Research Data Scientist

The University of North Carolina
Chapel Hill, NC, United States
1 day ago
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Role details

Contract type
Permanent contract
Employment type
Part-time / full-time
Experience level
Experienced
Experience required
3 years minimum
Compensation
$95,000.0 - $125,000.0
Working hours
Regular working hours

Tech stack

Computer Vision Clinical Data Repository Computer Programming Information Engineering Data Governance Data Visualization Relational Databases Information Extraction Python (Programming Language) Machine Learning Microsoft SQL Server MySQL
+9 more
Natural Language Processing Named Entity Recognition NLTK (NLP Analysis) Oracle (Applications) Cloud Platform System Large Language Models Apache Spark Deep Learning Free and Open-Source Software

Job description

The Research Data Scientist position will work closely with the Program Director of the TraCS Data Science Lab (TDSL) and TraCS leaders and team members to support clinical data science across UNC. The Research Data Scientist will: (1) collaborate on translational research using real world data, (2) design and build novel data resources and statistical methods to enhance and improve clinical data science, and (3) create curricula and training resources for a clinical data science education program at UNC. Depending on Program priorities and personal interests, there is flexibility in the research data scientist role to develop their own extramural funding for research priorities in-line with the overarching mission of the TDSL Program at UNC.

Requirements

Relevant post-Baccalaureate degree required (or foreign degree equivalent); for candidates demonstrating comparable independent research productivity, will accept a relevant Bachelor’s degree (or foreign degree equivalent) and 3 or more years of relevant experience in substitution. May require terminal degree and licensure., This position requires a Masters or PhD in applicable field and at least 2 years of relevant work experience. Excellent written and oral scientific communication skills as well as the ability to independently manage multiple projects also required., * Professional and/or formal educational experience utilizing large language models for research, including deploying, tuning, and optimizing open- and closed-source models in local and cloud environments, including high-security or air-gapped environments for sensitive data

  • Experience applying LLMs to structured information extraction from unstructured text (e.g., named entity recognition, relation extraction, schema-constrained or function-calling-based structured output generation)
  • Experience with natural language processing utilizing traditional data science approaches (word2Vec, NLTK, Spark NLP, etc.) and/or NLP utilizing large language models
  • High level of proficiency in either R or Python in the areas of machine learning, deep learning, statistical analysis, computer vision, and/or graph analysis
  • Experience with data engineering to create data science pipelines, deploy and scale models, and maintain and thoroughly document code and models, including designing evaluation frameworks for model/pipeline accuracy (e.g., precision/recall/F1 against gold-standard human annotation
  • Knowledge of SQL programming, data modeling, and relational database systems such as Oracle, MS-SQL, MySQL, etc.
  • Highly capable of working in a cross-functional team and functioning as lead scientist on research and development efforts - ability to manage multiple projects at once while delivering high-quality work on time
  • Strong interest in clinical data and desire to develop deep expertise in EHR and claims data; interest in developing deep expertise in cancer registry data standards and abstraction workflows (e.g., NAACCR data items, ICD-O-3 histology/topography coding, AJCC staging) is a plus; prior registry experience is not required
  • Strong commitment to teaching and disseminating work through writing and speaking engagements, as creating and giving seminars & presentations and authoring manuscripts is an expectation for this position.
  • Fluency visualizing data for scientific purposes (e.g., creating figures for manuscripts and presentations)
  • Experience and interest in academic research (working with faculty, disseminating work through manuscripts & open-source software, and grant writing)

Benefits & conditions

One of the best college towns and best places to live in the United States, Chapel Hill has diverse social, cultural, recreation and professional opportunities that span the campus and community. University employees can choose from a wide range of professional training opportunities for career growth, skill development and lifelong learning and enjoy exclusive perks for numerous retail, restaurant and performing arts discounts, savings on local child care centers and special rates on select campus events. UNC-Chapel Hill offers full-time employees a comprehensive benefits package, paid leave, and a variety of health, life and retirement plans and additional programs that support a healthy work/life balance. Primary Purpose of Organizational Unit Our mission is to improve the health and well-being of North Carolinians and others whom we serve. We accomplish this by providing leadership and excellence in the interrelated areas of patient care, education and research.

Patient care: We promote health and provide superb clinical care while maintaining our strong tradition of reaching underserved populations and reducing health disparities across North Carolina and beyond.

Education: We prepare tomorrow’s healthcare professionals and biomedical researchers from all backgrounds by facilitating learning within innovative and integrated curricula and team-oriented interprofessional education to ensure a highly skilled workforce.

Research: We develop and support a rich array of outstanding health sciences research programs, centers and resources. We provide infrastructure and opportunities for collaboration among disciplines throughout and beyond our university to support outstanding research. We foster programs in the areas of basic, translational, mechanistic and population research.

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