• For Individuals
  • For Businesses
  • For Universities
  • For Governments
Degrees
​
Log In
Join for Free
  1. Categories
  2. R

R Courses

R courses focus on statistical computing and data analysis using the R programming language. You'll learn about data manipulation, visualization, and statistical modeling, along with techniques for exploring and interpreting complex datasets. Key topics may include regression analysis, time series analysis, and using packages like ggplot2 and dplyr for enhanced data handling.

Popular R Courses and Certifications


  • J

    Johns Hopkins University

    Data Science: Foundations using R

    Skills you'll gain: Rmarkdown, Exploratory Data Analysis, R (Software), Version Control, Statistical Analysis, R Programming, Data Manipulation, Data Cleansing, Data Science, Data Wrangling, Data Visualization, Data Processing, Plot (Graphics), Statistical Programming, Statistical Visualization, Ggplot2, Knitr, Data Sharing, GitHub, Machine Learning

    4.6 stars, 48K reviews, Beginner, Specialization, 3 - 6 Months

    ★ 4.6 (48K) · Beginner · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • J

    Johns Hopkins University

    R Programming

    Skills you'll gain: R (Software), Statistical Analysis, R Programming, Statistical Programming, Statistical Software, Data Analysis, Data Analysis Software, Debugging, Simulations, Programming Principles, Software Installation, Performance Tuning, Data Import/Export

    4.5 stars, 22K reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.5 (22K) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • I

    IBM

    Introduction to R Programming for Data Science

    Skills you'll gain: R (Software), Data Manipulation, Web Scraping, R Programming, Data Analysis, Data Science, Data Structures, Data Import/Export, Programming Principles, Jupyter, File I/O, Integrated Development Environments, Development Environment

    4.5 stars, 625 reviews, Beginner, Course, 1 - 3 Months

    ★ 4.5 (625) · Beginner · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • D

    Duke University

    Data Analysis with R

    Skills you'll gain: Bayesian Statistics, Statistical Hypothesis Testing, Sampling (Statistics), Statistical Inference, Exploratory Data Analysis, Regression Analysis, R (Software), Statistical Reporting, Probability & Statistics, Probability Distribution, Statistical Analysis, Statistical Methods, Statistics, Statistical Programming, Statistical Software, Data Analysis, Probability, R Programming, Statistical Modeling, Data Visualization

    4.7 stars, 7.7K reviews, Beginner, Specialization, 3 - 6 Months

    ★ 4.7 (7.7K) · Beginner · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • Unlock 3 months of Google AI Pro at no extra cost today.

    Get started
  • I

    Imperial College London

    Statistical Analysis with R for Public Health

    Skills you'll gain: Logistic Regression, Analytical Skills, Correlation Analysis, Science and Research, Regression Analysis, Sampling (Statistics), Statistical Hypothesis Testing, Data Literacy, Data Analysis, R Programming, Descriptive Analytics, Descriptive Statistics, Statistical Software, Statistical Modeling, Biostatistics, Exploratory Data Analysis, Model Evaluation, Statistical Analysis, Statistical Programming, R (Software)

    4.7 stars, 2.1K reviews, Beginner, Specialization, 3 - 6 Months

    ★ 4.7 (2.1K) · Beginner · Specialization · 3 - 6 Months

    Status: Top AI program
    Top AI program
    Status: Free trial
    Free trial
  • What brings you to Coursera today?

  • I

    IBM

    Data Analysis with R

    Skills you'll gain: Exploratory Data Analysis, Data Wrangling, Statistical Analysis, Data Analysis, Model Evaluation, Data Transformation, R Programming, Data Visualization, Regression Analysis, Predictive Modeling, Statistical Methods, Data Manipulation, Data Science, Box Plots, Correlation Analysis, Data Cleansing, Data Preprocessing, Model Optimization, Data Import/Export

    4.7 stars, 379 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.7 (379) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • M

    Microsoft

    The R Programming Starter Course

    Skills you'll gain: Debugging, R Programming, Data Structures, Software Documentation, Programming Principles, Code Reusability, Development Environment, Data Manipulation, Computational Logic

    5 stars, 6 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 5 (6) · Beginner · Course · 1 - 4 Weeks

    Category: Preview
    Preview
  • I

    IBM

    IBM Data Analytics with Excel and R

    Skills you'll gain: Data Storytelling, Data Wrangling, Exploratory Data Analysis, Database Design, Data Mining, Extract, Transform, Load, Ggplot2, Data Presentation, Data Analysis, Data Visualization Software, Data Visualization, Relational Databases, Statistical Visualization, Interactive Data Visualization, Microsoft Excel, Analytical Skills, R (Software), Excel Formulas, Data Cleansing, Data Manipulation

    4.7 stars, 32K reviews, Beginner, Professional Certificate, 3 - 6 Months

    ★ 4.7 (32K) · Beginner · Professional Certificate · 3 - 6 Months

    Category: Bestseller
    Bestseller
    Status: Free trial
    Free trial
  • C

    Coursera

    Getting Started with R

    Skills you'll gain: R (Software), Data Import/Export, Package and Software Management, R Programming, Data Structures, Data Analysis Software, Data Analysis, Data Science

