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Pipeline run

0d81b390-9d59-4c3b-969b-463d5e564f31

Pipeline LLM cost (USD)
API 1: $0.0052 API 2: $0.0016 API 3: $0.0000 Total: $0.0068

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · ServiceNow development and support
Build and support ServiceNow ITSM apps, service catalog forms, and integrations; configure scripts, workflows, CMDB/data loads, and handle migrations, upgrades, and production fixes.
""Developing and supporting of ServiceNow applications including ITSM modules and catalogs""
Tech stack maturity
Mainstream Legacy
ServiceNow development with business rules, JavaScript, jQuery, JSON, and REST is a widely used enterprise platform stack that is mature and established rather than cloud-native or bleeding-edge.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (39)
ServiceNow ITSM Business Rules Client Scripts UI Policies UI Scripts UI Actions UI Pages Script Includes Workflows CMDB Import Sets Update Sets Service Catalog REST WSDL JSON JavaScript jQuery Prototype Jelly Access Control Lists Email Notifications Inbound Actions Reports +14
Skill cluster (5 dimension groups, role-scoped)
API Interface and Contract Design
JSON
Application Frameworks & Libraries
jQuery
Integration Protocols & Standards
REST
JavaScript and TypeScript
JavaScript
Cross-cutting / unaligned
ServiceNow ITSM Business Rules Client Scripts UI Policies UI Scripts UI Actions UI Pages Script Includes Workflows CMDB Import Sets Update Sets Service Catalog WSDL Prototype Jelly Access Control Lists Email Notifications Inbound Actions Reports Gauges Home Pages Record Producers Transform Maps Data Sources Transform Scripts Schedule Jobs Events Triggers UI Macros Performance Analytics Scratchpad Splunk AppDynamics
Show KRA description ↓
The ServiceNow developer is responsible for developing and supporting ITSM Modules of ServiceNow, catalog forms and integrations. · Developing and supporting of ServiceNow applications including ITSM modules and catalogs through building & modifying the Business Rules, Client Scripts, UI Policies, UI Scripts, UI Actions, UI Pages, Script Includes, Workflows, etc.. · Maintain business services and configuration item relationships in ServiceNow. · Develop and manage application code, user interface, and third-party integration components. · Develop necessary development documentation as needed e.g. project plan, technical design, developer notes, user manual etc · Performs core configuration tasks including system policies, business rules and client scripts. · Manages data with Tables, the CMDB, Import Sets, and Update Sets. · Creates Workflow activities and approvals. Implement new workflows that use a variety of activities to understand how records are generated from workflows. · Performs migration activities Dev to QA, QA to Prod. · Coordinates Service Catalog options, including two-step checkout, cart controls, and variables. · Investigate performance issues, learn troubleshooting tools, and use system logs to find issues. · Deep understanding of REST, WSDL, JSON and ability to integrate with other third-party applications like SPLUNK, APP Dynamics etc. · Post roll out production support. Experience of handling Bug Fixes and Enhancement requests. · Experience working with Business Rules, Client Scripts, UI Policies, UI Scripts, UI Actions, UI Pages, Script Includes, Access Control Lists etc... · Expert in JavaScript, JQuery, prototype and Jelly scripting used in ServiceNow. · Knowledge of working with different kind of scripts in ServiceNow and their order of execution. · Experience working with email notifications, inbound actions, reports, gauges, and home pages. · Experience on creation of catalog items, wizards, record producers, interceptors, user guide. · Working on creation and customization of complex workflows and custom workflow activities. · Worked with transform maps, data sources and different transform scripts for data loads and management. · Working with schedule jobs, events and triggers to manage business needs and handle background work. · Working with complex UI customization and UI macros. · Appreciated for suggesting and successfully implementing performance changes throughout different modules of ServiceNow by converting sync server calls to async and use of scratchpad Working knowledge of Performance Analytics and Reports. · Coordinates installation of ServiceNow upgrades and/or service packs. Develops and manages the preparation of systems, test criteria and control for upgrades, service packs, new functionality, enhancements or error correction. · Develops and improves user systems procedures and prepares systems documentation. · Establishes and maintains effective communications with customers, other technology specialists, and vendors about services. · Excellent written and verbal communications skills. · Ability to quickly learn and take advantage of new technologies and concepts. · Good understanding of customer requirements and pain points. · Excellent written and verbal skills in order to effectively communicate quality technical and functional system specifications. · Ability to take initiative and work without supervision.

