Job Summary
At HCA Healthcare, we are committed to providing our patients and care providers with the highest quality of healthcare services. HCA’s Care Transformation and Innovation (CT&I) team delivers a step change in that direction through clinically led integration of digital and AI technologies into care. |
What you will do:
• DATA INJECTION: Design and implement incoming data for feature engineering and machine learning
• FEATURE CREATION AND TRANSFORMATION: Create features with usable predictive power by using domain knowledge of healthcare data, statistics, and data science
• FEATURE EXTRACTION AND SELECTION: Extract features via cluster analysis, text analytics, principal components analysis and related methodologies to identify useful information without distorting original relationships or significant information in order to performance tune and promote scalability of the model
• EXPLORATORY DATA ANALYSIS: Conduct data exploration and analysis to identify relevant patterns, trends, and relationships; understand the data deeply to appropriately align the data features with the appropriate machine learning methodologies
• MODEL EXPERIMENTATION: Apply various statistical and machine learning techniques to develop, tune, and optimize predictive modeling to align with the use case requirements
• DELIVERY: Deploy code using best practices
• DOCUMENTATION: Document and present data science strategies and insights and solutions
• MONITORING: Build and maintain pipelines, code, and processes to monitor the proper functioning of enterprise grade data science products
• DATA AND OUTPUT QUALITY: Ensure high quality and integrity throughout the entire data science process
• PRODUCT DEVELOPMENT MINDSET: Collaborate with stakeholders, data scientists, data engineers, and product managers to build and deliver high-quality data products
What qualifications you will need:• 6+ years of overall experience in various aspects of data science and machine learning (for Lead level)
• Expert experience in SQL and Python
• Experience with structured and unstructured data (ie. tabular, text, images, video, etc)
• Experience with SQL relational and non-relational databases
• Experience with data processing and ETL tools (e.g Apache Spark)
• Experience with data visualization and data monitoring tools
• Experience with modern software engineering practices (e.g. automated testing, continuous integration and continuous development)
• Experience with Docker
• Experience with cloud deployments in GCP or another cloud platform
• Experience with Agile development methods and tools (e.g. Azure Dev Ops)
• Excellent communication and collaboration skills, with the ability to work effectively across multiple teams and stakeholders
• Ability to tell a story using data and insights that drives action and change
• Domain knowledge of healthcare data preferred
• Expertise in healthcare protocols and formats such as HL7, FHIR, DICOM preferred
• Expert in the regulatory aspects of the healthcare domain preferred
• Experience in GCP platform preferred
"Good people beget good people."- Dr. Thomas Frist, Sr.
HCA Healthcare Co-Founder
We are a family 270,000 dedicated professionals! Our Talent Acquisition team is reviewing applications for our Lead Data Scientist opening. Qualified candidates will be contacted for interviews. Submit your resume today to join our community of caring!
We are an equal opportunity employer. We do not discriminate on the basis of race, religion, color, national origin, gender, sexual orientation, age, marital status, veteran status, or disability status.
At its founding in 1968, Nashville-based HCA was one of the nation's first hospital companies. Today, we are the nation's leading provider of healthcare services, a company comprised of locally managed facilities that includes about 165 hospitals and 115 freestanding surgery centers in 20 states and England and employing approximately 204,000 people. Approximately four to five percent of all inpatient care delivered in the country today is provided by HCA facilities. Richard M. Bracken serves as Chairman of HCA and R. Milton Johnson is the company's President and Chief Executive Officer.
HCA is committed to the care and improvement of human life and strives to deliver high quality, cost effective healthcare in the communities we serve. Building on the foundation provided by our Mission & Values, HCA puts patients first and works to constantly improve the care we give them by implementing measures that support our caregivers, help ensure patient safety and provide the highest possible quality. Investing in our communities is important to us. HCA typically invests about $1.5 billion annually to keep our facilities modern and up-to-date technologically and to expand and add services where needed. Focusing primarily on communities where the company is a leading healthcare provider, HCA selectively adds new facilities in order to better serve our communities.
And because two HCA founders were physicians, we value highly the strong relationships we've created with local physicians. We endeavor to provide them with a wide array of services and modern facilities in order to help them deliver the best possible care.