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infinite-dataset-hub/JobRoleMatcher

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Hugging Face2024-08-29 更新2025-04-12 收录
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--- license: mit tags: - infinite-dataset-hub - synthetic --- # JobRoleMatcher tags: job_role_prediction, skills_profile, employment_data _Note: This is an AI-generated dataset so its content may be inaccurate or false_ **Dataset Description:** The "JobRoleMatcher" dataset contains a curated collection of textual job descriptions along with their corresponding skills requirements. This dataset aims to support machine learning practitioners in building models to predict the necessary skills for various job roles. Each row in the dataset represents a job role with a description and a list of skills associated with it. The dataset has been compiled by randomly sampling 1000 job roles from a wide range of industries to ensure diversity. **CSV Content Preview:** ```csv label,description,skills Engineer,"Responsible for designing and developing software systems. Requires knowledge of programming languages, algorithms, and systems architecture.","programming languages, algorithms, systems architecture, teamwork, problem-solving" Project Manager,"Oversees project planning, execution, and delivery. Skills include leadership, communication, risk management, and project management tools.","leadership, communication, risk management, project management tools, teamwork" Data Scientist,"Analyzes large datasets to identify trends, patterns, and insights. Skills include statistical analysis, machine learning, data visualization, and proficiency in SQL.","statistical analysis, machine learning, data visualization, SQL, data analytics, critical thinking" Marketing Specialist,"Promotes products and services to customers. Requires creativity, market research, digital marketing skills, and knowledge of marketing software.","creativity, market research, digital marketing, marketing software, communication, customer service" HR Manager,"Manages employee relations, recruitment, and staff development. Skills include interpersonal communication, human resources policies, and employee training.","interpersonal communication, human resources policies, employee training, conflict resolution, recruitment" ``` This CSV preview includes the label for each job role, a brief description of the role, and a comma-separated list of skills typically required for that role. The dataset can be used to train a machine learning model for skills prediction based on job descriptions. **Source of the data:** The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query 'skills for 1000 random jobs ': - **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=skills+for+1000+random+jobs+&dataset=JobRoleMatcher&tags=job_role_prediction,+skills_profile,+employment_data - **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct - **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
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