Pipeline run
c9da26b2-4d56-4cb8-9306-e500c42da448
Pipeline LLM cost (USD)
API 1: $0.0085
API 2: $0.0004
API 3: $0.0000
Total: $0.0089
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
· Automation Testing
Build and run automated web/API test suites in Selenium/C#, create test data and reports, log bugs in JIRA, and support functional/system testing across release cycles while improving frameworks and CI flow with Jenkins/Maven.
"Automation of test scripts and automation frameworks creation"
Tech stack maturity
Mainstream Legacy
The skills listed center on established tooling and languages such as C, Java, Jenkins, Maven, and NUnit, which are common in mature enterprise test automation environments rather than cloud-native or bleeding-edge stacks.
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 (16)
Automation Testing
Selenium
C#
Java
Maven
Jenkins
NUnit
JIRA
Agile
API Testing
Web Services
LoadRunner
JMeter
VUGen
HTTP
OOP
Skill cluster (4 dimension groups, role-scoped)
Build and Dependency Management
Maven
C# and .NET Languages
C#
Java Language and JVM
Java
Cross-cutting / unaligned
Automation Testing
Selenium
Jenkins
NUnit
JIRA
Agile
API Testing
Web Services
LoadRunner
JMeter
VUGen
HTTP
OOP
Show KRA description ↓
• Design, implement and maintain deliverables including test cases, test data & reports.
• Analyze and understand the project's environment, architecture, and interdependencies to determine and apply appropriate test methodologies and cases relative to applications/Product being tested.
• Planning and execution of functional, system testing of products across all platforms to test various features at various phases of product development and release cycles.
• Evaluate testing process, make recommendations as necessary
• Timely execution of test cases, Identify and record bugs
• Automation of test scripts and automation frameworks creation
• B Tech / M Tech / MCA in Computer Science Engineering or equivalent with 5-7 years of experience in Automation testing
• At least 4-5 yrs. experience with automation of scripts for web applications and API Testing using Selenium and C#.
• Good knowledge on manual testing and QA process
• Must have knowledge on Agile process, preferably worked in agile development
• Experience in automating scripts using at least two functional automation tools. Selenium experience is mandatory.
• Must have experience in core java and have good understanding of OOPs concepts. Should have good experience with Maven, Jenkins.
• Must have experience of testing frameworks like Nunit.
• Must have good experience in JIRA and Bug management tools.
• Must have good exposure to life cycle and activities involved in Automation testing.
• Must have good Understand of the architecture of Selenium.
• Must be aware of creation and maintenance of test data for automation testing
• Experience with web service / API test automation & Experience on CI tools like Jenkin will be added advantage.
• Experienced on Load testing with various types of tools using LoadRunner/JMeter VUGen script in Web/HTTP, Web Services protocols will be an added advantage.
• Strong problem-solving ability
• Excellent verbal and written communication skills
• Great team player and experience in working with distributed teams
Signals
Skill
backend-engineer
0.27
Alias
—
—
KRA
angular-frontend-developer
0.52
Post-classification
Centroidupdated · n=13
Alias collision log—
New-role queue—
New skills captured9
New KRA capturedyes
Captured for admin review
Automation Testing
primary
↔
Test Automation Engineer
pending
Selenium
primary
↔
Test Automation Engineer
pending
JIRA
primary
↔
Test Automation Engineer
pending
API Testing
primary
↔
Test Automation Engineer
pending
Web Services
primary
↔
Test Automation Engineer
pending
LoadRunner
↔
Test Automation Engineer
pending
JMeter
↔
Test Automation Engineer
pending
VUGen
↔
Test Automation Engineer
pending
OOP
↔
Test Automation Engineer
pending
R&R fragment (sim 0.00)
↔
Test Automation Engineer
pending
• Design, implement and maintain deliverables including test cases, test data & reports. • Analyze and understand the project's environment, architecture, and interdependencies to determine and apply …
Status:
completed
Created: 2026-05-27T14:48:24.380882Z
Updated: 2026-06-12T17:14:23.848976Z
API 3 duration: 25452 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
Test Automation Engineer
domain · Testing & Quality CASE DOMAINslug: test-automation-engineer · id: 52 · source: db
Domain=Testing & Quality; The JD is centered on Selenium-based automation testing, framework creation, API/web automation, CI tools, and related QA activities, which best matches Test Automation Engineer.
