What skills can I learn in R programming courses on Coursera?

R programming courses on Coursera offer learners an opportunity to master a wide array of skills essential for data analysis , statistical computing, and graphical representation, including: Fundamentals of R syntax and programming environment Data manipulation and cleaning techniques using R packages like dplyr and tidyr Statistical analysis and model building to interpret complex data sets Creating compelling visualizations with ggplot2 and other visualization tools Developing reproducible reports and interactive web apps with R Markdown and Shiny Applying R in various domains such as finance, healthcare, and academic research

Do I need prior experience in programming to enroll in these R courses?

Coursera’s R programming courses are designed to welcome learners at different levels of expertise: No prior programming experience is required for introductory courses, which focus on the basics of R and general programming concepts. Intermediate courses are suitable for learners with some programming background, enhancing their data manipulation and analysis skills. Advanced courses cater to experienced users seeking to deepen their expertise in statistical methods, machine learning, or R package development.

Do I need prior experience in programming to enroll in these R courses?

Coursera’s R programming courses are designed to welcome learners at different levels of expertise: No prior programming experience is required for introductory courses, which focus on the basics of R and general programming concepts. Intermediate courses are suitable for learners with some programming background, enhancing their data manipulation and analysis skills. Advanced courses cater to experienced users seeking to deepen their expertise in statistical methods, machine learning, or R package development.

What certifications and credentials can I earn by studying R programming on Coursera?

Engaging in R programming courses on Coursera can lead to several forms of recognition that highlight your skills and dedication: Course Certificates: These certificates demonstrate your success in individual R programming courses, showcasing your skills in specific aspects of the language. Professional Certificates: Obtain these by completing a series of courses that prepare you for data analysis and statistical roles using R. Specializations: Deepen your proficiency with comprehensive course sequences that focus on specific areas such as statistical analysis, machine learning, or advanced data visualization with R.

How can I purchase R programming training courses for my team?

Looking to enhance your team's R programming skills? Coursera provides tailored enterprise solutions for teams ranging of 5-125 employees. Our offerings include advanced analytics, customized learning paths, and collaborative tools. To explore our R programming training options and make a purchase, please visit our Coursera for Teams page.

Best R Courses & Certificates [2025]

Explore the R Course Catalog

Status: Free Trial
Google
Data Analysis with R Programming
Skills you'll gain: Rmarkdown, Ggplot2, R Programming, Data Manipulation, Data Visualization, Data Analysis, Tidyverse (R Package), Statistical Visualization, Data Visualization Software, Exploratory Data Analysis, Development Environment, Data Cleansing, Data Import/Export, Data Structures
4.8
Rating, 4.8 out of 5 stars
12K reviews
Beginner · Course · 1 - 3 Months
Status: Free Trial
Johns Hopkins University
R Programming
Skills you'll gain: R Programming, Software Installation, Statistical Programming, Programming Principles, Performance Tuning, Simulations, Debugging, Scripting, Data Manipulation, Statistical Analysis, Data Analysis, Data Structures
4.5
Rating, 4.5 out of 5 stars
22K reviews
Intermediate · Course · 1 - 4 Weeks
Status: Free Trial
Johns Hopkins University
Data Science: Foundations using R
Skills you'll gain: Rmarkdown, Exploratory Data Analysis, Plot (Graphics), Knitr, R Programming, Data Manipulation, Statistical Visualization, Data Science, Data Visualization Software, Data Cleansing, Ggplot2, MySQL, Dimensionality Reduction, Software Installation, Version Control, Data Analysis, Data Sharing, Statistical Programming, GitHub, Machine Learning
4.6
Rating, 4.6 out of 5 stars
48K reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
Duke University
Data Analysis with R
Skills you'll gain: Sampling (Statistics), Statistical Hypothesis Testing, Regression Analysis, Exploratory Data Analysis, Statistical Inference, R Programming, Bayesian Statistics, Data Analysis, Probability Distribution, Probability, Statistics, Quantitative Research, Statistical Analysis, Probability & Statistics, Correlation Analysis, Statistical Modeling, Mathematical Modeling, Predictive Modeling, Descriptive Statistics, Data Visualization
4.7
Rating, 4.7 out of 5 stars
7.5K reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
IBM
Introduction to R Programming for Data Science
Skills you'll gain: Web Scraping, Data Manipulation, R Programming, Data Import/Export, Data Analysis, Data Science, Data Structures, Statistical Programming, Restful API, Exploratory Data Analysis, Data Cleansing, Programming Principles, Development Environment, Jupyter, Integrated Development Environments
4.5
Rating, 4.5 out of 5 stars
576 reviews
Beginner · Course · 1 - 3 Months
Status: Free Trial
IBM
Applied Data Science with R
Skills you'll gain: Database Design, Shiny (R Package), SQL, Rmarkdown, Data Analysis, Ggplot2, Data Wrangling, Data Visualization Software, Relational Databases, Data Visualization, Leaflet (Software), Exploratory Data Analysis, Web Scraping, Statistical Analysis, Statistical Visualization, Database Management, Data Manipulation, Plot (Graphics), Databases, R Programming
4.5
Rating, 4.5 out of 5 stars
1.2K reviews
Beginner · Specialization · 3 - 6 Months

