anchor: Job Title: React Native Developer. Required Skills: React Native, iOS, Android, Redux, TypeScript, REST APIs

positive: User Skills: React Native, Redux, TypeScript, REST APIs, Android

negative: User Skills: Flutter, Dart, Provider, Firebase

neg_type: B


anchor: Job Title: Junior Python Backend Engineer. Required Skills: Python, FastAPI, PostgreSQL, Docker, SQLAlchemy

positive: User Skills: Python, FastAPI, PostgreSQL, Docker, SQLAlchemy

negative: User Skills: Java, Spring Boot, Hibernate, Maven, JPA

neg_type: A


anchor: Job Title: Node.js Lead Engineer. Required Skills: Node.js, Express, PostgreSQL, Redis, Docker

positive: User Skills: Node.js, Express, PostgreSQL, Redis

negative: User Skills: Terraform, Jenkins, Ansible, Helm


anchor: Job Title: Senior iOS Developer. Required Skills: Swift, SwiftUI, CoreData, Xcode, MVVM, REST APIs

positive: User Skills: Swift, SwiftUI, CoreData, Xcode, MVVM

negative: User Skills: Java, Spring Boot, Maven, Hibernate, JPA


anchor: Job Title: Senior Java Backend Engineer. Required Skills: Java, Spring Boot, Hibernate, Maven, JPA, REST APIs

positive: User Skills: Java, Spring Boot, Hibernate, Maven, JPA

negative: User Skills: Selenium, JUnit, TestNG, Appium, Cucumber


anchor: Job Title: Senior React Native Developer. Required Skills: React Native, iOS, Android, Redux, TypeScript, REST APIs

positive: User Skills: React Native, Redux, TypeScript, REST APIs, iOS

negative: User Skills: Spark, Kafka, Airflow, dbt, Snowflake


anchor: Job Title: C# .NET Backend Engineer. Required Skills: C#, .NET, ASP.NET Core, Azure, SQL Server, Entity Framework, Microservices

positive: User Skills: C#, .NET, ASP.NET Core, Azure, Entity Framework

negative: User Skills: Pytest, Cypress, Selenium, Python, JavaScript


anchor: Job Title: QA Engineer. Required Skills: Selenium, Appium, JUnit, TestNG, Cucumber

positive: User Skills: Selenium, Appium, JUnit, TestNG, Cucumber, Jenkins

negative: User Skills: Spring Boot, Hibernate, Maven, REST APIs, Java


anchor: Job Title: DevOps Engineer. Required Skills: Docker, Kubernetes, Terraform, Ansible, Helm, AWS, CI/CD, Linux

positive: User Skills: Docker, Kubernetes, Terraform, Ansible, Helm

negative: User Skills: Spring Boot, Hibernate, Maven


anchor: Job Title: Senior Python Backend Engineer. Required Skills: Python, Flask, PostgreSQL, AWS, Kafka

positive: User Skills: Python, Flask, PostgreSQL, AWS, Kafka

negative: User Skills: Selenium, Pytest, Cypress, JUnit, CI/CD


anchor: Job Title: Lead Data Engineer. Required Skills: Kafka, dbt, Snowflake, Scala, Python, SQL, Delta Lake

positive: User Skills: Kafka, dbt, Snowflake, Python, SQL, Delta Lake

negative: User Skills: SQL, Excel, Tableau, Power BI


anchor: Job Title: QA Engineer. Required Skills: Selenium, Appium, JUnit, TestNG, Cucumber, Jenkins

positive: User Skills: Selenium, Appium, JUnit, TestNG, Cucumber

negative: User Skills: Excel, bug reporting, WinRunner


anchor: Job Title: Cloud Engineer. Required Skills: AWS, Terraform, Kubernetes, Docker, Python

positive: User Skills: AWS, Terraform, Kubernetes, Python

negative: User Skills: SQL, Power BI, Excel, Tableau


anchor: Job Title: Data Analyst. Required Skills: SQL, Excel, Statistics, SSRS, Data Warehouse

positive: User Skills: SQL, Excel, Statistics, Data Warehouse

negative: User Skills: Swift, Kotlin, Android


anchor: Job Title: Node.js Backend Engineer. Required Skills: Node.js, Express, MongoDB, REST APIs, Docker

positive: User Skills: Node.js, Express, MongoDB, REST APIs

negative: User Skills: Spark, Kafka, Airflow, Scala


anchor: Job Title: Senior AI Engineer. Required Skills: Python, PyTorch, RAG, OpenAI API, Pinecone

positive: User Skills: Python, PyTorch, OpenAI API, Pinecone, LangChain

negative: User Skills: Docker, Linux, Bash, Git, cron


anchor: Job Title: Blockchain Developer. Required Skills: Solidity, Ethereum, Hardhat, Web3.js, Smart Contracts

positive: User Skills: Solidity, Ethereum, Web3.js, Smart Contracts

negative: User Skills: C, Microcontrollers, Embedded Linux


anchor: Job Title: Senior Data Engineer. Required Skills: Apache Spark, Kafka, Airflow, dbt, Snowflake, Scala, Python

positive: User Skills: Apache Spark, Kafka, Airflow, dbt, Snowflake, Python

negative: User Skills: Java, Spring Boot, Hibernate, Maven


anchor: Job Title: SRE. Required Skills: Docker, Kubernetes, Terraform, Ansible, Helm, Azure, ArgoCD