    4.3 stars, 389 reviews, Beginner, Guided Project, Less Than 2 Hours

    ★ 4.3 (389) · Beginner · Guided Project · Less Than 2 Hours

  • G

    Google

    Google Data Analytics

    Skills you'll gain: Data Storytelling, Rmarkdown, Data Visualization, Data Presentation, Data Ethics, Data Cleansing, Interactive Data Visualization, Data Validation, Ggplot2, R (Software), Sampling (Statistics), Spreadsheet Software, Data Analysis, Stakeholder Communications, LinkedIn, Object Oriented Programming (OOP), Data Literacy, Web Presence, Data Structures, Interviewing Skills

    4.8 stars, 183K reviews, Beginner, Professional Certificate, 3 - 6 Months

    ★ 4.8 (183K) · Beginner · Professional Certificate · 3 - 6 Months

    Status: Free trial
    Free trial
    Category: Build toward a degree
    Build toward a degree
  • D

    Duke University

    Data Science with R

    Skills you'll gain: Data Ethics, Exploratory Data Analysis, Data-Driven Decision-Making, Logistic Regression, Statistical Modeling, R (Software), Web Scraping, Ggplot2, Model Evaluation, Statistical Reporting, Data Visualization Software, Predictive Modeling, Tidyverse (R Package), Data Visualization, Responsible AI, Data Transformation, R Programming, Data Science, Data Wrangling, Version Control

    4.8 stars, 48 reviews, Beginner, Specialization, 1 - 3 Months

    ★ 4.8 (48) · Beginner · Specialization · 1 - 3 Months

    Status: Free trial
    Free trial
  • M

    Microsoft

    Microsoft R Programming for Everyone

    Skills you'll gain: Logistic Regression, Web Scraping, Data Visualization, Rmarkdown, Data Presentation, Data Storytelling, Version Control, Leaflet (Software), Statistical Modeling, Statistics, Statistical Hypothesis Testing, Statistical Reporting, Statistical Analysis, Data Cleansing, Probability & Statistics, Data Manipulation, R Programming, Data Preprocessing, R (Software), Data Wrangling

    4.2 stars, 9 reviews, Beginner, Professional Certificate, 3 - 6 Months

    ★ 4.2 (9) · Beginner · Professional Certificate · 3 - 6 Months

    Status: Free trial
    Free trial
1234…67

How to choose the right R course

Start with what you want to do with R. If you want to use R for statistical analysis, look for courses focusing on statistical modeling, hypothesis testing, and data visualization techniques. If you're interested in R for machine learning applications, choose courses that cover machine learning algorithms, data preprocessing, and model evaluation in R.


Best R courses from IBM

Top-rated R courses offered by IBM on Coursera.

  1. 1
    Introduction to R Programming for Data Science
    IBMBeginner1 - 3 Months4.5(625)IBM
  2. 2
    Data Analysis with R
    IBMIntermediate1 - 3 Months4.7(379)IBM
  3. 3
    IBM Data Analytics with Excel and R
    IBMBeginner3 - 6 Months4.7(32,187)IBM

Best R certificate programs

Earn a certificate in R from top universities and companies.

  1. 1
    Data Science: Foundations using R
    Johns Hopkins UniversityBeginner3 - 6 Months4.6(48,242)Specialization
  2. 2
    Data Analysis with R
    Duke UniversityBeginner3 - 6 Months4.7(7,733)Specialization
  3. 3
    Statistical Analysis with R for Public Health
    Imperial College LondonBeginner3 - 6 Months4.7(2,090)Specialization

Best R courses for beginners

Top-rated beginner-friendly R courses with no prerequisites.

  1. 1
    The R Programming Starter Course
    MicrosoftBeginner1 - 4 Weeks5.0(6)No prerequisites
  2. 2
    Getting Started with R
    CourseraBeginnerLess Than 2 Hours4.3(389)No prerequisites
  3. 3
    Google Data Analytics
    GoogleBeginner3 - 6 Months4.8(182,548)No prerequisites

Skills you can learn in Data Analysis

Analytics (85)
Big Data (64)
Python Programming (47)
Business Analytics (40)
R Programming (37)
Statistical Analysis (36)
Sql (33)
Data Model (29)
Data Mining (27)
Exploratory Data Analysis (26)
Data Modeling (21)
Data Manipulation (20)

Frequently Asked Questions about R

R is a programming language and software environment primarily used for statistical computing and data analysis. It is important because it provides a robust framework for data manipulation, statistical modeling, and visualization, making it a popular choice among data scientists, statisticians, and researchers. R's extensive libraries and packages enable users to perform complex analyses and create high-quality graphics, which are essential in various fields such as finance, healthcare, and social sciences.‎