Matched skills
Automation testingtest casestest datafunctional automation toolsSeleniumC#core javaOOPs conceptsMavenJenkinsNunitJIRAweb service / API test automationLoadRunnerJMeter
Matched dimensions
Test Automation EngineeringWeb and API Test AutomationAutomation Framework DevelopmentManual QA and Functional TestingCI/CD ToolingTest Data ManagementBug Tracking and Defect ManagementLoad and Performance Testing
Matched KRAs
Design, implement and maintain deliverables including test cases, test data & reportsAnalyze and understand the project's environment, architecture, and interdependenciesPlanning and execution of functional, system testingEvaluate testing process, make recommendations as necessaryTimely execution of test cases, Identify and record bugsAutomation of test scripts and automation frameworks creationExperience with web service / API test automationMust have experience in JIRA and Bug management tools
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
Responsibilities • Design, implement and maintain deliverables including test cases, test data & reports. • Analyze and understand the project's environment, architecture, and interdependencies to determine and apply appropriate test methodologies and cases relative to applications/Product being tested. • Planning and execution of functional, system testing of products across all platforms to test various features at various phases of product development and release cycles. • Evaluate testing process, make recommendations as necessary • Timely execution of test cases, Identify and record bugs • Automation of test scripts and automation frameworks creation Requirements • B Tech / M Tech / MCA in Computer Science Engineering or equivalent with 5-7 years of experience in Automation testing • At least 4-5 yrs. experience with automation of scripts for web applications and API Testing using Selenium and C#. • Good knowledge on manual testing and QA process • Must have knowledge on Agile process, preferably worked in agile development • Experience in automating scripts using at least two functional automation tools. Selenium experience is mandatory. • Must have experience in core java and have good understanding of OOPs concepts. Should have good experience with Maven, Jenkins. • Must have experience of testing frameworks like Nunit. • Must have good experience in JIRA and Bug management tools. • Must have good exposure to life cycle and activities involved in Automation testing. • Must have good Understand of the architecture of Selenium. • Must be aware of creation and maintenance of test data for automation testing • Experience with web service / API test automation & Experience on CI tools like Jenkin will be added advantage. • Experienced on Load testing with various types of tools using LoadRunner/JMeter VUGen script in Web/HTTP, Web Services protocols will be an added advantage. • Strong problem-solving ability • Excellent verbal and written communication skills • Great team player and experience in working with distributed teams This job was posted by Muthu Lavanya from eProductivity Software.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Automation Testing
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
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Selenium
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
- Testing Tools
- Sub-category
- Automation Tools
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
C#
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: C#
id=4
· c
Aliases — catalog
- C# (CANONICAL) primary
- C (CANONICAL)
- C# 1 (VERSION)
- C# 10 (VERSION)
- C# 11 (VERSION)
- C# 12 (VERSION)
- C# 13 (VERSION)
- C# 14 (VERSION)
- C# 2 (VERSION)
- C# 3 (VERSION)
- C# 4 (VERSION)
- C# 5 (VERSION)
- C# 6 (VERSION)
- C# 7 (VERSION)
- C# 8 (VERSION)
- C# 9 (VERSION)
- C# latest (VERSION)
- C#1 (VERSION)
- C#10 (VERSION)
- C#11 (VERSION)
- C#12 (VERSION)
- C#2 (VERSION)
- C#3 (VERSION)
- C#4 (VERSION)
- C#5 (VERSION)
- C#6 (VERSION)
- C#7 (VERSION)
- C#8 (VERSION)
- C#9 (VERSION)
- C++ (CANONICAL)
- C++03 (VERSION)
- C++11 (VERSION)
- C++14 (VERSION)
- C++17 (VERSION)
- C++20 (VERSION)
- C++23 (VERSION)
- C++26 (VERSION)
- C++98 (VERSION)
- c sharp (VERSION)
- c# (VERSION)
- cpp03 (VERSION)
- cpp11 (VERSION)
- cpp14 (VERSION)
- cpp17 (VERSION)
- cpp20 (VERSION)
- cpp23 (VERSION)
- cpp26 (VERSION)
- cpp98 (VERSION)
- csharp (VERSION)
- modern C++ (VERSION)
Context tags (catalog)
.NET
ASP.NET
Azure
Boost
C# 9
C11
C99
CLR
CMake
Entity Framework
LINQ
MSBuild
MVC
Makefile
NuGet
Qt
RAII
Roslyn
STL
TDD
Unity
Visual Studio
WPF
Web API
WinForms
Xamarin
async/await
attributes
buffer overflow
constexpr
delegates
dependency injection
dynamic memory
events
free
function pointer
gcc
gdb
header files
inline
interfaces
linker
malloc
memory leak
memory management
move semantics
multithreading
operator overloading
pointer
pointers
preprocessor
segmentation fault
smart pointers
stdio.h
stdlib.h
struct
syntax error
templates
typedef
xUnit
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2000
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- latest
Maturity reasoning: C# is a mainstream hiring staple with high JD volume across .NET, Azure, and enterprise roles; Microsoft continues active platform investment in .NET, reinforcing broad adoption.