positive: User Skills: Docker, Kubernetes, Terraform, Helm, Azure, ArgoCD

negative: User Skills: Spark, Airflow, dbt, Snowflake, Redshift


anchor: Job Title: Senior Data Engineer. Required Skills: Apache Spark, Kafka, Hadoop, Hive, Redshift, Delta Lake, SQL

positive: User Skills: Apache Spark, Kafka, Hadoop, Hive, Redshift, SQL, Scala

negative: User Skills: SSIS, SSRS, SQL Server, stored procedures, Excel


anchor: Job Title: Senior Data Scientist. Required Skills: Python, R, scikit-learn, pandas, statistics, A/B testing, SQL, Tableau

positive: User Skills: Python, R, scikit-learn, pandas, statistics, SQL, Tableau

negative: User Skills: Terraform, Ansible, Kubernetes, Docker, AWS


anchor: Job Title: DevOps Engineer. Required Skills: Docker, Kubernetes, Jenkins, CI/CD, Prometheus, Grafana, Linux, Python

positive: User Skills: Docker, Kubernetes, Jenkins, CI/CD, Python

negative: User Skills: Linux, Bash, cron, SSH, Git


anchor: Job Title: Node.js Backend Engineer. Required Skills: Node.js, GraphQL, TypeScript, REST APIs, Docker

positive: User Skills: Node.js, GraphQL, TypeScript, REST APIs

negative: User Skills: Ruby on Rails, SQLite, ERB templates, Rails


anchor: Job Title: DevOps Lead. Required Skills: Docker, Kubernetes, Terraform, Jenkins, CI/CD, Ansible, Helm, Prometheus

positive: User Skills: Docker, Kubernetes, Terraform, Jenkins, CI/CD

negative: User Skills: VMware, Hyper-V, bare metal


anchor: Job Title: Mid Java Backend Engineer. Required Skills: Java, Spring Boot, JPA, PostgreSQL, Kafka, Redis

positive: User Skills: Java, Spring Boot, JPA, PostgreSQL, Kafka

negative: User Skills: Spring MVC, Ant, JSP, Servlets, EJB


anchor: Job Title: Data Scientist. Required Skills: Python, R, scikit-learn, pandas, statistics, A/B testing, SQL, Tableau

positive: User Skills: Python, scikit-learn, pandas, statistics, SQL

negative: User Skills: Weka, MATLAB, SAS, R


anchor: Job Title: Senior Data Analyst. Required Skills: SQL, Tableau, Power BI, Statistics, Excel

positive: User Skills: SQL, Tableau, Power BI, Statistics

negative: User Skills: Java, Spring Boot, Hibernate


anchor: Job Title: Senior Data Engineer. Required Skills: Kafka, Airflow, dbt, Snowflake, Redshift, Delta Lake, Python

positive: User Skills: Kafka, Airflow, Snowflake, Redshift, Python, SQL

negative: User Skills: SQL, Excel, Tableau, Power BI


anchor: Job Title: SRE. Required Skills: Docker, Kubernetes, CI/CD, ArgoCD, Python, Prometheus

positive: User Skills: Docker, Kubernetes, CI/CD, Python, Grafana

negative: User Skills: Spark, Airflow, dbt, Snowflake, Kafka


anchor: Job Title: Data Analyst. Required Skills: SQL, Looker, dbt, Snowflake, Python

positive: User Skills: SQL, Looker, dbt, Python

negative: User Skills: Kotlin, Android, Jetpack Compose


anchor: Job Title: Data Analyst. Required Skills: SQL, Excel, SSRS, ETL, Data Warehouse

positive: User Skills: SQL, Excel, ETL, Data Warehouse

negative: User Skills: Terraform, Jenkins, Ansible


anchor: Job Title: Senior BI Developer. Required Skills: SQL, Power BI, Tableau, Statistics, R

positive: User Skills: SQL, Power BI, Tableau, Statistics

negative: User Skills: R, SPSS, ANOVA


anchor: Job Title: Pentesting Specialist. Required Skills: OWASP, Burp Suite, Metasploit, Nmap, Python, Kali Linux

positive: User Skills: OWASP, Burp Suite, Metasploit, Python, Nmap

negative: User Skills: firewall rules, antivirus, Windows hardening, group policy, Active Directory


anchor: Job Title: Database Developer. Required Skills: MongoDB, Backup, ETL, SQL, PostgreSQL

positive: User Skills: MongoDB, SQL, PostgreSQL, Backup, ETL

negative: User Skills: PyTorch, scikit-learn, TensorFlow, Keras, Python


anchor: Job Title: Full Stack Developer. Required Skills: JavaScript, React, Node.js, TypeScript, GraphQL

positive: User Skills: JavaScript, React, Node.js, TypeScript

negative: User Skills: jQuery, PHP, MySQL, Bootstrap


anchor: Job Title: Platform Engineer. Required Skills: Docker, Kubernetes, Jenkins, CI/CD, Prometheus, Grafana, ArgoCD

positive: User Skills: Docker, Kubernetes, Jenkins, CI/CD, Prometheus


anchor: Job Title: Lead ML Engineer. Required Skills: Python, PyTorch, TensorFlow, scikit-learn, MLflow, Docker, AWS, model serving

positive: User Skills: Python, PyTorch, scikit-learn, TensorFlow, MLflow


anchor: Job Title: LLM Research Engineer. Required Skills: Python, LangChain, LlamaIndex, RAG, OpenAI API