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Status: Free Trial
Johns Hopkins University
Data Visualization & Dashboarding with R
Skills you'll gain: Rmarkdown, Ggplot2, Shiny (R Package), Data Visualization, Data Presentation, Interactive Data Visualization, Data Visualization Software, Data Storytelling, Data Literacy, Tidyverse (R Package), Plot (Graphics), Spatial Data Analysis, R Programming, Plotly, Dashboard, Statistical Visualization, Spatial Analysis, Scatter Plots, Data Analysis, Data Science
4.8
Rating, 4.8 out of 5 stars
431 reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
IBM
Data Analysis with R
Skills you'll gain: Data Analysis, Data Wrangling, Exploratory Data Analysis, Statistical Analysis, Data Visualization, R Programming, Data Transformation, Data Manipulation, Data Science, Statistical Methods, Tidyverse (R Package), Regression Analysis, Statistical Modeling, Data Cleansing, Predictive Modeling
4.7
Rating, 4.7 out of 5 stars
337 reviews
Intermediate · Course · 1 - 3 Months
Status: Free Trial
Imperial College London
Statistical Analysis with R for Public Health
Skills you'll gain: Statistical Hypothesis Testing, Correlation Analysis, Sampling (Statistics), Probability Distribution, Statistical Analysis, Statistics, Regression Analysis, Quantitative Research, Data Analysis, Biostatistics, Data Quality, Statistical Inference, R Programming, Public Health, Time Series Analysis and Forecasting, Descriptive Statistics, Statistical Modeling, Epidemiology, Predictive Modeling, Probability & Statistics
4.7
Rating, 4.7 out of 5 stars
2K reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
IBM
IBM Data Analytics with Excel and R
Skills you'll gain: Data Storytelling, Data Visualization, Dashboard, Extract, Transform, Load, Database Design, Shiny (R Package), Pivot Tables And Charts, SQL, Rmarkdown, Data Analysis, Ggplot2, Data Wrangling, Data Visualization Software, Relational Databases, Leaflet (Software), IBM Cognos Analytics, Data Cleansing, Excel Formulas, Web Scraping, Data Manipulation
Build toward a degree
4.7
Rating, 4.7 out of 5 stars
29K reviews
Beginner · Professional Certificate · 3 - 6 Months
Coursera Project Network
Getting Started with R
Skills you'll gain: Data Import/Export, R Programming, Data Analysis, Statistical Programming, Data Analysis Software, Data Structures, Software Installation, Programming Principles, Data Science, Package and Software Management
4.3
Rating, 4.3 out of 5 stars
381 reviews
Beginner · Guided Project · Less Than 2 Hours
Status: Preview
Universidad Nacional Autónoma de México
Introducción a Data Science: Programación Estadística con R
Skills you'll gain: Ggplot2, R Programming, Statistical Programming, Statistical Visualization, Software Installation, Graphing, Data Science, Scripting Languages, Scripting, Exploratory Data Analysis, Data Manipulation, Debugging, Simulations, Cross Platform Development, Computing Platforms, Data Structures
4.7
Rating, 4.7 out of 5 stars
8.5K reviews
Beginner · Course · 1 - 3 Months