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Associate Data Scientist, Analytics & Informatics
- United States
- United States
Über
Please note that this position is in-office 3 days per week.
Responsibilities:
Data Preparation & Analysis
Data preparation & maintenance: Assist in troubleshooting, cleaning, and updating data models to ensure accuracy and reliability. Pipeline participation: Contribute to the development of end-to-end data analysis pipelines, including data pre-processing, feature engineering, and model deployment. Ad-hoc analyses: Work with team members to produce exploratory analyses that uncover trends or patterns useful for business and clinical insights.
Model Development
Basic modeling & research: Under guidance, apply fundamental machine learning concepts and tools (e.g., regression, classification, clustering) to solve real-world health care challenges. Support the development and training of machine learning models and NLP solutions under supervision - for example, helping to build text classification or named-entity recognition models to extract insights from clinical narratives. Experiment with algorithms and techniques (e.g., regression, classification, basic neural networks) using Python or R, and fine-tune model parameters with guidance from senior team members to improve performance.
Communication & Collaboration
Collaborate with teams: Partner with cross-functional teams, including product managers, clinicians, data scientists, engineers, and domain experts to clarify project goals and contribute to solutions, eagerly learning from their expertise and contributing your own insights. Documentation & reporting: Document procedures and findings clearly, using relevant dashboards or data visualization tools to present results to both technical and non-technical audiences. Seek guidance: Collaborate regularly with senior data scientists or team leads to refine your approach, troubleshoot issues, and learn best practices.
Project Execution & Stakeholder Engagement
Contribute to end-to-end analytics projects by executing assigned tasks in the data science pipeline, from data ingestion and feature engineering to model evaluation and validation. Work closely with project leads to ensure timely delivery of project milestones, adapting to feedback and new requirements in an agile environment. Adhere to all UPMC policies and procedures; follow established team communication standards, ensuring clarity, consistency, and professionalism in all communications.
Continuous Learning & Improvement
Continuous learning: Stay curious and informed about industry and organizational trends in data science, seeking mentorship from senior team members to advance your technical and analytical capabilities. Active participation: Engage in daily stand-ups, sprint planning, and retrospectives to align with team objectives and share insights. Embrace mentorship and feedback, continuously developing your technical skillset in analytics, NLP, and AI through hands-on project work and training opportunities. Support & collaboration: Work in collaboration with peers to meet project deadlines, proactively offering help and ideas to strengthen collective outcomes.
Qualifications:
Education & Background
Master's degree in data science, mathematics, statistics, computer science or related field, with at least 1 year of experience in developing, implementing and overseeing models related to health services/outcomes research and medical information programs or related work experience. A comparable combination of education and experience will be considered in lieu of the above- stated qualifications. Familiarity with health care data (clinical and/or payer) is helpful but not mandatory.
Technical Skills
Proficiency in at least one programming language used in data science (preferably Python or R) for basic data manipulation, exploratory data analysis, and foundational modeling tasks. Statistical & Machine Learning Concepts: Understanding of fundamental algorithms (e.g., linear/logistic regression, decision trees, clustering). Data Wrangling & Visualization: Ability to use SQL for basic querying; comfortable learning visualization tools (e.g., Tableau, Power BI) to present findings clearly. Ability to write clean, well-documented code following coding best practices, working within Agile frameworks and collaborative coding workflows.,
Project Management
Strong organizational skills and attention to detail when managing data and executing analyses. Ability to handle multiple tasks and priorities in a fast-paced, agile project setting, responding well to direction and iterative feedback. Reliable and self-motivated, with a willingness to take initiative in solving problems and an openness to ask for help when encountering obstacles.
Additional Competencies
Analytical Thinking: Strong problem-solving mindset with the ability to interpret business questions and propose data-driven solutions. Collaboration: Capable of contributing to a team-oriented environment communicating clearly with peers and stakeholders, willing to listen actively and share ideas. Communication: Good verbal and written communication skills, with the ability to clearly document procedures and results. Adaptability: Willingness to learn, take on new challenges, and remain flexible within a fast-paced, evolving environment.
Preferred
Internship, capstone project, or prior work experience in data science, analytics, or software development, especially in a healthcare or biomedical context. Participation in data science competitions (Kaggle, etc.), hackathons, or relevant research projects that demonstrate enthusiasm for applied machine learning and NLP. Familiarity with version control tools (e.g., Git). Basic knowledge of cloud-based platforms (AWS, Azure, or GCP). Exposure to Agile development methodologies. Licensure, Certifications, and Clearances:
Act 34
UPMC is an Equal Opportunity Employer/Disability/Veteran
Sprachkenntnisse
- English
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