{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"anchor": "Job Title: Platform Engineer. Required Skills: Docker, Kubernetes, Jenkins, CI/CD, Prometheus, Grafana, ArgoCD", "positive": "User Skills: Docker, Kubernetes, Jenkins, CI/CD, Prometheus", "negative": "User Skills: Linux, Bash, cron, SSH, Git", "neg_type": "B"}
{"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", "negative": "User Skills: Weka, MATLAB, SAS, R", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "negative": "User Skills: Terraform, Jenkins, Ansible, Helm, Prometheus", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "negative": "User Skills: Figma, Sketch, Adobe XD, User Research, Prototyping", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "negative": "User Skills: Python, pandas, NumPy, Matplotlib, Jupyter", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"anchor": "Job Title: NLP Engineer. Required Skills: Python, PyTorch, spaCy, NLTK, Transformers", "positive": "User Skills: Python, PyTorch, Transformers, HuggingFace, LlamaIndex", "negative": "User Skills: scikit-learn, pandas, Jupyter, Matplotlib, Seaborn", "neg_type": "B"}
{"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", "neg_type": "A"}
{"anchor": "Job Title: Senior Python Backend Engineer. Required Skills: FastAPI, PostgreSQL, Docker, AWS, SQLAlchemy, Kafka", "positive": "User Skills: FastAPI, PostgreSQL, Docker, SQLAlchemy, REST APIs", "negative": "User Skills: Selenium, JUnit, TestNG, Appium, Cucumber", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"anchor": "Job Title: Data Engineer. Required Skills: Kafka, Airflow, dbt, Snowflake, BigQuery, Python, SQL", "positive": "User Skills: Kafka, Airflow, dbt, Snowflake, BigQuery, Python, SQL", "negative": "User Skills: Selenium, JUnit, TestNG, Appium, Cucumber", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "negative": "User Skills: Terraform, Jenkins, Ansible, Helm, Prometheus", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"anchor": "Job Title: Full Stack Developer. Required Skills: JavaScript, React, Node.js, Express, PostgreSQL", "positive": "User Skills: JavaScript, React, Node.js, Express", "negative": "User Skills: DevOps, Kubernetes, Prometheus, Grafana", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "negative": "User Skills: Terraform, Jenkins, Ansible, Helm, Prometheus", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"anchor": "Job Title: SRE. Required Skills: Docker, Kubernetes, Terraform, Helm, Azure, Prometheus, ArgoCD", "positive": "User Skills: Docker, Kubernetes, Terraform, Helm, Azure, ArgoCD", "negative": "User Skills: Selenium, JUnit, TestNG, Appium, Cucumber", "neg_type": "A"}
{"anchor": "Job Title: Database Administrator. Required Skills: SQL, Oracle, MySQL, PostgreSQL, Performance Tuning", "positive": "User Skills: SQL, Oracle, MySQL, Performance Tuning, ETL", "negative": "User Skills: React, CSS, HTML, JavaScript, Redux", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"anchor": "Job Title: Android Developer. Required Skills: Kotlin, Jetpack Compose, Retrofit, Coroutines, MVVM, REST APIs", "positive": "User Skills: Kotlin, Jetpack Compose, Retrofit, Coroutines, MVVM", "negative": "User Skills: Java Android, XML layouts, AsyncTask, SharedPreferences", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"anchor": "Job Title: Senior Java Backend Engineer. Required Skills: Java, Docker, Kubernetes, AWS, PostgreSQL, Kafka", "positive": "User Skills: Java, Docker, Kubernetes, AWS, PostgreSQL", "negative": "User Skills: Figma, Sketch, Adobe XD, User Research, Prototyping", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}
{"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", "neg_type": "B"}
{"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", "neg_type": "A"}
{"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", "neg_type": "B"}