Signals

Skill pega-developer
0.11
Alias servicenow-developer
1.00
KRA pega-developer
0.54

Post-classification

Centroidupdated · n=1
Alias collision log
New-role queue
New skills captured33
New KRA capturedyes

Captured for admin review

ServiceNow primary ServiceNow Developer pending
ITSM primary ServiceNow Developer pending
Client Scripts primary ServiceNow Developer pending
UI Policies primary ServiceNow Developer pending
UI Scripts primary ServiceNow Developer pending
UI Actions primary ServiceNow Developer pending
UI Pages primary ServiceNow Developer pending
Script Includes primary ServiceNow Developer pending
Workflows primary ServiceNow Developer pending
CMDB primary ServiceNow Developer pending
Import Sets primary ServiceNow Developer pending
Update Sets primary ServiceNow Developer pending
Service Catalog primary ServiceNow Developer pending
WSDL primary ServiceNow Developer pending
AppDynamics ServiceNow Developer pending
Prototype primary ServiceNow Developer pending
Jelly primary ServiceNow Developer pending
Access Control Lists primary ServiceNow Developer pending
Email Notifications primary ServiceNow Developer pending
Inbound Actions primary ServiceNow Developer pending
Reports primary ServiceNow Developer pending
Gauges primary ServiceNow Developer pending
Home Pages primary ServiceNow Developer pending
Record Producers primary ServiceNow Developer pending
Transform Maps primary ServiceNow Developer pending
Data Sources primary ServiceNow Developer pending
Transform Scripts primary ServiceNow Developer pending
Schedule Jobs primary ServiceNow Developer pending
Events primary ServiceNow Developer pending
Triggers primary ServiceNow Developer pending
UI Macros primary ServiceNow Developer pending
Performance Analytics primary ServiceNow Developer pending
Scratchpad primary ServiceNow Developer pending
R&R fragment (sim 0.00) ServiceNow Developer pending

The ServiceNow developer is responsible for developing and supporting ITSM Modules of ServiceNow, catalog forms and integrations. · Developing and supporting of ServiceNow applications including ITSM …

Status: completed Created: 2026-05-27T13:57:32.287499Z Updated: 2026-05-27T14:00:20.868557Z API 3 duration: 41077 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

ServiceNow Developer

CASE A

slug: servicenow-developer · id: 204 · source: db

Exact alias hit on servicenow-developer (1.0) — no other alias at this confidence; skill_top pega-developer 0.11 does not contradict

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

Job Description – ServiceNow Developer:
 
The ServiceNow developer is responsible for developing and supporting ITSM Modules of ServiceNow, catalog forms and integrations.
· Developing and supporting of ServiceNow applications including ITSM modules and catalogs through building & modifying the Business Rules, Client Scripts, UI Policies, UI Scripts, UI Actions, UI Pages, Script Includes, Workflows, etc..
· Maintain business services and configuration item relationships in ServiceNow.
· Develop and manage application code, user interface, and third-party integration components.
· Develop necessary development documentation as needed e.g. project plan, technical design, developer notes, user manual etc
· Performs core configuration tasks including system policies, business rules and client scripts.
· Manages data with Tables, the CMDB, Import Sets, and Update Sets.
· Creates Workflow activities and approvals. Implement new workflows that use a variety of activities to understand how records are generated from workflows.
· Performs migration activities Dev to QA, QA to Prod.
· Coordinates Service Catalog options, including two-step checkout, cart controls, and variables.
· Investigate performance issues, learn troubleshooting tools, and use system logs to find issues.
· Deep understanding of REST, WSDL, JSON and ability to integrate with other third-party applications like SPLUNK, APP Dynamics etc.
· Post roll out production support. Experience of handling Bug Fixes and Enhancement requests.
· Experience working with Business Rules, Client Scripts, UI Policies, UI Scripts, UI Actions, UI Pages, Script Includes, Access Control Lists etc...
· Expert in JavaScript, JQuery, prototype and Jelly scripting used in ServiceNow.
· Knowledge of working with different kind of scripts in ServiceNow and their order of execution.
· Experience working with email notifications, inbound actions, reports, gauges, and home pages.
· Experience on creation of catalog items, wizards, record producers, interceptors, user guide.
· Working on creation and customization of complex workflows and custom workflow activities.
· Worked with transform maps, data sources and different transform scripts for data loads and management.
· Working with schedule jobs, events and triggers to manage business needs and handle background work.
· Working with complex UI customization and UI macros.
· Appreciated for suggesting and successfully implementing performance changes throughout different modules of ServiceNow by converting sync server calls to async and use of scratchpad
Working knowledge of Performance Analytics and Reports.
· Coordinates installation of ServiceNow upgrades and/or service packs. Develops and manages the preparation of systems, test criteria and control for upgrades, service packs, new functionality, enhancements or error correction.
· Develops and improves user systems procedures and prepares systems documentation.
· Establishes and maintains effective communications with customers, other technology specialists, and vendors about services.
· Excellent written and verbal communications skills.
· Ability to quickly learn and take advantage of new technologies and concepts.
· Good understanding of customer requirements and pain points.
· Excellent written and verbal skills in order to effectively communicate quality technical and functional system specifications.
· Ability to take initiative and work without supervision.

