University of Colorado System
Clinical Data Science Specialization

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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

11,874 already enrolled

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Get in-depth knowledge of a subject
4.4

(356 reviews)

Intermediate level

Recommended experience

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

(356 reviews)

Intermediate level

Recommended experience

2 months
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: Tidyverse (R Package)
Category: SQL
Category: Clinical Data Management
Category: Electronic Medical Record
Category: Data Manipulation
Category: R Programming
Category: Data Processing
Category: Clinical Research
Category: Health Care Procedure and Regulation
Category: Data Science
Category: Google Cloud Platform
Category: Data Access
Category: Health Informatics
Category: Information Privacy

What you'll learn

Skills you'll gain

Category: Data Quality
Category: Data Modeling
Category: Extract, Transform, Load
Category: Clinical Data Management
Category: Relational Databases
Category: Database Design
Category: Data Transformation
Category: SQL
Category: Data Integration
Category: Health Informatics
Category: Data Validation

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 Manipulation
Category: Clinical Data Management
Category: Statistical Methods
Category: Clinical Research
Category: Medical Records
Category: Big Data
Category: Health Informatics
Category: Bioinformatics
Category: Data Science
Category: Data Processing
Category: Analytics
Category: Machine Learning Algorithms

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: R Programming
Category: Google Cloud Platform
Category: Unstructured Data
Category: Clinical Data Management
Category: Health Informatics

What you'll learn

Skills you'll gain

Category: Predictive Modeling
Category: Qualitative Research
Category: Decision Support Systems
Category: Statistical Modeling
Category: Applied Machine Learning
Category: Health Informatics
Category: Clinical Data Management
Category: Intensive Care Unit
Category: Risk Modeling
Category: Data-Driven Decision-Making
Category: Data Analysis

What you'll learn

Skills you'll gain

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

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Instructors

Laura K. Wiley, PhD
University of Colorado System
6 Courses32,295 learners
Michael G. Kahn, MD, PhD
University of Colorado System
2 Courses9,921 learners

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