The choice between the most popular open-source languages, Python and R, boils down to their specialized features. As an aspiring data scientist in Canada, make sure you’re considering factors like learning curve, job prospects, and industry relevance, etc., while determining whether you should learn Python or R online.
Both Python and R can open up advantageous career options for data scientists in Canada. A data scientist can earn an average of CAD 90,906 per year in the country.
Go through this blog to compare the strengths and weaknesses of Python and R based on your needs, learning curve, career goals, and use cases, among other factors.
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Python vs R for Data Science: What Should You Learn in 2025?
Both Python and R top the list of statistical computing tools. While Python remains a widely popular generic programming language, R is preferred for its specific features, including data visualization.
If you’re confused between Python vs R for data science, go through the table below to make an informed choice:
|
Parameters |
Python |
R |
| Speed | A high-level programming language that delivers data faster | Includes lengthy codes and slower processing times |
| Learning Curve | Basic programming language, suited for beginners | Involves a lengthier learning curve if you don’t have statistical skills |
| Use Case | Suited for deep learning and machine learning | Suited for Statistical Learning |
| Job Prospects | Full Stack Engineers, Python Developers | Data analyst, environmental scientist |
Ease of Learning
While Python is great for beginners without a statistical programming or data science background, R requires a steeper learning curve for newcomers. However, if you know data science, getting a grasp on R will be a smooth ride for you.
Use Cases in Canada
Python is well-suited for machine learning, deep learning, software testing, and web development. R is deployed in statistical analysis and data visualization.
Library Ecosystem
Python comes with the following libraries and packages:
- NUMPY/SCIPY
- MATPLOTLIB
- SCIKIT-LEARN
- STATSMODELS
- PANDAS
R comes with the following libraries and packages:
- CARPET
- ZOO
- STRINGR
- PLYR, DPLYR
- GGVIS, GGPLOT2
Job Market in Canada
Though Python is usually touted as a job market giant, learning R can fetch you lucrative opportunities as well. Research analysts, data analysts, and epidemiologists are among the most popular R jobs in Canada. Popular Python job roles include Python Full Stack Engineers and software engineers.
Integration & Flexibility
In an engineering environment, it’s much easier to integrate Python-backed applications than R.
Online Learning Options
Access comprehensive Python and R courses online from the University of Waterloo, George Brown College, and the University of Toronto. Additionally, upGrad has tie-ups with many of these leading universities and offers easy access to top certifications in Python and R on its platform.
Future Outlook (2025)
Both Python and R are expected to continue holding significant prominence in the Canadian job market in the near future. Machine learning engineers, full-stack developers, and test automation engineers have emerged as top Python jobs now and will continue to be in demand. Those with knowledge of the R programming language will continue to excel in the research fields.
Also Read: Best Data Science Certifications for Professionals in Canada
Skills and Tools You Should Master Alongside Python or R
Fortify your chances in the ever-evolving Canadian job market by learning additional data science tools besides R and Python. Here are a few skills that you should take note of:
- SQL
- Git
- Data Visualization
Also Read: Top 10 Online Data Science Courses & Certifications in Canada
How upGrad Helps You Learn Python or R for Data Science in Canada
Accelerate your data science career by enrolling in upGrad’s top-notch data science and analytics courses online. Get a grip on basic and advanced programming languages like Python and R and the latest trends in machine learning.
Top programs include:
- Master of Science in Data Science from Liverpool John Moores University
- Post Graduate Diploma in Data Science (E-learning)
- Executive Post Graduate Certificate Program in Data Science & AI by IIITB
FAQs on Python vs R for Data Science in Canada
Q: Is Python or R better for beginners in data science?
Ans: Yes, Python is better suited for beginners in data science, as it requires no prior knowledge of statistical analysis, unlike R. For beginners, R presents a more complex learning curve.
Q: Do Canadian employers prefer Python or R?
Ans: Although Python enjoys wide popularity due to its ease of use and easy integration, knowledge of R can also open up enriching job opportunities for data scientists in Canada.
Q: How long does it take to learn Python or R online?
Ans: Depending on the program and institution, the online Python and R courses in Canada can take anywhere from a few weeks to two months. You can also look up opportunities pertaining to self-paced learning.
Q: Can I get a remote job in Canada with Python or R skills?
Ans: Yes, you can secure remote jobs in Canada with skills in Python and R. Look up opportunities in business engineering, software engineering, and data science. LinkedIn and RemoteOK are popular job platforms that you should keep an eye on.
Q: Does upGrad specifically help with learning Python or R?
Ans: upGrad offers top-notch data science programs that include popular open-source languages like Python and R in their curriculum. You can look up the individual course curricula for further details in this regard.
