On-Campus Online

Master of Science in Health Care Informatics

Healthcare Data Analytics & AI Specialization

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Healthcare Data Analytics and Artificial Intelligence Specialization

The Healthcare Data Analytics and Artificial Intelligence specialization is designed for students passionate about a career at the intersection of data science and modern medicine. In this track, students take a deep dive into every facet of data analytics as it applies to healthcare informatics.

Our curriculum reflects the rapid shift toward automation in the industry. Through project-based assignments, students will move beyond theory to gain experience in Python scripting, SQL, and AI-assisted development workflows. Courses are taught by active informaticists, ensuring students receive unparalleled instruction from experts in the field.

Graduates of this 30-unit specialization will be prepared to proficiently utilize advanced analytics tools and programming skills to architect unique solutions for solving a wide array of current and evolving healthcare problems.

This track is for students who:

Want to develop programming skills and learn to integrate AI tools responsibly to optimize healthcare workflows.
Are interested in the ethical, legal, and regulatory frameworks required to govern AI and machine learning in a clinical setting.
Have an interest in health informatics research, biostatistics, and using data-driven hypotheses to improve patient outcomes.
Are interested in pursuing a career as a data scientist or plan to pursue doctoral-level studies.

20

Average number of months it takes to graduate from the program

15–20

Average number of hours of coursework to expect each week

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Healthcare Data Analytics & AI Curriculum Highlights

10 courses for a total of 30 units over 5 terms
- 8 core courses
- 2 specialization courses
Online students take one 7-week class at a time. Courses are taken year-round in the spring, summer, and fall terms.
Campus students take 3, 14-week courses concurrently in the evening. Courses are taken in the fall and spring semesters, with the option to add on courses in the summer semester.
Optional elective courses may be available

Orientation

Online: Before starting your first term, you’ll be required to complete the program orientation course. This self-paced course typically takes about 12-16 hours to finish, depending on your familiarity with online learning platforms. While you can complete it at your own pace, it is mandatory, so please plan your schedule accordingly.

Campus: Orientation for on-campus students will be scheduled near the start of the term and coordinated with you directly by a member of our team.

Core Courses – Taken By All Students

The curriculum includes the following courses:

Course	Units
HCIN 540 – Introduction to Health Information, Healthcare Delivery, and Artificial Intelligence Explore the intersection of healthcare delivery, information management, and artificial intelligence, focusing on the ethical, regulatory, a… Read More	3
HCIN 543 – Database Design and Knowledge Management Focus on advanced database design, modeling, and management within the healthcare environment. Gain the technical SQL skills and systems eng… Read More	3
HCIN 552 – Clinical Documentation, Decision Support, and Electronic Health Records Gain a comprehensive exploration of electronic health records (EHRs) and clinical documentation, combining theoretical regulatory frameworks… Read More	3
HCIN 585 – Healthcare Ethics, AI Governance, and the Law Examine the legal and ethical frameworks governing healthcare AI and data privacy. Learn to mitigate liability through risk-management tools… Read More	3
HCIN 571 – Population Health Analytics Focus on foundational analytic methods for population health by training to query healthcare databases, construct demographic and clinical c… Read More	3
HCIN 572 – Healthcare Data Modeling and Visualization Building on analytical foundations, transform complex healthcare datasets into interactive dashboards and data models that drive clinical, f… Read More	3
HCIN 580 – Research Fundamentals and Biostatistics Integrate biostatistics and advanced research methods to evaluate healthcare programs. Gain the data stewardship, security, and analytical s… Read More	3
HCIN 546 – Health Care Informatics Capstone Integrate health informatics theory with practical application through an independent project and reflective ePortfolio focused on evaluatin… Read More	3

Healthcare Data Analytics & AI Specialization Courses

Course	Units
HCIN 573 – AI-Assisted Automation and Scripting in Healthcare Gain an introduction to Python scripting and AI-assisted development workflows to automate routine data processing and improve operational e… Read More	3
HCIN 574 – Machine Learning Applications for Health Care Gain a foundational understanding of machine learning techniques, such as classification, clustering, and regression, to identify clinical p… Read More	3

Optional Elective for On-Campus Students (Not Part of Your Degree Requirements)

Course	Units
Health Care Informatics Practicum – Independent Study (HCIN 545P) Gain practical experience in real-world healthcare informatics and data analytics settings, translating theoretical knowledge into practical… Read More	3

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Are you an International Student?

If you are planning to seek a visa to attend the MS-HCI program
on-campus, you will enroll in a full-time course of study that includes courses from both specializations.

Technology Requirement

All students in the MS-HCI program are required to have a Windows-based computer by the start of their first term.

Frequently Asked Questions

How much time will I need to dedicate to this program?

While the exact amount varies by student and will depend on your comfort level with the material being presented, you should plan to spend approximately 15-20 hours per week on coursework.

Students enrolled in the on-campus program will take three to four classes concurrently, requiring an additional time commitment.

What is the difference between the online and on-campus versions of this program?

In terms of the quality of education you will receive, there is no difference between the online and the on-campus formats of the HCI program.

Both formats are 30 units, with the option to pursue a dual track totaling 36 units.
The same material is taught by the same faculty across both formats
The course learning outcomes and program learning outcomes are the same across both formats

Differences include:

On-campus students interact with one another directly within the classroom, while online students engage in virtual sessions and online discussion forums.
The campus section only admits new students in the fall, whereas the online section admits new students in the fall, spring, and summer.
Online students take one accelerated class at a time, and classes run year-round. Each online class lasts just 7 weeks.
On-campus students take 3 to 4 classes concurrently over a 14-week semester, depending on whether they are enrolled part-time or full-time. Campus students have the option to take online courses during the summer.
The cost per unit varies: $995/unit online vs. $1,820/unit on-campus
Campus-based students also have additional fees associated with being on campus (health services, parking, etc)