Skills from this JD

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

ServiceNow 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
ITSM 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Business Rules Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: business rules id=3390 · business-rules

Aliases — catalog

  • business rules (CANONICAL) primary

Context tags (catalog)

business logic business process business requirements compliance standards conditional statements data validation decision logic dynamic rules exception handling policy management process optimization rule authoring rule engine rule-based system workflow automation

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Business Rule
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: Business rules are a common requirement in JDs for analysts, backend, and BPM roles; vendors like Drools and Camunda market rule engines as standard enterprise tooling, indicating broad adoption rather than niche use.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2587
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Business Logic and Domain Modeling Catalog dimension db id 369

    Library dimension (catalog)

    Roles linked in library: Go Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Business Logic and Domain Modeling
business-logic-and-domain-modeling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Client Scripts 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
UI Policies 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
UI Scripts 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
UI Actions 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
UI Pages 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Script Includes 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Workflows 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
CMDB 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Import Sets 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Update Sets 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Service Catalog 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST id=11 · rest

Aliases — catalog

  • REST (CANONICAL) primary

Context tags (catalog)

API API design API versioning CRUD DELETE GET HATEOAS HTTP JSON OAuth OAuth2 OpenAPI POST PUT Postman RESTful Swagger URI Webhooks XML authentication client-server content negotiation endpoint endpoints middleware resource resource-oriented serialization stateless status codes versioning web services

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Api Architecture Style
Year introduced
2000
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2122
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

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

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Standards & Protocols Compliance Catalog dimension db id 452

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
WSDL 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
JSON Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: JSON id=1984 · json

Aliases — catalog

  • JSON (CANONICAL) primary

Context tags (catalog)

AJAX API JSON Schema JSON-LD JSONP JavaScript NoSQL REST configuration data binding data format data interchange data structure deserialization interoperability key-value pairs lightweight object notation schema serialization text-based

Stored enrichment (catalog DB)

Category
Format
Sub-category
Data Interchange Format
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: JSON is a default data interchange format in APIs and web stacks; it appears in a very high volume of job descriptions and is supported by every major language/runtime.

Skill profile (library / DB)

Skill nature
STANDARD
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
4
Sub-category id
1457
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Integration and Data Fetching Catalog dimension db id 127

    Library dimension (catalog)

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

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

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

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Integration and Data Fetching
api-integration-and-data-fetching
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Splunk Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Splunk id=315 · splunk

Aliases — catalog

  • Splunk (CANONICAL) primary

Context tags (catalog)

ITSI SPL SPLUNK_HOME add-ons alert action alerts analytics apps correlation search dashboard dashboards data ingestion data onboarding event correlation field extraction forwarder indexer indexing knowledge object log management machine data monitoring props.conf reporting saved search search head transforms.conf visualizations

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Observability Platform
Vendor
Splunk Inc.
License
proprietary
Year introduced
2003
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Splunk appears in many enterprise security/observability job descriptions and remains a common SIEM/log analytics platform; no vendor sunset or clear replacement has displaced it.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
176
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Observability and Incident Triage Catalog dimension db id 155