positive: User Skills: Python, LangChain, LlamaIndex, OpenAI API, Pinecone

negative: User Skills: NLTK, regex, TF-IDF, word2vec, sentiment analysis


anchor: Job Title: Database Developer. Required Skills: MySQL, PostgreSQL, MongoDB, Performance Tuning, Backup

positive: User Skills: MySQL, PostgreSQL, SQL, ETL, MongoDB

negative: User Skills: PyTorch, scikit-learn, pandas, Tableau, Python


anchor: Job Title: Junior Java Backend Engineer. Required Skills: Java, Spring MVC, Spring Boot, Maven, REST APIs

positive: User Skills: Java, Spring Boot, Maven, REST APIs, Microservices

negative: User Skills: Figma, Sketch, Adobe XD, User Research, Prototyping


anchor: Job Title: DevOps Engineer. Required Skills: Docker, Jenkins, CI/CD, Ansible, Linux, Python, Grafana

positive: User Skills: Docker, CI/CD, Ansible, Linux, Python, Grafana

negative: User Skills: Linux, Bash, cron, SSH, Git


anchor: Job Title: Data Engineer. Required Skills: Apache Spark, Hadoop, Hive, SQL, BigQuery, Scala

positive: User Skills: Apache Spark, Hadoop, Hive, SQL, Scala, Python

negative: User Skills: React, CSS, HTML, TypeScript, JavaScript


anchor: Job Title: SRE. Required Skills: Kubernetes, Terraform, Ansible, Helm, AWS, Azure, Linux, Python

positive: User Skills: Kubernetes, Terraform, Ansible, Helm, AWS

negative: User Skills: Selenium, JUnit, TestNG


anchor: Job Title: Game Developer. Required Skills: C++, Unity, Unreal Engine, HLSL, Physics

positive: User Skills: C++, Unity, Physics, Shaders

negative: User Skills: Python, ROS, Computer Vision


anchor: Job Title: Senior DevOps Engineer. Required Skills: Docker, Kubernetes, Terraform, Ansible, Helm, AWS, CI/CD, Prometheus

positive: User Skills: Docker, Kubernetes, Terraform, Helm, AWS, CI/CD

negative: User Skills: Spring Boot, Hibernate, Maven, JPA, Java


anchor: Job Title: SRE. Required Skills: Docker, Kubernetes, CI/CD, Prometheus, Grafana, ArgoCD

positive: User Skills: Docker, Kubernetes, CI/CD, Prometheus, Grafana

negative: User Skills: Selenium, JUnit, TestNG, Appium, Cucumber


anchor: Job Title: Go Backend Engineer. Required Skills: Go, gRPC, Kubernetes, gin, Docker, PostgreSQL, REST APIs

positive: User Skills: Go, gRPC, Kubernetes, Docker, REST APIs

negative: User Skills: Selenium, Appium, Cucumber, TestNG, JUnit


anchor: Job Title: Database Administrator. Required Skills: SQL, Oracle, Performance Tuning, ETL, Backup

positive: User Skills: SQL, Oracle, PostgreSQL, MongoDB, ETL

negative: User Skills: React, CSS, HTML, JavaScript, Figma


anchor: Job Title: Senior DevOps Engineer. Required Skills: Docker, Kubernetes, Terraform, Ansible, Helm, AWS, CI/CD, Linux

positive: User Skills: Docker, Kubernetes, Terraform, Ansible, Helm, AWS

negative: User Skills: Spring Boot, Hibernate, Maven, Selenium


anchor: Job Title: Senior Python Backend Engineer. Required Skills: Python, FastAPI, PostgreSQL, Docker, Redis, SQLAlchemy, REST APIs

positive: User Skills: Python, FastAPI, PostgreSQL, Docker, SQLAlchemy

negative: User Skills: Java, Spring Boot, Hibernate, Maven, JPA


anchor: Job Title: DevSecOps Engineer. Required Skills: Jenkins, Docker, Kubernetes, SAST, DAST, Terraform, Security

positive: User Skills: Jenkins, Docker, Kubernetes, Terraform, Security

negative: User Skills: firewall rules, antivirus, Windows hardening, group policy


anchor: Job Title: Senior Java Backend Engineer. Required Skills: Java, Hibernate, Maven, JPA, Kafka, Redis, Spring MVC

positive: User Skills: Java, Hibernate, Maven, JPA, Kafka, Redis

negative: User Skills: Kotlin, Android, Jetpack Compose, SQLite, Retrofit


anchor: Job Title: Lead Java Backend Engineer. Required Skills: Java, Spring Boot, Kubernetes, AWS, PostgreSQL, Kafka

positive: User Skills: Java, Spring Boot, Kubernetes, AWS, PostgreSQL

negative: User Skills: Spring MVC, Ant, JSP, Servlets, EJB


anchor: Job Title: Mid Python Backend Engineer. Required Skills: Django, Redis, Celery, SQLAlchemy, REST APIs

positive: User Skills: Django, PostgreSQL, Redis, SQLAlchemy, Celery

negative: User Skills: Django 1.x, CGI scripts, SVN, JSP


anchor: Job Title: AI Engineer. Required Skills: Python, LangChain, LlamaIndex, OpenAI API, Pinecone

