University of Michigan
Data Science for Health Research Specialization
University of Michigan

Data Science for Health Research Specialization

Wrangle, Visualize and Analyze Health Data. Import, process data and fit basic statistical models to analyze health outcome data, all in the R statistical environment

Bhramar Mukherjee
Philip S. Boonstra

Instructors: Bhramar Mukherjee

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(10 reviews)

Beginner level

Recommended experience

1 month at 10 hours a week
Flexible schedule
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Get in-depth knowledge of a subject

(10 reviews)

Beginner level

Recommended experience

1 month at 10 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers

What you'll learn

  • learn to organize and visualize health data using statistical analysis in programs like R

Overview

What’s included

Shareable certificate

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Taught in English
29 practice exercises

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from University of Michigan

Specialization - 3 course series

What you'll learn

  • Become knowledgeable about and conversant in the R environment

  • Format and manipulate data within R into suitable formats

  • Develop an intuition for doing exploratory data analysis

  • Develop a workflow in R

Skills you'll gain

R Programming, Data Wrangling, Ggplot2, Data Manipulation, Tidyverse (R Package), Scatter Plots, Histogram, Data Import/Export, R (Software), Exploratory Data Analysis, Statistical Visualization, Data Visualization, Rmarkdown, Scripting, Data Visualization Software, and Package and Software Management

What you'll learn

  • Become knowledgeable about the concept of statistical modeling and the basics of statistical inference

  • Recognize, fit, and interpret a simple linear regression model

  • Develop intuition to fit and interpret a multiple regression model

Skills you'll gain

Statistical Modeling, Regression Analysis, Statistical Hypothesis Testing, Statistical Inference, Predictive Modeling, Data Analysis, Correlation Analysis, Statistical Analysis, Probability & Statistics, and R Programming

What you'll learn

  • Understand how binary outcomes arise and know the difference between prevalence, risk ratios, and odds ratios

  • Use logistic regression to estimate and interpret the association between one or more predictors and a binary outcome

  • Understand the principles for using logistic regression to make predictions and assessing the quality of those predictions

Skills you'll gain

Regression Analysis, Statistical Hypothesis Testing, Statistical Inference, Statistical Analysis, Biostatistics, Statistical Methods, Probability & Statistics, Statistical Modeling, Risk Analysis, R Programming, Predictive Analytics, Classification And Regression Tree (CART), Data Analysis, Statistics, and Descriptive Statistics

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Instructors

Bhramar Mukherjee
University of Michigan
2 Courses1,314 learners
Philip S. Boonstra
University of Michigan
4 Courses3,452 learners

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