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

  • SIEM Products and Detection Engineering Languages Catalog dimension db id 62

    Library dimension (catalog)

    Roles linked in library: Cyber Security Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Observability and Incident Triage
observability-and-incident-triage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SIEM Products and Detection Engineering Languages
siem-products-and-detection-engineering-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
AppDynamics 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
Other
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

  • 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)
jQuery Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: jQuery id=1968 · jquery

Aliases — catalog

  • jQuery (CANONICAL) primary

Context tags (catalog)

$.ajax() $.getJSON() AJAX DOM manipulation JSON JSON parsing UI components animations callback functions chaining cross-browser deferred deferred objects deferreds event handling jQuery Mobile jQuery UI lightweight minification mobile support mobile-first plugins responsive design selecting elements selectors

Stored enrichment (catalog DB)

Category
Library
Sub-category
Javascript Library
Vendor
jQuery Foundation
License
mit
Year introduced
2006
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: jQuery still appears in legacy JDs, but modern frontend stacks have largely replaced it with React/Vue/Angular and native DOM APIs; greenfield demand is low and declining.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
DEPRECATED
Typical lifespan
EVERGREEN
Category id
7
Sub-category id
1470
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Application Frameworks & Libraries Catalog dimension db id 451

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Frameworks & Libraries Catalog dimension db id 360

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • JavaScript Checkout Behavior Catalog dimension db id 393

    Library dimension (catalog)

    Roles linked in library: Magento Dev

  • Storefront JavaScript and DOM Behavior Catalog dimension db id 422

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

  • Web UI & Integration Frameworks Catalog dimension db id 268

    Library dimension (catalog)

    Roles linked in library: Pega Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript Checkout Behavior
javascript-checkout-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web UI & Integration Frameworks
web-ui-integration-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Prototype 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Jelly 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Access Control Lists 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Email Notifications 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Inbound Actions 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Reports Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Gauges 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Home Pages 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Record Producers 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Transform Maps 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Data Sources 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Transform Scripts 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Schedule Jobs 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Events Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