positive: User Skills: Python, LangChain, LlamaIndex, OpenAI API, Pinecone, NLTK

negative: User Skills: Terraform, Jenkins, Ansible, Helm, Prometheus


anchor: Job Title: Frontend Developer. Required Skills: JavaScript, Angular, HTML, CSS, GraphQL

positive: User Skills: JavaScript, Angular, HTML, CSS, GraphQL, Jest

negative: User Skills: jQuery, Bootstrap, Grunt, LESS


anchor: Job Title: Junior Java Backend Engineer. Required Skills: Java, Spring Boot, Maven, JPA, REST APIs, Docker

positive: User Skills: Java, Spring Boot, Maven, JPA, REST APIs


anchor: Job Title: Frontend Developer. Required Skills: TypeScript, Vue, HTML, CSS, Next.js

positive: User Skills: TypeScript, Vue, HTML, CSS, Next.js, Redux

negative: User Skills: Python, scikit-learn, pandas, NumPy


anchor: Job Title: Senior Java Backend Engineer. Required Skills: Java, Hibernate, Maven, JPA, REST APIs, Microservices, Docker

positive: User Skills: Java, Hibernate, Maven, JPA, REST APIs

negative: User Skills: Figma, Sketch, Adobe XD, User Research, Prototyping


anchor: Job Title: Lead Java Backend Engineer. Required Skills: Java, Spring Boot, Microservices, Docker, Kubernetes, AWS, PostgreSQL

positive: User Skills: Java, Spring Boot, Microservices, Docker, Kubernetes, AWS

negative: User Skills: Java, JDBC, MySQL


anchor: Job Title: DevOps Engineer. Required Skills: Docker, Kubernetes, Terraform, Jenkins, Ansible, Helm

positive: User Skills: Docker, Kubernetes, Terraform, Helm, AWS

negative: User Skills: VMware, Hyper-V, bare metal, Windows, SQL Server


anchor: Job Title: Full Stack Developer. Required Skills: React, Node.js, Express, MongoDB, GraphQL

positive: User Skills: React, Node.js, Express, MongoDB, TypeScript

negative: User Skills: Ruby on Rails, SQLite, ERB templates, React, CSS


anchor: Job Title: Frontend Developer. Required Skills: JavaScript, React, HTML, CSS, Redux

positive: User Skills: JavaScript, React, HTML, CSS, Redux, GraphQL

negative: User Skills: Node.js, Express, MongoDB, REST APIs


anchor: Job Title: Full Stack Developer. Required Skills: JavaScript, React, Node.js, Express, MongoDB

positive: User Skills: JavaScript, React, Node.js, Express

negative: User Skills: React, CSS, HTML, Figma


anchor: Job Title: Embedded Systems Engineer. Required Skills: C, C++, Microcontrollers, Embedded Linux, RTOS

positive: User Skills: C, C++, Microcontrollers, Embedded Linux

negative: User Skills: Arduino, Python, JavaScript, HTML/CSS, jQuery


anchor: Job Title: Senior ML Engineer. Required Skills: Python, PyTorch, TensorFlow, scikit-learn, MLflow, Docker, AWS, model serving

positive: User Skills: Python, PyTorch, scikit-learn, MLflow, Docker

negative: User Skills: SQL, Excel, basic Python, Tableau


anchor: Job Title: Data Engineer. Required Skills: Apache Spark, Kafka, Airflow, Snowflake, BigQuery, SQL, Python

positive: User Skills: Apache Spark, Kafka, Airflow, Snowflake, BigQuery, SQL, Python


anchor: Job Title: BI Developer. Required Skills: SQL, Excel, SSRS, Data Warehouse, ETL

positive: User Skills: SQL, Excel, Data Warehouse, ETL

negative: User Skills: Excel, pivot tables, basic formulas


anchor: Job Title: Pentesting Specialist. Required Skills: OWASP, Burp Suite, Metasploit, Nmap, Python

positive: User Skills: OWASP, Burp Suite, Metasploit, Python

negative: User Skills: React, CSS, HTML, JavaScript, Redux


anchor: Job Title: Mid Python Backend Engineer. Required Skills: Python, Django, Redis, Celery, REST APIs

positive: User Skills: Python, Django, Redis, Celery, REST APIs

negative: User Skills: Python, pandas, NumPy, Matplotlib, Jupyter


anchor: Job Title: AI Engineer. Required Skills: Python, PyTorch, spaCy, NLTK, Transformers

positive: User Skills: Python, PyTorch, Transformers, spaCy, fine-tuning

negative: User Skills: Java, Spring Boot, Hibernate, Maven, Git


anchor: Job Title: Lead Java Backend Engineer. Required Skills: Java, Spring Boot, Hibernate, Maven, JPA, REST APIs, Microservices

positive: User Skills: Java, Spring Boot, Hibernate, Maven, JPA, REST APIs

negative: User Skills: Spring MVC, Ant, JSP, Servlets


anchor: Job Title: Lead Java Backend Engineer. Required Skills: Java, Spring Boot, Microservices, Docker, Kubernetes, Kafka, Redis

positive: User Skills: Java, Spring Boot, Microservices, Docker, Kubernetes, Kafka

negative: User Skills: Spring MVC, Ant, JSP, Servlets, EJB


anchor: Job Title: Mid Python Backend Engineer. Required Skills: Python, Django, Celery, REST APIs, PostgreSQL, AWS

