Exploratory Data Analysis

Exploratory Data Analysis (EDA) is a statistical approach that involves visualizing and understanding the patterns, trends, and relationships within data prior to formal modeling or hypothesis testing. Coursera's EDA catalogue helps you develop a comprehensive understanding of how to summarize, visualize, and interpret various types of data. You'll learn how to use graphical and quantitative methods to gain insights into data, uncover underlying structure, extract important variables, identify outliers and anomalies, and test underlying assumptions. You'll refine your analytical thinking skills and learn to effectively communicate results through informative visualizations, preparing you for roles in data science, statistics, and analytics.
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Explore the Exploratory Data Analysis Course Catalog

  • Coursera

    Skills you'll gain: Plotly, Data Visualization, Datamaps, Data Visualization Software, Scatter Plots, Jupyter, Python Programming, Exploratory Data Analysis, Pandas (Python Package), Data Analysis, Medical Science and Research

    4.2
    Rating, 4.2 out of 5 stars
    13 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Status: Free Trial

    Fractal Analytics

    Skills you'll gain: Data Storytelling, Decision Making, Critical Thinking, Database Design, Data Manipulation, Data Presentation, Power BI, Data Visualization, Exploratory Data Analysis, Feature Engineering, Interactive Data Visualization, Data Analysis Expressions (DAX), Human Centered Design, Storyboarding, SQL, Applied Machine Learning, Data Modeling, Machine Learning, Problem Solving, Python Programming

    4.5
    Rating, 4.5 out of 5 stars
    480 reviews

    Beginner · Professional Certificate · 3 - 6 Months

  • Status: Free Trial

    University of Colorado Boulder

    Skills you'll gain: Data Mining, Data Warehousing, Data Pipelines, Data Modeling, Data Science, Data Cleansing, Data Analysis, Data Transformation, Exploratory Data Analysis, Data Quality, Statistical Modeling, Data Visualization

    Build toward a degree

    3.9
    Rating, 3.9 out of 5 stars
    104 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial

    University of Colorado Boulder

    Skills you'll gain: Data Mining, Data Processing, Data Presentation, Analytical Skills, Big Data, Data Pipelines, Data Analysis, Exploratory Data Analysis, Ideation, Technical Communication, Technical Writing

    Build toward a degree

    4.6
    Rating, 4.6 out of 5 stars
    29 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial

    Johns Hopkins University

    Skills you'll gain: Rmarkdown, Version Control, Data Science, R (Software), GitHub, Data Literacy, Data Analysis, R Programming, Statistical Programming, Exploratory Data Analysis, Software Installation

    4.6
    Rating, 4.6 out of 5 stars
    34K reviews

    Mixed · Course · 1 - 4 Weeks

  • Status: Free Trial

    Wesleyan University

    Skills you'll gain: Descriptive Statistics, Data Manipulation, Data Presentation, Data Management, Data Literacy, Graphing, SAS (Software), Peer Review, Data Analysis, Statistics, Research Reports, Exploratory Data Analysis, Python Programming

    4.4
    Rating, 4.4 out of 5 stars
    943 reviews

    Mixed · Course · 1 - 3 Months

  • Status: Preview

    Board Infinity

    Skills you'll gain: Data Visualization Software, Dashboard, Data Visualization, Interactive Data Visualization, Data Transformation, Tableau Software, Data Storytelling, Data Manipulation, Exploratory Data Analysis, Heat Maps, Scatter Plots, Data Analysis, Forecasting, Geospatial Mapping

    3.7
    Rating, 3.7 out of 5 stars
    13 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial

    Johns Hopkins University

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

    4.6
    Rating, 4.6 out of 5 stars
    48K reviews

    Beginner · Specialization · 3 - 6 Months

  • Status: Free Trial

    IBM

    Skills you'll gain: Dashboard, Exploratory Data Analysis, Data Wrangling, Statistical Analysis, Data Visualization, IBM Cognos Analytics, Data Manipulation, Data Collection, Data Analysis, Looker (Software), Web Scraping, Data Transformation, Box Plots, Pandas (Python Package), Scatter Plots, Histogram

    4.6
    Rating, 4.6 out of 5 stars
    1.3K reviews

    Advanced · Course · 1 - 3 Months

  • Status: Free Trial

    Duke University

    Skills you'll gain: Data Ethics, Exploratory Data Analysis, Web Scraping, Ggplot2, Data Visualization Software, Tidyverse (R Package), Data Visualization, Data Analysis, Responsible AI, Data Transformation, Statistical Methods, Data Science, Data Wrangling, R Programming, Data Cleansing, GitHub, Data Manipulation, Data Collection, Data Presentation, Version Control

    4.8
    Rating, 4.8 out of 5 stars
    24 reviews

    Beginner · Specialization · 1 - 3 Months

  • Status: Free Trial

    University of California, Irvine

    Skills you'll gain: Data Visualization, Data Visualization Software, Statistical Visualization, Data Presentation, Data Storytelling, Tableau Software, Exploratory Data Analysis, Data Analysis, Descriptive Analytics

    3.9
    Rating, 3.9 out of 5 stars
    20 reviews

    Mixed · Course · 1 - 4 Weeks

  • Status: Free Trial

    Johns Hopkins University

    Skills you'll gain: Data Presentation, Graphic and Visual Design, Data Storytelling, Design Elements And Principles, Plot (Graphics), Data Literacy, Exploratory Data Analysis, Scatter Plots

    Intermediate · Course · 1 - 3 Months

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    Professional Certificate

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    IBM

    Build toward a degree

    Professional Certificate

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    Status: AI skills

    IBM

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    Professional Certificate

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    IBM

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