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

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
UI Macros 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Performance Analytics 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Scratchpad 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
Other
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
Business Rules in_db
Business Logic and Domain Modeling
business-logic-and-domain-modeling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON in_db
API Integration and Data Fetching
api-integration-and-data-fetching
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Splunk in_db
Observability and Incident Triage
observability-and-incident-triage
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Splunk in_db
SIEM Products and Detection Engineering Languages
siem-products-and-detection-engineering-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages & 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)
jQuery in_db
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery in_db
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery in_db
JavaScript Checkout Behavior
javascript-checkout-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery in_db
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
jQuery in_db
Web UI & Integration Frameworks
web-ui-integration-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed ServiceNow | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed ITSM | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Client Scripts | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed UI Policies | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed UI Scripts | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed UI Actions | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed UI Pages | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Script Includes | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Workflows | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed CMDB | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Import Sets | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Update Sets | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Service Catalog | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed WSDL | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed AppDynamics | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Prototype | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Jelly | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Access Control Lists | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Email Notifications | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Inbound Actions | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Reports | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Gauges | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Home Pages | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Record Producers | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Transform Maps | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Data Sources | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Transform Scripts | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Schedule Jobs | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Events | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Triggers | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed UI Macros | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Performance Analytics | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Scratchpad | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleServiceNow Developer
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": null,
  "job_locations": [],
  "role": "ServiceNow Developer",
  "role_aliases": [
    "ServiceNow Engineer",
    "ServiceNow Consultant",
    "ServiceNow Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 30,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "The ServiceNow developer is responsible",
        "last_5_words": "and work without supervision."
      },
      "text": "The ServiceNow developer is responsible for developing and supporting ITSM Modules of ServiceNow, catalog forms and integrations.\n\u00b7 Developing and supporting of ServiceNow applications including ITSM modules and catalogs through building \u0026 modifying the Business Rules, Client Scripts, UI Policies, UI Scripts, UI Actions, UI Pages, Script Includes, Workflows, etc..\n\u00b7 Maintain business services and configuration item relationships in ServiceNow.\n\u00b7 Develop and manage application code, user interface, and third-party integration components.\n\u00b7 Develop necessary development documentation as needed e.g. project plan, technical design, developer notes, user manual etc\n\u00b7 Performs core configuration tasks including system policies, business rules and client scripts.\n\u00b7 Manages data with Tables, the CMDB, Import Sets, and Update Sets.\n\u00b7 Creates Workflow activities and approvals. Implement new workflows that use a variety of activities to understand how records are generated from workflows.\n\u00b7 Performs migration activities Dev to QA, QA to Prod.\n\u00b7 Coordinates Service Catalog options, including two-step checkout, cart controls, and variables.\n\u00b7 Investigate performance issues, learn troubleshooting tools, and use system logs to find issues.\n\u00b7 Deep understanding of REST, WSDL, JSON and ability to integrate with other third-party applications like SPLUNK, APP Dynamics etc.\n\u00b7 Post roll out production support. Experience of handling Bug Fixes and Enhancement requests.\n\u00b7 Experience working with Business Rules, Client Scripts, UI Policies, UI Scripts, UI Actions, UI Pages, Script Includes, Access Control Lists etc...\n\u00b7 Expert in JavaScript, JQuery, prototype and Jelly scripting used in ServiceNow.\n\u00b7 Knowledge of working with different kind of scripts in ServiceNow and their order of execution.\n\u00b7 Experience working with email notifications, inbound actions, reports, gauges, and home pages.\n\u00b7 Experience on creation of catalog items, wizards, record producers, interceptors, user guide.\n\u00b7 Working on creation and customization of complex workflows and custom workflow activities.\n\u00b7 Worked with transform maps, data sources and different transform scripts for data loads and management.\n\u00b7 Working with schedule jobs, events and triggers to manage business needs and handle background work.\n\u00b7 Working with complex UI customization and UI macros.\n\u00b7 Appreciated for suggesting and successfully implementing performance changes throughout different modules of ServiceNow by converting sync server calls to async and use of scratchpad\nWorking knowledge of Performance Analytics and Reports.\n\u00b7 Coordinates installation of ServiceNow upgrades and/or service packs. Develops and manages the preparation of systems, test criteria and control for upgrades, service packs, new functionality, enhancements or error correction.\n\u00b7 Develops and improves user systems procedures and prepares systems documentation.\n\u00b7 Establishes and maintains effective communications with customers, other technology specialists, and vendors about services.\n\u00b7 Excellent written and verbal communications skills.\n\u00b7 Ability to quickly learn and take advantage of new technologies and concepts.\n\u00b7 Good understanding of customer requirements and pain points.\n\u00b7 Excellent written and verbal skills in order to effectively communicate quality technical and functional system specifications.\n\u00b7 Ability to take initiative and work without supervision.",