positive: User Skills: Python, Django, Celery, REST APIs, PostgreSQL


anchor: Job Title: Business Analyst. Required Skills: Business Analysis, Requirements Gathering, Agile, SQL, Confluence

positive: User Skills: Business Analysis, Agile, SQL, Confluence

negative: User Skills: Figma, Sketch, Adobe XD


anchor: Job Title: IT Project Manager. Required Skills: Agile, Scrum, Waterfall, PMP, ITIL, Stakeholder Management, JIRA

positive: User Skills: Agile, Scrum, Waterfall, PMP, ITIL

negative: User Skills: Selenium, Spark, Kafka


anchor: Job Title: Full Stack Engineer. Required Skills: Node.js, React, Express, MongoDB, TypeScript

positive: User Skills: Node.js, React, Express, MongoDB, TypeScript, GraphQL

negative: User Skills: Spark, Kafka, Airflow, Docker, PostgreSQL


anchor: Job Title: QA SDET. Required Skills: Selenium, Pytest, Cypress, k6, Jenkins

positive: User Skills: Selenium, Pytest, Cypress, Jenkins, Appium

negative: User Skills: Excel, bug reporting, manual testing, test cases, jira


anchor: Job Title: ML Researcher. Required Skills: Python, R, scikit-learn, pandas, statistics, A/B testing, SQL, Tableau

positive: User Skills: Python, R, scikit-learn, statistics, A/B testing

negative: User Skills: academic statistics, R, SPSS, ANOVA


anchor: Job Title: NLP Engineer. Required Skills: Python, HuggingFace, Transformers, LangChain, fine-tuning

positive: User Skills: Python, HuggingFace, Transformers, fine-tuning, vLLM

negative: User Skills: scikit-learn, pandas, Jupyter, Matplotlib, Seaborn


anchor: Job Title: QA Automation Engineer. Required Skills: Pytest, Cypress, k6, Selenium, Jenkins

positive: User Skills: Pytest, Cypress, k6, Selenium, Appium

negative: User Skills: Excel, bug reporting, test cases, manual testing, jira


anchor: Job Title: Senior LLM Engineer. Required Skills: Python, PyTorch, HuggingFace, Transformers, fine-tuning

positive: User Skills: Python, PyTorch, HuggingFace, Transformers, fine-tuning

negative: User Skills: SQL, Tableau, Power BI, Excel, Data Visualization


anchor: Job Title: Cloud Security Architect. Required Skills: AWS, Azure, Terraform, Kubernetes, Security

positive: User Skills: AWS, Terraform, Kubernetes, Security, Python

negative: User Skills: firewall rules, antivirus, Windows hardening, Group Policy


anchor: Job Title: Data Engineer. Required Skills: Apache Spark, Kafka, Airflow, dbt, Hadoop, SQL, BigQuery

positive: User Skills: Apache Spark, Airflow, dbt, Kafka, SQL, BigQuery

negative: User Skills: Hadoop MapReduce, Hive, Sqoop, Oozie


anchor: Job Title: iOS Developer. Required Skills: Swift, SwiftUI, CoreData, Xcode, MVVM, REST APIs

positive: User Skills: Swift, SwiftUI, CoreData, Xcode, MVVM

negative: User Skills: Objective-C, UIKit, Storyboards, CoreData


anchor: Job Title: LLM Engineer. Required Skills: Python, PyTorch, HuggingFace, Transformers, fine-tuning

positive: User Skills: Python, PyTorch, HuggingFace, Transformers, fine-tuning, vLLM

negative: User Skills: Java, Spring Boot, Hibernate, Maven, JPA


anchor: Job Title: Junior Python Backend Engineer. Required Skills: Flask, Docker, SQLAlchemy, REST APIs

positive: User Skills: Flask, Docker, SQLAlchemy, REST APIs, Celery

negative: User Skills: Spring Boot, Hibernate, Maven, JPA, REST APIs


anchor: Job Title: Lead Data Engineer. Required Skills: Kafka, Airflow, dbt, Snowflake, Redshift, Delta Lake, Python

positive: User Skills: Kafka, Airflow, dbt, Snowflake, Redshift, Python, SQL

negative: User Skills: Selenium, JUnit, TestNG, Appium, Cucumber


anchor: Job Title: NLP Engineer. Required Skills: Python, PyTorch, spaCy, NLTK, Transformers

positive: User Skills: Python, PyTorch, Transformers, HuggingFace, LlamaIndex


anchor: Job Title: Data Analyst. Required Skills: SQL, Looker, dbt, Snowflake, Statistics

positive: User Skills: SQL, Looker, Statistics, dbt

negative: User Skills: Terraform, Jenkins, Ansible


anchor: Job Title: Senior Python Backend Engineer. Required Skills: FastAPI, PostgreSQL, Docker, AWS, SQLAlchemy, Kafka

positive: User Skills: FastAPI, PostgreSQL, Docker, SQLAlchemy, REST APIs


anchor: Job Title: Senior Platform Engineer. Required Skills: Kubernetes, Terraform, Helm, AWS, CI/CD, Prometheus

positive: User Skills: Kubernetes, Terraform, Helm, AWS, CI/CD

negative: User Skills: Jenkins, shell scripts, FTP deploy, Apache, MySQL


anchor: Job Title: Full Stack Architect. Required Skills: Node.js, React, Express, MongoDB, PostgreSQL

