University of Colorado System
Clinical Data Science Specialization
University of Colorado System

Clinical Data Science Specialization

Launch your career in Clinical Data Science. A six-course introduction to using clinical data to improve the care of tomorrow's patients.

Laura K. Wiley, PhD
Michael G. Kahn, MD, PhD

Instructors: Laura K. Wiley, PhD

Access provided by New York State Department of Labor

11,996 already enrolled

Get in-depth knowledge of a subject
4.4

(358 reviews)

Intermediate level

Recommended experience

2 months to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.4

(358 reviews)

Intermediate level

Recommended experience

2 months to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

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Specialization - 6 course series

What you'll learn

  • Describe how each type of clinical data are generated, specifically outlining who creates the data, when and why the data are generated.

  • Write SQL code to combine two or more tables using database joins.

  • Write R code to manipulate and tidy data including: selecting columns, filtering rows, and joining data sets.

  • Write markdown formatted text and combine with R code in RMarkdown documents.

Skills you'll gain

Category: Data Ethics
Category: Clinical Data Management
Category: Data Manipulation
Category: Tidyverse (R Package)
Category: SQL
Category: Data Transformation
Category: Information Privacy
Category: Health Care Procedure and Regulation
Category: Data Science
Category: Ggplot2
Category: Data Wrangling
Category: Query Languages
Category: Data Access
Category: Data Cleansing
Category: R Programming
Category: Data Visualization

What you'll learn

Skills you'll gain

Category: Data Quality
Category: Data Modeling
Category: Clinical Data Management
Category: Relational Databases
Category: Database Design
Category: Extract, Transform, Load
Category: Health Informatics
Category: Query Languages
Category: Data Integration
Category: Data Transformation
Category: Medical Terminology
Category: Data Mapping

What you'll learn

  • Create a computational phenotyping algorithm

  • Assess algorithm performance in the context of analytic goal.

  • Create combinations of at least three data types using boolean logic

  • Explain the impact of individual data type performance on computational phenotyping.

Skills you'll gain

Category: Data Validation
Category: Data Manipulation
Category: Clinical Data Management
Category: Precision Medicine
Category: Statistical Methods
Category: Biostatistics
Category: Health Informatics
Category: Epidemiology
Category: Clinical Research
Category: Patient Evaluation
Category: Bioinformatics

What you'll learn

  • Recognize and distinguish the difference in complexity and sophistication of text mining, text processing, and natural language processing.

  • Write basic regular expressions to identify common clinical text.

  • Assess and select note sections that can be used to answer analytic questions.

  • Write R code to search text windows for other keywords and phrases to answer analytic questions.

Skills you'll gain

Category: Natural Language Processing
Category: Text Mining
Category: Data Processing
Category: R Programming
Category: Unstructured Data
Category: Medical Terminology
Category: Clinical Data Management
Category: Health Informatics

What you'll learn

Skills you'll gain

Category: Predictive Modeling
Category: Decision Support Systems
Category: Qualitative Research
Category: Data Analysis
Category: Health Informatics
Category: Electronic Medical Record
Category: Clinical Data Management
Category: Data Modeling
Category: Risk Modeling
Category: Intensive Care Unit
Category: Usability Testing

What you'll learn

Skills you'll gain

Category: Clinical Data Management
Category: Data Analysis
Category: Data Quality
Category: Data Modeling
Category: Data Science
Category: Biostatistics
Category: Time Series Analysis and Forecasting
Category: SQL
Category: R Programming
Category: Analytics
Category: Clinical Research
Category: Health Informatics
Category: Statistical Reporting

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructors

Laura K. Wiley, PhD
University of Colorado System
6 Courses32,560 learners
Michael G. Kahn, MD, PhD
University of Colorado System
2 Courses9,967 learners

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