      "word_count": 688
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "ServiceNow"
    },
    {
      "is_primary": true,
      "skill_name": "ITSM"
    },
    {
      "is_primary": true,
      "skill_name": "Business Rules"
    },
    {
      "is_primary": true,
      "skill_name": "Client Scripts"
    },
    {
      "is_primary": true,
      "skill_name": "UI Policies"
    },
    {
      "is_primary": true,
      "skill_name": "UI Scripts"
    },
    {
      "is_primary": true,
      "skill_name": "UI Actions"
    },
    {
      "is_primary": true,
      "skill_name": "UI Pages"
    },
    {
      "is_primary": true,
      "skill_name": "Script Includes"
    },
    {
      "is_primary": true,
      "skill_name": "Workflows"
    },
    {
      "is_primary": true,
      "skill_name": "CMDB"
    },
    {
      "is_primary": true,
      "skill_name": "Import Sets"
    },
    {
      "is_primary": true,
      "skill_name": "Update Sets"
    },
    {
      "is_primary": true,
      "skill_name": "Service Catalog"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "WSDL"
    },
    {
      "is_primary": true,
      "skill_name": "JSON"
    },
    {
      "is_primary": false,
      "skill_name": "Splunk"
    },
    {
      "is_primary": false,
      "skill_name": "AppDynamics"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "jQuery"
    },
    {
      "is_primary": true,
      "skill_name": "Prototype"
    },
    {
      "is_primary": true,
      "skill_name": "Jelly"
    },
    {
      "is_primary": true,
      "skill_name": "Access Control Lists"
    },
    {
      "is_primary": true,
      "skill_name": "Email Notifications"
    },
    {
      "is_primary": true,
      "skill_name": "Inbound Actions"
    },
    {
      "is_primary": true,
      "skill_name": "Reports"
    },
    {
      "is_primary": true,
      "skill_name": "Gauges"
    },
    {
      "is_primary": true,
      "skill_name": "Home Pages"
    },
    {
      "is_primary": true,
      "skill_name": "Record Producers"
    },
    {
      "is_primary": true,
      "skill_name": "Transform Maps"
    },
    {
      "is_primary": true,
      "skill_name": "Data Sources"
    },
    {
      "is_primary": true,
      "skill_name": "Transform Scripts"
    },
    {
      "is_primary": true,
      "skill_name": "Schedule Jobs"
    },
    {
      "is_primary": true,
      "skill_name": "Events"
    },
    {
      "is_primary": true,
      "skill_name": "Triggers"
    },
    {
      "is_primary": true,
      "skill_name": "UI Macros"
    },
    {
      "is_primary": true,
      "skill_name": "Performance Analytics"
    },
    {
      "is_primary": true,
      "skill_name": "Scratchpad"
    }
  ],
  "jd_role": {
    "display_name": "ServiceNow Developer",
    "rationale": null,
    "role_aliases": [
      "ServiceNow Engineer",
      "ServiceNow Consultant",
      "ServiceNow Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": null,
    "job_locations": [],
    "role": "ServiceNow Developer",
    "role_aliases": [
      "ServiceNow Engineer",
      "ServiceNow Consultant",
      "ServiceNow Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 30,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "The ServiceNow developer is responsible",
          "last_5_words": "and work without supervision."
        },
        "text": "The ServiceNow developer is responsible for developing and supporting ITSM Modules of ServiceNow, catalog forms and integrations.\n\u00b7 Developing and supporting of ServiceNow applications including ITSM modules and catalogs through building \u0026 modifying the Business Rules, Client Scripts, UI Policies, UI Scripts, UI Actions, UI Pages, Script Includes, Workflows, etc..\n\u00b7 Maintain business services and configuration item relationships in ServiceNow.\n\u00b7 Develop and manage application code, user interface, and third-party integration components.\n\u00b7 Develop necessary development documentation as needed e.g. project plan, technical design, developer notes, user manual etc\n\u00b7 Performs core configuration tasks including system policies, business rules and client scripts.\n\u00b7 Manages data with Tables, the CMDB, Import Sets, and Update Sets.\n\u00b7 Creates Workflow activities and approvals. Implement new workflows that use a variety of activities to understand how records are generated from workflows.\n\u00b7 Performs migration activities Dev to QA, QA to Prod.\n\u00b7 Coordinates Service Catalog options, including two-step checkout, cart controls, and variables.\n\u00b7 Investigate performance issues, learn troubleshooting tools, and use system logs to find issues.\n\u00b7 Deep understanding of REST, WSDL, JSON and ability to integrate with other third-party applications like SPLUNK, APP Dynamics etc.\n\u00b7 Post roll out production support. Experience of handling Bug Fixes and Enhancement requests.\n\u00b7 Experience working with Business Rules, Client Scripts, UI Policies, UI Scripts, UI Actions, UI Pages, Script Includes, Access Control Lists etc...\n\u00b7 Expert in JavaScript, JQuery, prototype and Jelly scripting used in ServiceNow.\n\u00b7 Knowledge of working with different kind of scripts in ServiceNow and their order of execution.\n\u00b7 Experience working with email notifications, inbound actions, reports, gauges, and home pages.\n\u00b7 Experience on creation of catalog items, wizards, record producers, interceptors, user guide.\n\u00b7 Working on creation and customization of complex workflows and custom workflow activities.\n\u00b7 Worked with transform maps, data sources and different transform scripts for data loads and management.\n\u00b7 Working with schedule jobs, events and triggers to manage business needs and handle background work.\n\u00b7 Working with complex UI customization and UI macros.\n\u00b7 Appreciated for suggesting and successfully implementing performance changes throughout different modules of ServiceNow by converting sync server calls to async and use of scratchpad\nWorking knowledge of Performance Analytics and Reports.\n\u00b7 Coordinates installation of ServiceNow upgrades and/or service packs. Develops and manages the preparation of systems, test criteria and control for upgrades, service packs, new functionality, enhancements or error correction.\n\u00b7 Develops and improves user systems procedures and prepares systems documentation.\n\u00b7 Establishes and maintains effective communications with customers, other technology specialists, and vendors about services.\n\u00b7 Excellent written and verbal communications skills.\n\u00b7 Ability to quickly learn and take advantage of new technologies and concepts.\n\u00b7 Good understanding of customer requirements and pain points.\n\u00b7 Excellent written and verbal skills in order to effectively communicate quality technical and functional system specifications.\n\u00b7 Ability to take initiative and work without supervision.",
        "word_count": 688
