      "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": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cross-Platform App Languages",
          "id": 167,
          "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
          "slug": "cross-platform-app-languages",
          "source": "db"
        },
        "dimension_id": 167,
        "input_skill": "JavaScript",
        "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": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "JavaScript and TypeScript",
          "id": 114,
          "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
          "slug": "javascript-and-typescript",
          "source": "db"
        },
        "dimension_id": 114,
        "input_skill": "JavaScript",
        "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": "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": "Ionic Developer",
            "id": 434,
            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "React Native Developer",
            "id": 73,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-native-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": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "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"
        },
        "dimension_id": 329,
        "input_skill": "JavaScript",
        "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": "WordPress Dev",
            "id": 227,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "wordpress-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Pega Programming Languages \u0026 DSLs",
          "id": 267,
          "rationale": "Programming languages and domain-specific languages used in Pega development.",
          "slug": "pega-programming-languages-dsls",
          "source": "db"
        },
        "dimension_id": 267,
        "input_skill": "JavaScript",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Pega Developer",
            "id": 24,
            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages",
          "id": 1,
          "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
          "slug": "programming-languages",
          "source": "db"
        },
        "dimension_id": 1,
        "input_skill": "JavaScript",
        "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": "Backend Developer",
            "id": 1,
            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages \u0026 Template Languages",
          "id": 359,
          "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
          "slug": "programming-languages-template-languages",
          "source": "db"
        },
        "dimension_id": 359,
        "input_skill": "JavaScript",
        "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": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Sitecore Development Languages",
          "id": 438,
          "rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
          "slug": "sitecore-development-languages",
          "source": "db"
        },
        "dimension_id": 438,
        "input_skill": "JavaScript",
        "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": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Storefront JavaScript and DOM Behavior",
          "id": 422,
          "rationale": "Client-side behavior used to enhance Shopify storefront interactions beyond static theme rendering. This includes interactive UI logic, event handling, and progressive enhancement within theme constraints.",
          "slug": "storefront-javascript-and-dom-behavior",
          "source": "db"
        },
        "dimension_id": 422,
        "input_skill": "JavaScript",
        "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": "Shopify Dev",
            "id": 230,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "shopify-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Pega Programming Languages \u0026 DSLs",
          "id": 267,
          "rationale": "Programming languages and domain-specific languages used in Pega development.",
          "slug": "pega-programming-languages-dsls",
          "source": "db"
        },
        "dimension_id": 267,
        "input_skill": "HTML",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Pega Developer",
            "id": 24,
            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1657,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages \u0026 Template Languages",
          "id": 359,
          "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
          "slug": "programming-languages-template-languages",
          "source": "db"
        },
        "dimension_id": 359,
        "input_skill": "HTML",
        "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": 1657,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "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": "HTML",
        "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": 1657,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Sitecore Development Languages",
          "id": 438,
          "rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
          "slug": "sitecore-development-languages",
          "source": "db"
        },
        "dimension_id": 438,
        "input_skill": "HTML",
        "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": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1657,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Integration Protocols \u0026 Standards",
          "id": 271,
          "rationale": "Standards and protocols for integrating Pega applications.",
          "slug": "integration-protocols-standards",
          "source": "db"
        },
        "dimension_id": 271,
        "input_skill": "XML",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Pega Developer",
            "id": 24,
            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1636,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 168,
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          "difficulty_hint": "well_known",
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LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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