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)
-
C# and .NET Languages Catalog dimension db id 362
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages for ML Systems Catalog dimension db id 39
Library dimension (catalog)
Roles linked in library: ML Engineer, MLOps Engineer
-
Programming Languages for XR Catalog dimension db id 97
Library dimension (catalog)
Roles linked in library: AR/VR Engineer
-
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
-
Video Codec Languages and DSLs Catalog dimension db id 225
Library dimension (catalog)
Roles linked in library: Video Codec Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | 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 for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | 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) |
|
Video Codec Languages and DSLs
video-codec-languages-and-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Java
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Java
id=1
· java
Aliases — catalog
- Java (CANONICAL) primary
- JDK (VERSION)
- JDK 10 (VERSION)
- JDK 11 (VERSION)
- JDK 12 (VERSION)
- JDK 13 (VERSION)
- JDK 14 (VERSION)
- JDK 15 (VERSION)
- JDK 16 (VERSION)
- JDK 17 (VERSION)
- JDK 18 (VERSION)
- JDK 19 (VERSION)
- JDK 20 (VERSION)
- JDK 21 (VERSION)
- JDK 5 (VERSION)
- JDK 6 (VERSION)
- JDK 7 (VERSION)
- JDK 8 (VERSION)
- JDK 9 (VERSION)
- Java 1.0 (VERSION)
- Java 1.1 (VERSION)
- Java 1.2 (VERSION)
- Java 1.3 (VERSION)
- Java 1.4 (VERSION)
- Java 1.5 (VERSION)
- Java 1.6 (VERSION)
- Java 1.7 (VERSION)
- Java 1.8 (VERSION)
- Java 10 (VERSION)
- Java 11 (VERSION)
- Java 12 (VERSION)
- Java 13 (VERSION)
- Java 14 (VERSION)
- Java 15 (VERSION)
- Java 16 (VERSION)
- Java 17 (VERSION)
- Java 18 (VERSION)
- Java 19 (VERSION)
- Java 20 (VERSION)
- Java 21 (VERSION)
- Java 5 (VERSION)
- Java 6 (VERSION)
- Java 7 (VERSION)
- Java 8 (VERSION)
- Java 9 (VERSION)
- Java11 (VERSION)
- Java17 (VERSION)
- Java21 (VERSION)
- Java8 (VERSION)
- OpenJDK 11 (VERSION)
- OpenJDK 17 (VERSION)
- OpenJDK 21 (VERSION)
- OpenJDK 8 (VERSION)
- java 11 (VERSION)
- java 17 (VERSION)
- java 21 (VERSION)
- java 4 (VERSION)
- java 5 (VERSION)
- java 6 (VERSION)
- java 7 (VERSION)
- java 8 (VERSION)
- java lts (VERSION)
- java-11 (VERSION)
- java-17 (VERSION)
- java-21 (VERSION)
- java-4 (VERSION)
- java-5 (VERSION)
- java-6 (VERSION)
- java-7 (VERSION)
- java-8 (VERSION)
- java11 (VERSION)
- java17 (VERSION)
- java21 (VERSION)
- java4 (VERSION)
- java5 (VERSION)
- java6 (VERSION)
- java7 (VERSION)
- java8 (VERSION)
- jdk 11 (VERSION)
- jdk 17 (VERSION)
- jdk 21 (VERSION)
- jdk 4 (VERSION)
- jdk 5 (VERSION)
- jdk 6 (VERSION)
- jdk 7 (VERSION)
- jdk 8 (VERSION)
- jdk11 (VERSION)
- jdk17 (VERSION)
- jdk21 (VERSION)
- jdk4 (VERSION)
- jdk5 (VERSION)
- jdk6 (VERSION)
- jdk7 (VERSION)
- jdk8 (VERSION)
- jvm21 (VERSION)
Context tags (catalog)
APIs
Apache Tomcat
Concurrency
Design patterns
Garbage collection
GraalVM
Gradle
Hibernate
JDBC
JDK
JPA
JUnit
JVM
Java 8
Java EE
JavaFX
Kafka
Lambda expressions
Maven
Microservices
Mockito
Object-oriented
REST
RESTful
SOAP
Servlets
Spring
Spring Boot
Tomcat
microservices
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Oracle
- License
- other_open
- Year introduced
- 1995
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 21
Maturity reasoning: Java is a hiring-pipeline staple with very high JD volume across enterprise backend, Android, and cloud roles; it remains widely supported by major vendors and frameworks like Spring.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Java Language and JVM Catalog dimension db id 279
Library dimension (catalog)
Roles linked in library: Java Backend Developer, Kotlin Backend Developer, Scala Backend Developer
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
-
Native Mobile Languages Catalog dimension db id 274
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile Languages
native-mobile-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Maven
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Maven
id=815
· maven
Aliases — catalog
- Maven (CANONICAL) primary
Context tags (catalog)
CI/CD
JAR
Java
Maven Central
artifact
build automation
build lifecycle
dependency management
integration testing
multi-module
plugins
pom.xml
project object model
release management
repository
site generation
versioning
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Build Tool
- Vendor
- Apache Software Foundation
- License
- apache_2
- Year introduced
- 2004
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Maven remains a standard Java build tool, appearing in many Java/JVM job descriptions and widely used in enterprise CI/CD pipelines alongside Gradle.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 358
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Build and Dependency Management Catalog dimension db id 286
Library dimension (catalog)
Roles linked in library: Java Backend Developer
-
Build and Packaging Tooling Catalog dimension db id 149
Library dimension (catalog)
Roles linked in library: DevOps Engineer, Ionic Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Build and Dependency Management
build-and-dependency-management
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Build and Packaging Tooling