positive: User Skills: Node.js, React, Express, MongoDB

negative: User Skills: DevOps, Kubernetes, Prometheus, Grafana


anchor: Job Title: Data Engineer. Required Skills: Kafka, Airflow, dbt, Snowflake, BigQuery, Python, SQL

positive: User Skills: Kafka, Airflow, dbt, Snowflake, BigQuery, Python, SQL


anchor: Job Title: Lead Data Engineer. Required Skills: Apache Spark, Scala, Python, Hive, Redshift, Delta Lake, Hadoop

positive: User Skills: Apache Spark, Scala, Python, Hive, Redshift, Hadoop, SQL

negative: User Skills: SQL, Excel, Tableau, Power BI


anchor: Job Title: Mid Python Backend Engineer. Required Skills: Python, Django, Celery, Kafka, PostgreSQL, AWS

positive: User Skills: Python, Django, Celery, PostgreSQL, SQLAlchemy

negative: User Skills: Python, pandas, NumPy, Matplotlib, Jupyter


anchor: Job Title: Rust/WASM Developer. Required Skills: Rust, WASM, wasm-bindgen, Leptos, WebAssembly

positive: User Skills: Rust, WASM, wasm-bindgen, WebAssembly

negative: User Skills: Java, Spring Boot, Hibernate


anchor: Job Title: Senior Java Backend Engineer. Required Skills: Java, Spring Boot, REST APIs, Microservices, Docker, AWS, Kafka

positive: User Skills: Java, Spring Boot, REST APIs, Microservices, Docker, Kafka

negative: User Skills: Terraform, Jenkins, Ansible, Helm, Prometheus


anchor: Job Title: Incident Response Specialist. Required Skills: incident response, SOAR, Wireshark, threat hunting

positive: User Skills: incident response, SOAR, Wireshark, Python

negative: User Skills: Nmap, Nessus, OpenVAS, Qualys, vulnerability scanning


anchor: Job Title: Mid Java Backend Engineer. Required Skills: Java, Spring Boot, REST APIs, Docker, Kubernetes, AWS

positive: User Skills: Java, Spring Boot, REST APIs, Docker, Kubernetes

negative: User Skills: PHP, Laravel, MySQL, Blade templating


anchor: Job Title: Cloud Engineer. Required Skills: Docker, Kubernetes, AWS, Azure, Linux, Python, CI/CD

positive: User Skills: Docker, Kubernetes, AWS, Azure, Linux

negative: User Skills: Spark, Airflow, dbt


anchor: Job Title: DevOps Engineer. Required Skills: Docker, Kubernetes, Terraform, Jenkins, CI/CD, Ansible

positive: User Skills: Docker, Kubernetes, Terraform, Ansible, Helm

negative: User Skills: Spring Boot, Hibernate, Maven, JPA, Selenium


anchor: Job Title: Junior Data Analyst. Required Skills: Python, R, scikit-learn, pandas, statistics, SQL, Tableau

positive: User Skills: Python, scikit-learn, pandas, SQL, Tableau

negative: User Skills: SQL, Excel, basic Python


anchor: Job Title: Mid Java Backend Engineer. Required Skills: Java, Spring Boot, REST APIs, Microservices, Docker, Kubernetes

positive: User Skills: Java, Spring Boot, REST APIs, Microservices, Docker

negative: User Skills: Figma, Sketch, Adobe XD, User Research, Prototyping


anchor: Job Title: Database Administrator. Required Skills: SQL, Oracle, PostgreSQL, Performance Tuning, ETL, Backup

positive: User Skills: SQL, Oracle, PostgreSQL, Performance Tuning

negative: User Skills: React, CSS, HTML


anchor: Job Title: Senior Python Backend Engineer. Required Skills: Python, FastAPI, PostgreSQL, Docker, Redis, SQLAlchemy

positive: User Skills: Python, FastAPI, PostgreSQL, Docker, SQLAlchemy

negative: User Skills: Java, Spring Boot, Maven, Hibernate, JPA


anchor: Job Title: Data Engineer. Required Skills: Apache Spark, Kafka, Airflow, dbt, Snowflake, Scala, Python

positive: User Skills: Apache Spark, Kafka, Airflow, dbt, Snowflake, Python

negative: User Skills: React, CSS, HTML, TypeScript, Redux


anchor: Job Title: Full Stack Engineer. Required Skills: JavaScript, React, Node.js, Express, MongoDB

positive: User Skills: JavaScript, React, Node.js, Express

negative: User Skills: React, CSS, HTML, Figma


anchor: Job Title: Node.js Backend Developer. Required Skills: Node.js, REST APIs, GraphQL, TypeScript, Docker

positive: User Skills: Node.js, REST APIs, GraphQL, TypeScript

negative: User Skills: Ruby on Rails, SQLite, ERB templates, Rails


anchor: Job Title: Lead Java Backend Engineer. Required Skills: Java, Spring Boot, Kafka, Redis, Spring MVC, Microservices, Kubernetes

positive: User Skills: Java, Spring Boot, Kafka, Redis, Microservices


anchor: Job Title: Node.js Backend Engineer. Required Skills: Node.js, Express, PostgreSQL, REST APIs, Docker

positive: User Skills: Node.js, Express, PostgreSQL, REST APIs, TypeScript

negative: User Skills: jQuery, PHP, MySQL, Bootstrap, LAMP


anchor: Job Title: Mid Java Backend Engineer. Required Skills: Java, Spring Boot, Hibernate, Maven, JPA, REST APIs, PostgreSQL

