Skill Path

Analyze Data with Python

Learn to analyze and visualize data using Python and statistics.

Includes Python, pandas, NumPy, SciPy, MatPlotLib, Jupyter Notebooks, and more.

84,407 learners enrolled

  • Skill level

    Beginner

  • Time to complete

    10 weeks

  • Certificate of completion

    Yes

  • Prerequisites

    None

About this skill path

Data is everywhere. More companies than ever are tracking and analyzing data to inform their decisions. In this Skill Path, you will learn to analyze data statistically in Python and communicate your findings with meaningful data visualizations. Along the way, you will apply these skills to real-world cases and build your data portfolio.

Skills you'll gain

  • Clean and prep data with Python pandas
  • Analyze data using statistics
  • Create data visualizations
  • Evaluate A/B tests

Syllabus

8 units • 28 lessons • 17 projects • 19 quizzes
  • 1

    Introduction to Data Analysis

    Prepare to learn Data Analysis by understanding how and why it is used.

  • 2

    Introduction to Python

    Learn the fundamentals of Python, one of the most popular programming languages for Data Analysis.

  • 3

    NumPy: A Python Library for Statistics

    Learn about NumPy, a Python library used to store arrays of numbers, organize large amounts of data, and perform statistical calculations.

  • 4

    Data Manipulation with Pandas

    Learn the basics of Pandas, an industry standard Python library that provides tools for data manipulation and analysis.

  • 5

    Data Visualization with Matplotlib

    Insights mean nothing if you can’t present them and convince others that the findings are important. But how do we present data in Python?

  • 6

    Statistics for Data Analysis

    Learn how to calculate and interpret several descriptive statistics using the Python library NumPy.

  • 7

    Hypothesis Testing with SciPy

    Learn SciPy, a Python module for comparative statistics, in order to perform many different statistical tests in code.

The platform

Hands-on learning

Don't just watch or read about someone else coding — write your own code live in our online, interactive platform. You'll even get AI-driven recommendations on what you need to review to help keep you on track.
Animated demonstration of running code in Codecademy's learning environment

Projects in this skill path

Reviews from learners

  • The progress I have made since starting to use codecademy is immense! I can study for short periods or long periods at my own convenience - mostly late in the evenings.
    Chris
    Codecademy Learner @ USA
  • I felt like I learned months in a week. I love how Codecademy uses learning by practice and gives great challenges to help the learner to understand a new concept and subject.
    Rodrigo
    Codecademy Learner @ UK
  • Brilliant learning experience. Very interactive. Literally a game changer if you're learning on your own.
    John-Andrew
    Codecademy Learner @ USA

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What's included in skill paths

  • Practice Projects

    Guided projects that help you solidify the skills and concepts you're learning.

  • Assessments

    Auto-graded quizzes and immediate feedback help you reinforce your skills as you learn.

  • Certificate of Completion

    Earn a document to prove you've completed a course or path that you can share with your network.
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How it works

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