With skills in R, you can pursue various job roles, including data analyst, data scientist, statistician, and research analyst. These positions often require the ability to analyze data sets, create visualizations, and interpret statistical results. Additionally, R is valuable in industries such as finance, healthcare, and academia, where data-driven decision-making is crucial. As organizations increasingly rely on data, the demand for professionals skilled in R continues to grow.‎

To effectively learn R, you should focus on several key skills. First, understanding the basics of programming concepts is essential, including data types, control structures, and functions. Next, familiarize yourself with data manipulation and analysis using packages like dplyr and tidyr. Additionally, learning how to visualize data with ggplot2 and perform statistical analyses will enhance your capabilities. Finally, gaining experience with R Markdown for reporting and documentation can significantly improve your workflow.‎

Some of the best online courses for learning R include the Applied Data Science with R Specialization and the Data Science: Foundations using R Specialization. These courses cover essential topics such as data manipulation, visualization, and statistical analysis, providing a comprehensive foundation for anyone looking to enhance their skills in R.‎

__Yes. You can start learning r on Coursera for free in two ways:

  1. Preview the first module of many r courses at no cost. This includes video lessons, readings, graded assignments, and Coursera Coach (where available).
  2. Start a 7-day free trial for Specializations or Coursera Plus. This gives you full access to all course content across eligible programs within the timeframe of your trial.

If you want to keep learning, earn a certificate in r, or unlock full course access after the preview or trial, you can upgrade or apply for financial aid.__‎

To learn R effectively, start by exploring online courses that introduce the basics of the language. Engage with interactive coding environments and practice writing R scripts. Utilize resources like R documentation and community forums for support. Additionally, working on real-world projects can help reinforce your learning and build your portfolio.‎

R courses typically cover a range of topics, including data manipulation, statistical analysis, data visualization, and machine learning. You may also encounter specialized subjects such as time series analysis, data wrangling, and reporting with R Markdown. These topics equip learners with the skills needed to analyze and interpret data effectively.‎

For training and upskilling employees, the IBM Data Analytics with Excel and R Professional Certificate and the Data Analytics in the Public Sector with R Specialization are excellent options. These programs focus on practical applications of R in various industries, helping employees develop relevant skills that can be applied directly to their work.‎

This FAQ content has been made available for informational purposes only. Learners are advised to conduct additional research to ensure that courses and other credentials pursued meet their personal, professional, and financial goals.

Other topics to explore

Arts and Humanities
338 courses
Business
1095 courses
Computer Science
668 courses
Data Science
425 courses
Information Technology
145 courses
Health
471 courses
Math and Logic
70 courses
Personal Development
137 courses
Physical Science and Engineering
413 courses
Social Sciences
401 courses
Language Learning
150 courses

Coursera Footer

Skills

  • Accounting
  • Artificial Intelligence (AI)
  • Cybersecurity
  • Data Analytics
  • Digital Marketing
  • Human Resources (HR)
  • Microsoft Excel
  • Project Management
  • Python
  • SQL

Professional Certificates

  • Google AI Certificate
  • Google Cybersecurity Certificate
  • Google Data Analytics Certificate
  • Google IT Support Certificate
  • Google Project Management Certificate
  • Google UX Design Certificate
  • IBM AI Engineering Certificate
  • IBM AI Product Manager Certificate
  • IBM Data Science Certificate
  • Intuit Academy Bookkeeping Certificate

Courses & Specializations

  • AI Essentials Specialization
  • AI For Business Specialization
  • AI For Everyone Course
  • AI in Healthcare Specialization
  • Deep Learning Specialization
  • Excel Skills for Business Specialization
  • Financial Markets Course
  • Machine Learning Specialization
  • Prompt Engineering for ChatGPT Course
  • Python for Everybody Specialization

Career Resources

  • Career Aptitude Test
  • CAPM Certification Requirements
  • CompTIA A+ Certification Requirements
  • CompTIA Security+ Certification Requirements
  • Essential IT Certifications
  • High-Income Skills to Learn
  • How to Learn Artificial Intelligence
  • PMP Certification Requirements
  • Popular Cybersecurity Certifications
  • Share your Coursera learning story

Coursera

  • About
  • What We Offer
  • Leadership
  • Careers
  • Catalog
  • Coursera Plus
  • Professional Certificates
  • MasterTrack® Certificates
  • Degrees
  • For Enterprise
  • For Government
  • For Campus
  • Become a Partner
  • Social Impact
  • Free Courses
  • Udemy

Community

  • Learners
  • Partners
  • Beta Testers
  • Blog
  • The Coursera Podcast
  • Tech Blog

More

  • Press
  • Investors
  • Terms
  • Privacy
  • Help
  • Accessibility
  • Contact
  • Articles
  • Directory
  • Affiliates
  • Modern Slavery Statement
  • Do Not Sell/Share
Learn Anywhere
Download on the App Store
Get it on Google Play
© 2026 Coursera Inc. All rights reserved.
  • Coursera Facebook
  • Coursera Linkedin
  • Coursera Twitter
  • Coursera YouTube
  • Coursera Instagram
  • Coursera TikTok