build-and-packaging-tooling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Jenkins
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Jenkins
id=283
· jenkins
Aliases — catalog
- Jenkins (CANONICAL) primary
Context tags (catalog)
Blue Ocean
CI/CD
Declarative Pipeline
Docker
Groovy
Jenkinsfile
Kubernetes
agents
artifact repository
artifacts
automation
build triggers
integration
multibranch pipeline
pipeline
plugins
shared libraries
stages
test automation
version control
webhooks
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Ci Cd Tool
- Vendor
- CloudBees
- License
- mit
- Year introduced
- 2011
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Jenkins remains a common CI/CD requirement in job postings and enterprise DevOps stacks, with broad plugin ecosystem and long-running GitHub activity despite newer alternatives.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 184
- 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) |
NUnit
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: NUnit
id=3313
· nunit
Aliases — catalog
- NUnit (CANONICAL) primary
Context tags (catalog)
assert
attribute
code coverage
continuous integration
fixture
integration testing
mocking
parameterized
setup
teardown
test case
test runner
test suite
test-driven development
unit testing
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Testing Framework
- Vendor
- NUnit Software
- License
- mit
- Year introduced
- 2002
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: NUnit remains a common .NET testing framework and appears regularly in C#/.NET job descriptions, though xUnit/MSTest are also frequent alternatives.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 770
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Testing and Quality Assurance Catalog dimension db id 12
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Testing and Quality Assurance
testing-and-quality-assurance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
JIRA
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
- Project Management Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Agile
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Agile
id=520
· agile
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Kanban
SAFe
Scrum
backlog
backlog grooming
burndown
burndown chart
continuous delivery
continuous improvement
cross-functional
daily standup
epics
incremental development
iteration
iteration planning
lean
product backlog
product owner
retrospective
sprint
sprint planning
stand-up
story points
user stories
velocity
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 367
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
API Testing
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
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Web Services
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
LoadRunner
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
- Testing Tools
- Sub-category
- Performance Testing
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
JMeter
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
- Testing Tools
- Sub-category
- Performance Testing
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
VUGen
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
- Testing Tools
- Sub-category
- Performance Testing
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
HTTP
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: HTTP
id=935
· http
Aliases — catalog
- HTTP (CANONICAL) primary
Context tags (catalog)
API
CORS
HTTPS
REST
URI
WebSocket
client-server
content negotiation
cookies
header fields
load balancing
proxy
request-response
session management
status codes
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Application Protocol
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: HTTP is a foundational web protocol present in nearly all backend/frontend JDs and cloud docs; it underpins REST APIs and browser traffic, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 710
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Networking and API Integration Catalog dimension db id 84
Library dimension (catalog)
Roles linked in library: Android Developer, Hybrid Mobile Developer, Native Mobile Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Networking and API Integration
networking-and-api-integration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
OOP
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
- STABLE
- Typical lifespan
- EVERGREEN
- 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 |
|---|---|---|---|---|---|---|
| C# | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Programming Languages for ML Systems
programming-languages-for-ml-systems
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Programming Languages for XR
programming-languages-for-xr
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| C# | in_db |
Video Codec Languages and DSLs
video-codec-languages-and-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Native Mobile Languages
native-mobile-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Java | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Maven | in_db |
Build and Dependency Management
build-and-dependency-management
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Maven | in_db |
Build and Packaging Tooling
