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Data Scientist

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University of Michigan

19d ago

  • Job
    Full-time
    Senior Level
  • Science
    Data
  • Ann Arbor

AI generated summary

  • You should have a Master's/PhD in a relevant field, 5-8 years in healthcare data management, expertise in FHIR/EHR, knowledge of HIPAA, and strong communication skills. Familiarity with Linux and Git is essential.
  • You will design data models, lead ETL workflows, optimize data pipelines, ensure data integration, apply machine learning for insights, and manage project progress and evaluations independently.

Requirements

  • Masters or PhD in Computer Science, Data Science, Statistics, or related field or equivalent professional experience.
  • 5-8 experience in managing data from complex, relational databases, preferably within the healthcare environment.
  • Proven expertise in extracting, transforming, and harmonizing EHR data using APIs specifically utilizing FHIR standards and other healthcare interoperability protocols.
  • Significant familiarity with healthcare data standards (HL7, FHIR, ICD/LOINC codes, REDCap, Epic/Clarity preferred).
  • Demonstrated knowledge of HIPAA, security, and regulatory requirements.
  • Experience with Git-based version control workflows.
  • Familiarity with Linux-based server environments.
  • Ability to work independently, prioritize work effectively, and make sound technical decisions.
  • Effective written and verbal communication skills that bridge various stakeholders to establish trusting relationships.
  • Balance long-term architectural thinking with practical, delivery-focused execution.
  • Demonstrated growth mindset to actively seek opportunities to learn, adapt, and apply new skills and knowledge to enhance team and personal performance.

Responsibilities

  • Designs and leads development of the data model and infrastructure, with a focus on scalable, secure, and interoperable solutions.
  • Designs advanced workflows for extracting, transforming, and loading (ETL) clinical data utilizing FHIR protocols to capture core clinical variables across heterogeneous EHR systems.
  • Ensures seamless integration of new data sources with existing warehouse structures and optimizes data pipelines for high performance and functionality.
  • Establishes rigorous processes for data acquisition, validation, integration, and storage from multiple sites, ensuring data harmonization across varied clinical systems.
  • Applies sophisticated machine learning and predictive analytics methods to generate actionable insights and support population health management.
  • Plan, conduct and supervise assignments involving multiple or one project.
  • Review progress and evaluate results. Schedule and supervise project work. Evaluate progress and results and recommend changes in procedures as needed.
  • Exercise authority to make independent decisions on matters of significance, free from immediate direction, within the scope of their responsibilities.

FAQs

What is the required education for the Data Scientist position?

A Masters or PhD in Computer Science, Data Science, Statistics, or a related field is required, or equivalent professional experience.

How many years of experience are required for this role?

5-8 years of experience in managing data from complex, relational databases, preferably within the healthcare environment, is required.

Is a cover letter required for this position?

Yes, a cover letter is required and should be attached as the first page of your resume.

What type of data will the Data Scientist work with?

The Data Scientist will work with clinical data, specifically involving the new BMC2 Heart Failure Registry.

Are there specific healthcare data standards that candidates should be familiar with?

Yes, significant familiarity with healthcare data standards such as HL7, FHIR, ICD/LOINC codes, REDCap, and Epic/Clarity is preferred.

What kind of work environment does Michigan Medicine offer?

Michigan Medicine offers a collaborative and mission-driven environment focused on improving healthcare quality and outcomes.

What benefits can employees expect when joining Michigan Medicine?

Employees can expect excellent medical, dental, and vision coverage starting on their first day, as well as a 2:1 match on retirement savings.

What is the focus of the new heart failure registry being developed?

The heart failure registry will take a population health-based approach to measuring outcomes and improving quality of care for patients with heart failure.

Can the Data Scientist work independently?

Yes, the role requires the ability to work independently, prioritize work effectively, and make sound technical decisions.

What is emphasized in the culture at BMC2?

The culture at BMC2 emphasizes integrity, quality, transparency, and a supportive team that values diverse lived experiences.

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