positive: User Skills: Java, Spring Boot, Hibernate, Maven, JPA, REST APIs

negative: User Skills: Kotlin, Android, Jetpack Compose, SQLite, Retrofit


anchor: Job Title: Junior Java Backend Engineer. Required Skills: Java, Spring Boot, JPA, Maven, REST APIs, PostgreSQL

positive: User Skills: Java, Spring Boot, JPA, Maven, REST APIs

negative: User Skills: Kotlin, Android, Jetpack Compose, SQLite


anchor: Job Title: SDET. Required Skills: Selenium, JUnit, TestNG, Cucumber, Jenkins

positive: User Skills: Selenium, JUnit, TestNG, Cucumber, Jenkins, Appium

negative: User Skills: WinRunner, QTP/UFT, manual regression, test script, automation


anchor: Job Title: Database Developer. Required Skills: MySQL, MongoDB, SQL, ETL, Backup

positive: User Skills: MySQL, SQL, ETL, Backup, MongoDB

negative: User Skills: Access, dBASE, flat files


anchor: Job Title: Senior Python Backend Engineer. Required Skills: FastAPI, Kafka, Docker, AWS, SQLAlchemy

positive: User Skills: FastAPI, Kafka, Docker, SQLAlchemy, REST APIs

negative: User Skills: Python, pandas, NumPy, Matplotlib, Jupyter


anchor: Job Title: Mid Java Backend Engineer. Required Skills: Java, Spring Boot, Docker, Kubernetes, AWS, PostgreSQL

positive: User Skills: Java, Spring Boot, Docker, Kubernetes, AWS

negative: User Skills: Java, JDBC, MySQL


anchor: Job Title: UX Designer. Required Skills: Figma, Sketch, Adobe XD, User Research, Prototyping, Design Systems

positive: User Skills: Figma, Sketch, Adobe XD, User Research

negative: User Skills: Terraform, Jenkins, Ansible


anchor: Job Title: Full Stack Developer. Required Skills: JavaScript, React, Node.js, Express, PostgreSQL

negative: User Skills: DevOps, Kubernetes, Prometheus, Grafana


anchor: Job Title: Frontend Developer. Required Skills: TypeScript, Angular, HTML, CSS, Jest

positive: User Skills: TypeScript, Angular, HTML, CSS, Jest, GraphQL

negative: User Skills: Figma, Sketch, Adobe XD, Photoshop


anchor: Job Title: ML Engineer. Required Skills: Python, PyTorch, TensorFlow, scikit-learn, MLflow, Docker, AWS, model serving

positive: User Skills: Python, PyTorch, scikit-learn, Docker, AWS

negative: User Skills: SQL, Excel, Tableau, Power BI


anchor: Job Title: Junior Java Backend Engineer. Required Skills: Java, Spring Boot, REST APIs, Microservices, Kafka

positive: User Skills: Java, Spring Boot, REST APIs, Microservices

negative: User Skills: Terraform, Jenkins, Ansible, Helm, Prometheus


anchor: Job Title: Senior Android Developer. Required Skills: Kotlin, Jetpack Compose, Retrofit, Coroutines, MVVM, REST APIs

positive: User Skills: Kotlin, Jetpack Compose, Retrofit, Coroutines, MVVM


anchor: Job Title: NLP Engineer. Required Skills: Python, spaCy, NLTK, fine-tuning, Transformers

positive: User Skills: Python, spaCy, NLTK, fine-tuning, Transformers, HuggingFace

negative: User Skills: SQL, Tableau, Power BI, Excel, Data Visualization


anchor: Job Title: Senior Java Backend Engineer. Required Skills: Java, Spring Boot, Hibernate, Maven, REST APIs, Microservices, Docker, Kubernetes

positive: User Skills: Java, Spring Boot, Hibernate, Maven, REST APIs, Microservices

negative: User Skills: Selenium, JUnit, TestNG, Appium, Cucumber


anchor: Job Title: Pentesting Engineer. Required Skills: OWASP, Burp Suite, Metasploit, Nmap, Python

positive: User Skills: OWASP, Burp Suite, Metasploit, Python, Kali Linux

negative: User Skills: React, CSS, HTML, JavaScript, Redux


anchor: Job Title: LLM Engineer. Required Skills: Python, Transformers, HuggingFace, fine-tuning, vLLM

positive: User Skills: Python, Transformers, HuggingFace, fine-tuning, LangChain

negative: User Skills: ChatGPT UI, prompt engineering, Notion AI, API design, documentation


anchor: Job Title: SRE. Required Skills: Docker, Kubernetes, Terraform, Helm, Azure, Prometheus, ArgoCD

positive: User Skills: Docker, Kubernetes, Terraform, Helm, Azure, ArgoCD


anchor: Job Title: Database Administrator. Required Skills: SQL, Oracle, MySQL, PostgreSQL, Performance Tuning

positive: User Skills: SQL, Oracle, MySQL, Performance Tuning, ETL


anchor: Job Title: Frontend Developer. Required Skills: JavaScript, Angular, HTML, CSS, GraphQL, Next.js

positive: User Skills: JavaScript, Angular, HTML, CSS, GraphQL

negative: User Skills: Python, scikit-learn, pandas, NumPy, Matplotlib


anchor: Job Title: SOC Analyst. Required Skills: SIEM, Splunk, threat hunting, SOAR, Wireshark