build-and-packaging-tooling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Jenkins | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Jenkins | in_db |
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| NUnit | in_db |
Testing and Quality Assurance
testing-and-quality-assurance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTTP | in_db |
Networking and API Integration
networking-and-api-integration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Automation Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Selenium | type=Testing Tools subtype=Automation Tools nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | JIRA | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | API Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Web Services | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | LoadRunner | type=Testing Tools subtype=Performance Testing nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | JMeter | type=Testing Tools subtype=Performance Testing nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | VUGen | type=Testing Tools subtype=Performance Testing nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | OOP | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN |
nano JD Parser — gpt-4.1-nano click to toggle
CompanyeProductivity Software
Experience5-7 years of experience in Automation testing
DomainSoftware & SaaS Products
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "eProductivity Software",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/MCA - Computer Science Engineering (or equivalent)",
"raw": "B Tech / M Tech / MCA in Computer Science Engineering or equivalent",
"requirement": "required"
}
],
"experience": {
"max": 7,
"min": 5,
"raw": "5-7 years of experience in Automation testing"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "QA",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design, implement and maintain",
"last_5_words": "automation frameworks creation"
},
"text": "\u2022 Design, implement and maintain deliverables including test cases, test data \u0026 reports.\n\u2022 Analyze and understand the project\u0027s environment, architecture, and interdependencies to determine and apply appropriate test methodologies and cases relative to applications/Product being tested.\n\u2022 Planning and execution of functional, system testing of products across all platforms to test various features at various phases of product development and release cycles.\n\u2022 Evaluate testing process, make recommendations as necessary\n\u2022 Timely execution of test cases, Identify and record bugs\n\u2022 Automation of test scripts and automation frameworks creation",
"word_count": 66
},
{
"bullet_count": 15,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 B Tech / M Tech /",
"last_5_words": "working with distributed teams"
},
"text": "\u2022 B Tech / M Tech / MCA in Computer Science Engineering or equivalent with 5-7 years of experience in Automation testing\n\u2022 At least 4-5 yrs. experience with automation of scripts for web applications and API Testing using Selenium and C#.\n\u2022 Good knowledge on manual testing and QA process\n\u2022 Must have knowledge on Agile process, preferably worked in agile development\n\u2022 Experience in automating scripts using at least two functional automation tools. Selenium experience is mandatory.\n\u2022 Must have experience in core java and have good understanding of OOPs concepts. Should have good experience with Maven, Jenkins.\n\u2022 Must have experience of testing frameworks like Nunit.\n\u2022 Must have good experience in JIRA and Bug management tools.\n\u2022 Must have good exposure to life cycle and activities involved in Automation testing.\n\u2022 Must have good Understand of the architecture of Selenium.\n\u2022 Must be aware of creation and maintenance of test data for automation testing\n\u2022 Experience with web service / API test automation \u0026 Experience on CI tools like Jenkin will be added advantage.\n\u2022 Experienced on Load testing with various types of tools using LoadRunner/JMeter VUGen script in Web/HTTP, Web Services protocols will be an added advantage.\n\u2022 Strong problem-solving ability\n\u2022 Excellent verbal and written communication skills\n\u2022 Great team player and experience in working with distributed teams",
"word_count": 236
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Automation Testing"
},
{
"is_primary": true,
"skill_name": "Selenium"
},
{
"is_primary": true,
"skill_name": "C#"
},
{
"is_primary": true,
"skill_name": "Java"
},
{
"is_primary": true,
"skill_name": "Maven"
},
{
"is_primary": true,
"skill_name": "Jenkins"
},
{
"is_primary": true,
"skill_name": "NUnit"
},
{
"is_primary": true,
"skill_name": "JIRA"
},
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": true,
"skill_name": "API Testing"
},
{
"is_primary": true,
"skill_name": "Web Services"
},
{
"is_primary": false,
"skill_name": "LoadRunner"
},
{
"is_primary": false,
"skill_name": "JMeter"
},
{
"is_primary": false,
"skill_name": "VUGen"
},
{
"is_primary": false,
"skill_name": "HTTP"
},
{
"is_primary": false,
"skill_name": "OOP"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "eProductivity Software",
"ctc": null,
"domain": {
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},