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
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  "stage3_signals": {
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}
API 2 — extract-details
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      "input_skill": "Splunk",
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      "dimension": {
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      "roles_from_db": [
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          "display_name": "Cyber Security Engineer",
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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.",
        "slug": "cross-platform-app-languages",
        "source": "db"
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      "input_skill": "JavaScript",
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      "roles_from_db": [
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          "display_name": "Hybrid Mobile Developer",
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          "rationale": null,
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      "dimension": {
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        "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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          "display_name": "Web Developer",
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      "dimension": {
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          "display_name": "WordPress Dev",
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      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Pega Programming Languages \u0026 DSLs",
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          "display_name": "Drupal Dev",
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          "rationale": null,
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      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Sitecore Development Languages",
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        "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",
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      "input_skill": "JavaScript",
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      "dimension": {
        "difficulty_hint": "well_known",
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        "source": "db"
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      "input_skill": "JavaScript",
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      "roles_from_db": [
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          "display_name": "Shopify Dev",
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          "role_archetype": "Engineering",
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      "dimension": {
        "difficulty_hint": "well_known",
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        "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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      "input_skill": "jQuery",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": "Sitecore Dev",
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      "dimension": {
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      "input_skill": "jQuery",
      "llm_role": null,
      "roles_from_db": [
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          "rationale": null,
          "role_archetype": "Engineering",
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            "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"
          },
          "input_skill": "jQuery",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Shopify Dev",
              "id": 230,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "shopify-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Web UI \u0026 Integration Frameworks",
            "id": 268,
            "rationale": "Client-side and integration frameworks and libraries used to extend Pega solutions.",
            "slug": "web-ui-integration-frameworks",
            "source": "db"
          },
          "input_skill": "jQuery",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Pega Developer",
              "id": 24,
              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "jQuery",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Prototype",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "prototype",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Jelly",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "jelly",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Access Control Lists",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "access-control-lists",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Email Notifications",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "email-notifications",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Inbound Actions",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "inbound-actions",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Reports",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "reports",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Gauges",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "gauges",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Home Pages",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "home-pages",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Record Producers",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "record-producers",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Transform Maps",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "transform-maps",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Data Sources",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "data-sources",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Transform Scripts",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "transform-scripts",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Schedule Jobs",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "schedule-jobs",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Events",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "events",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Triggers",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "triggers",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "UI Macros",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "ui-macros",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Performance Analytics",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "performance-analytics",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Scratchpad",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "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": "scratchpad",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "ServiceNow",
    "ITSM",
    "Client Scripts",
    "UI Policies",
    "UI Scripts",
    "UI Actions",
    "UI Pages",
    "Script Includes",
    "Workflows",
    "CMDB",
    "Import Sets",
    "Update Sets",
    "Service Catalog",
    "WSDL",
    "AppDynamics",
    "Prototype",
    "Jelly",
    "Access Control Lists",
    "Email Notifications",
    "Inbound Actions",
    "Reports",
    "Gauges",
    "Home Pages",
    "Record Producers",
    "Transform Maps",
    "Data Sources",
    "Transform Scripts",