positive: User Skills: SIEM, Splunk, threat hunting, Wireshark

negative: User Skills: Spring Boot, Hibernate, Maven, JPA, Java


anchor: Job Title: Frontend Developer. Required Skills: TypeScript, React, HTML, CSS, Redux, Jest

positive: User Skills: TypeScript, React, HTML, CSS, Redux

negative: User Skills: Java, Spring Boot, Hibernate, Maven


anchor: Job Title: Robotics Engineer. Required Skills: C++, Python, ROS, Computer Vision, OpenCV

positive: User Skills: C++, Python, ROS, OpenCV

negative: User Skills: Java, Spring Boot, Hibernate, Maven, REST APIs


anchor: Job Title: Android Developer. Required Skills: Kotlin, Jetpack Compose, Retrofit, Coroutines, MVVM, REST APIs

negative: User Skills: Java Android, XML layouts, AsyncTask, SharedPreferences


anchor: Job Title: Platform Engineer. Required Skills: Docker, Kubernetes, Helm, AWS, Prometheus, Grafana

positive: User Skills: Docker, Kubernetes, Helm, AWS, Linux

negative: User Skills: Linux, Bash, cron, SSH, Git


anchor: Job Title: Frontend Developer. Required Skills: JavaScript, Vue, HTML, CSS, Redux

positive: User Skills: JavaScript, Vue, HTML, CSS, Redux, Next.js

negative: User Skills: WordPress, PHP templates, Drupal, Joomla


anchor: Job Title: Mid Java Backend Engineer. Required Skills: Java, Spring Boot, Hibernate, Maven, JPA, REST APIs

positive: User Skills: Java, Spring Boot, Hibernate, Maven

negative: User Skills: PHP, Laravel, MySQL, Blade templating


anchor: Job Title: Mid Java Backend Engineer. Required Skills: Java, Spring Boot, REST APIs, Microservices, Docker, AWS, PostgreSQL

positive: User Skills: Java, Spring Boot, REST APIs, Docker, AWS

negative: User Skills: Java, JDBC, MySQL


anchor: Job Title: Junior Java Backend Engineer. Required Skills: Java, Spring MVC, Hibernate, Maven, JPA, REST APIs

positive: User Skills: Java, Spring Boot, Hibernate, Maven, JPA

negative: User Skills: Figma, Sketch, Adobe XD, User Research, Prototyping


anchor: Job Title: DevSecOps Engineer. Required Skills: Jenkins, Docker, Kubernetes, SAST, DAST, Terraform

positive: User Skills: Jenkins, Docker, Kubernetes, Terraform, Security

negative: User Skills: AWS Console, EC2, S3, IAM, CloudWatch


anchor: Job Title: Senior Java Backend Engineer. Required Skills: Java, Docker, Kubernetes, AWS, PostgreSQL, Kafka

positive: User Skills: Java, Docker, Kubernetes, AWS, PostgreSQL


anchor: Job Title: Senior BI Developer. Required Skills: SQL, Power BI, Tableau, Excel, ETL

positive: User Skills: SQL, Power BI, Tableau, ETL

negative: User Skills: R, SPSS, ANOVA


anchor: Job Title: Junior Python Backend Engineer. Required Skills: Flask, PostgreSQL, Docker, SQLAlchemy

positive: User Skills: Flask, PostgreSQL, SQLAlchemy, REST APIs, Celery

negative: User Skills: scikit-learn, pandas, statistics, Jupyter, Tableau


anchor: Job Title: Junior Python Backend Engineer. Required Skills: Python, Flask, SQLAlchemy, Kafka, Docker

positive: User Skills: Python, Flask, SQLAlchemy, Kafka

negative: User Skills: Pytest, Selenium, Cypress, JUnit, CI/CD


anchor: Job Title: Frontend Developer. Required Skills: JavaScript, React, HTML, CSS, Redux, Jest

positive: User Skills: JavaScript, React, HTML, CSS, Redux

negative: User Skills: Docker, Kubernetes, Terraform, Ansible


anchor: Job Title: Platform Engineer. Required Skills: Kubernetes, Helm, AWS, Azure, Linux, Python

positive: User Skills: Kubernetes, Helm, AWS, Linux, Python

negative: User Skills: Jenkins, shell scripts, FTP, SVN, Tomcat


anchor: Job Title: Platform Engineer. Required Skills: Kubernetes, Jenkins, CI/CD, Ansible, Linux, Python, Grafana

positive: User Skills: Kubernetes, CI/CD, Ansible, Linux, Python, Grafana

negative: User Skills: VMware, Hyper-V, bare metal, Windows, SQL Server


anchor: Job Title: Senior Java Backend Engineer. Required Skills: Java, Spring Boot, Hibernate, Maven, JPA, REST APIs, Docker, Kubernetes

positive: User Skills: Java, Spring Boot, Hibernate, Maven, JPA, Docker

negative: User Skills: Selenium, JUnit, TestNG, Appium, Cucumber


anchor: Job Title: Mid Python Backend Engineer. Required Skills: Django, PostgreSQL, Redis, Celery

positive: User Skills: Django, PostgreSQL, Redis, Celery, SQLAlchemy

negative: User Skills: Bash, Ansible, Python scripting, automation, cron