"secondary": null
},
"education": [
{
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"raw": "B Tech / M Tech / MCA in Computer Science Engineering or equivalent",
"requirement": "required"
}
],
"experience": {
"max": 7,
"min": 5,
"raw": "5-7 years of experience in Automation testing"
},
"job_locations": [],
"role": null,
"role_aliases": [],
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"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design, implement and maintain",
"last_5_words": "automation frameworks creation"
},
"text": "\u2022 Design, implement and maintain deliverables including test cases, test data \u0026 reports.\n\u2022 Analyze and understand the project\u0027s environment, architecture, and interdependencies to determine and apply appropriate test methodologies and cases relative to applications/Product being tested.\n\u2022 Planning and execution of functional, system testing of products across all platforms to test various features at various phases of product development and release cycles.\n\u2022 Evaluate testing process, make recommendations as necessary\n\u2022 Timely execution of test cases, Identify and record bugs\n\u2022 Automation of test scripts and automation frameworks creation",
"word_count": 66
},
{
"bullet_count": 15,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 B Tech / M Tech /",
"last_5_words": "working with distributed teams"
},
"text": "\u2022 B Tech / M Tech / MCA in Computer Science Engineering or equivalent with 5-7 years of experience in Automation testing\n\u2022 At least 4-5 yrs. experience with automation of scripts for web applications and API Testing using Selenium and C#.\n\u2022 Good knowledge on manual testing and QA process\n\u2022 Must have knowledge on Agile process, preferably worked in agile development\n\u2022 Experience in automating scripts using at least two functional automation tools. Selenium experience is mandatory.\n\u2022 Must have experience in core java and have good understanding of OOPs concepts. Should have good experience with Maven, Jenkins.\n\u2022 Must have experience of testing frameworks like Nunit.\n\u2022 Must have good experience in JIRA and Bug management tools.\n\u2022 Must have good exposure to life cycle and activities involved in Automation testing.\n\u2022 Must have good Understand of the architecture of Selenium.\n\u2022 Must be aware of creation and maintenance of test data for automation testing\n\u2022 Experience with web service / API test automation \u0026 Experience on CI tools like Jenkin will be added advantage.\n\u2022 Experienced on Load testing with various types of tools using LoadRunner/JMeter VUGen script in Web/HTTP, Web Services protocols will be an added advantage.\n\u2022 Strong problem-solving ability\n\u2022 Excellent verbal and written communication skills\n\u2022 Great team player and experience in working with distributed teams",
"word_count": 236
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "c9da26b2-4d56-4cb8-9306-e500c42da448",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
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{
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{
"display_name": "Go Backend Developer",
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{
"display_name": "Python Backend Developer",
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},
{
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],
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},
{
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{
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],
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{
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{
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{
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],
"skill_match_roles": [
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{
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{
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{
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]
},
"stage4_decision": {
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"case": "DOMAIN",
"chosen_role": {
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"score": 0.98,
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"confidence": 0.98,
"is_new_role": false,
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"matched_dimensions": [
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],
"matched_kras": [
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"matched_skills": [
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"C#",
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"queued": false,
"reasoning": "Domain=Testing \u0026 Quality; The JD is centered on Selenium-based automation testing, framework creation, API/web automation, CI tools, and related QA activities, which best matches Test Automation Engineer.",
"sub_role": null
},
"stage5_updates": {
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}
API 2 — extract-details
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API 3 — final-role-output
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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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