    "Schedule Jobs",
    "Events",
    "Triggers",
    "UI Macros",
    "Performance Analytics",
    "Scratchpad"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "ServiceNow Developer",
    "id": 204,
    "rationale": "Exact alias hit on servicenow-developer (1.0) \u2014 no other alias at this confidence; skill_top pega-developer 0.11 does not contradict",
    "role_archetype": null,
    "slug": "servicenow-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "ServiceNow",
      "tag": "new"
    },
    {
      "skill": "ITSM",
      "tag": "new"
    },
    {
      "skill": "Business Rules",
      "tag": "in_db"
    },
    {
      "skill": "Client Scripts",
      "tag": "new"
    },
    {
      "skill": "UI Policies",
      "tag": "new"
    },
    {
      "skill": "UI Scripts",
      "tag": "new"
    },
    {
      "skill": "UI Actions",
      "tag": "new"
    },
    {
      "skill": "UI Pages",
      "tag": "new"
    },
    {
      "skill": "Script Includes",
      "tag": "new"
    },
    {
      "skill": "Workflows",
      "tag": "new"
    },
    {
      "skill": "CMDB",
      "tag": "new"
    },
    {
      "skill": "Import Sets",
      "tag": "new"
    },
    {
      "skill": "Update Sets",
      "tag": "new"
    },
    {
      "skill": "Service Catalog",
      "tag": "new"
    },
    {
      "skill": "REST",
      "tag": "in_db"
    },
    {
      "skill": "WSDL",
      "tag": "new"
    },
    {
      "skill": "JSON",
      "tag": "in_db"
    },
    {
      "skill": "Splunk",
      "tag": "in_db"
    },
    {
      "skill": "AppDynamics",
      "tag": "new"
    },
    {
      "skill": "JavaScript",
      "tag": "in_db"
    },
    {
      "skill": "jQuery",
      "tag": "in_db"
    },
    {
      "skill": "Prototype",
      "tag": "new"
    },
    {
      "skill": "Jelly",
      "tag": "new"
    },
    {
      "skill": "Access Control Lists",
      "tag": "new"
    },
    {
      "skill": "Email Notifications",
      "tag": "new"
    },
    {
      "skill": "Inbound Actions",
      "tag": "new"
    },
    {
      "skill": "Reports",
      "tag": "new"
    },
    {
      "skill": "Gauges",
      "tag": "new"
    },
    {
      "skill": "Home Pages",
      "tag": "new"
    },
    {
      "skill": "Record Producers",
      "tag": "new"
    },
    {
      "skill": "Transform Maps",
      "tag": "new"
    },
    {
      "skill": "Data Sources",
      "tag": "new"
    },
    {
      "skill": "Transform Scripts",
      "tag": "new"
    },
    {
      "skill": "Schedule Jobs",
      "tag": "new"
    },
    {
      "skill": "Events",
      "tag": "new"
    },
    {
      "skill": "Triggers",
      "tag": "new"
    },
    {
      "skill": "UI Macros",
      "tag": "new"
    },
    {
      "skill": "Performance Analytics",
      "tag": "new"
    },
    {
      "skill": "Scratchpad",
      "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": 204,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Business Logic and Domain Modeling",
          "id": 369,
          "rationale": "Implementing server-side business rules, domain entities, and service behavior in Go. This cluster is coherent because the role is judged on translating product requirements into maintainable domain logic rather than just wiring endpoints.",
          "slug": "business-logic-and-domain-modeling",
          "source": "db"
        },
        "dimension_id": 369,
        "input_skill": "Business Rules",
        "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": "Go Backend Developer",
            "id": 81,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "go-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 3390,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 204,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Design and Contracts",
          "id": 3,
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            "slug": "sitecore-dev",
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          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 607,
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        "skipped_reason": null
      },
      {
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          "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",
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        "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",
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        ],
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          "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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          "source": "db"
        },
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        "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",
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        ],
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      },
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          "source": "db"
        },
        "dimension_id": 360,
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        "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,
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            "slug": "drupal-dev",
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          }
        ],
        "skill_dimension_saved": true,
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      {
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          "display_name": "JavaScript Checkout Behavior",
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          "rationale": "Client-side behavior used to customize Magento storefront interactions, especially checkout and account flows. This includes Magento\u0027s browser-side component model and form behavior where commerce logic is implemented in the UI.",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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          {
            "display_name": "Magento Dev",
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        ],
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        },
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        "input_skill": "jQuery",
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        "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",
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        ],
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      },
      {
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          "display_name": "Web UI \u0026 Integration Frameworks",
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          "rationale": "Client-side and integration frameworks and libraries used to extend Pega solutions.",
          "slug": "web-ui-integration-frameworks",
          "source": "db"
        },
        "dimension_id": 268,
        "input_skill": "jQuery",
        "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",
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          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1968,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
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    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "0d81b390-9d59-4c3b-969b-463d5e564f31"
}

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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