What is exploratory data analysis?

Exploratory data analysis (EDA) is an approach to data analysis used to investigate sets of data, summarize their characteristics, and figure out how to best work with data to get answers while providing a visual to help businesses, scientists, researchers, and analysts learn more from that data. Exploratory data analysis makes it easier to find patterns and anomalies in data, and it can be used to determine what the data reveals beyond modeling. It's useful as a step in creating sophisticated data models and analysis. EDA tools include clustering/dimension reduction techniques to create graphs, K-means clustering, and predictive modeling, including linear regression. There are four main types of exploratory data analysis, including univariate non-graphical, univariate graphical, multivariate nongraphical, and multivariate graphical. All of these types describe the data, but graphical exploratory data analysis provides a more complete picture created by the data.

Why learn exploratory data analysis?

If you're passionate about working with numbers and transforming them to tell a story that influences others, learning about exploratory data analysis can help you forge a career based on that passion. It's a solid start to jobs in data science, but you'll also gain a variety of related skills, including coding using Python and R, data cleansing, and predictive modeling. Beyond starting a new career or advancing your existing one, there are benefits for anyone who chooses to learn about exploratory data analysis, including solid problem-solving skills, the ability to find connections between data and real-world problems, and gaining useful tools to guide major decisions ranging from getting the most out of marketing campaigns to maximizing project executions to hiring key players for organizations.

What career opportunities can arise from learning exploratory data analysis?

If you're looking for a career in transforming large volumes of data into actionable advice and solutions, a career in exploratory data analytics could be your ideal path, particularly if you're passionate about using data to evaluate whether the statistical methods you intend to use for analyzing that data are the most effective options. This fast-growing field is in-demand, with skilled, knowledgeable exploratory data analysts among the most highly sought professionals across multiple industries. Exploratory data analysis is somewhat like solving puzzles, piecing data-driven insights together to help employers and clients make well-informed business decisions based on sound data that's been evaluated for assumptions, errors, and trends. You might work on Wall Street for a hedge fund or investment bank. You could work in healthcare, insurance, retail, or marketing, among other industries.

How can online courses on Coursera help me learn exploratory data analysis?

Online courses on Coursera give you the opportunity to do everything from gaining experience in fundamentals to earning professional certification. If you're new to the field, beginner courses like Exploratory Data Analysis with MATLAB can help you build a foundation in data analysis and data visualization. If you're looking to advance your skills, you might explore your options to gain professional certification through IBM's IBM Data Analyst offering. Or you could opt for a specialization, like the Data Science option from Johns Hopkins, which combines courses and applied learning to help you build firsthand knowledge and skills that you'll be able to apply in business settings.

What are the benefits of taking an online Exploratory Data Analysis course?

Online Exploratory Data Analysis courses offer a convenient and flexible way to enhance your knowledge or learn new Exploratory Data Analysis skills. Choose from a wide range of Exploratory Data Analysis courses offered by top universities and industry leaders tailored to various skill levels.

What Exploratory Data Analysis courses are best for training and upskilling employees or the workforce?

When looking to enhance your workforce's skills in Exploratory Data Analysis, it's crucial to select a course that aligns with their current abilities and learning objectives. Our Skills Dashboard is an invaluable tool for identifying skill gaps and choosing the most appropriate course for effective upskilling. For a comprehensive understanding of how our courses can benefit your employees, explore the enterprise solutions we offer. Discover more about our tailored programs at Coursera for Business here .

Top Exploratory Data Analysis Courses - Learn Exploratory Data Analysis Online

Results for "exploratory data analysis"

University of Illinois Urbana-Champaign
Corporate Finance I: Measuring and Promoting Value Creation
Skills you'll gain: Financial Analysis, Financial Management, Accounting, Cash Management, Finance, Financial Accounting, Leadership and Management, Corporate Accouting, General Accounting, Risk Management, Mergers & Acquisitions
Build toward a degree
4.7
Rating, 4.7 out of 5 stars
1.1K reviews
Beginner · Course · 1 - 3 Months
Universidad de Palermo
Desarrolla tu líder
Skills you'll gain: Leadership and Management, Professional Development, Leadership Development, Collaboration, Human Resources, Operational Analysis, Organizational Development, Communication, Deep Learning, User Experience Design, Business
4.9
Rating, 4.9 out of 5 stars
350 reviews
Beginner · Course · 1 - 4 Weeks
Universidad de Palermo
Maestría en Dirección de Empresas (MBA)
Skills you'll gain: Big Data, Data Science, Marketing, Planning
Earn a degree
Degree · 1 - 4 Years
University of Illinois at Urbana-Champaign
Financial Management Graduate Certificate
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Accounting, Financial Analysis, Business Analysis, Marketing, Strategy, Financial Management, Critical Thinking, Decision Making, Data Analysis, General Accounting, Strategy and Operations, Market Analysis, Generally Accepted Accounting Principles (GAAP), Taxes, Entrepreneurship, Management Accounting, Investment Management, Mergers & Acquisitions, Risk Management, Communication, Market Research, Regulations and Compliance, Cost Accounting, Problem Solving, Digital Marketing, Account Management, Accounts Payable and Receivable, Corporate Accouting, Marketing Management, Business Development, Business Process Management, Data Management, Exploratory Data Analysis, Statistical Programming, Media Strategy & Planning, Probability & Statistics, Data Visualization, Innovation, Audit, Leadership Development, Planning, Business Transformation, Banking, Performance Management, Business Intelligence, Cash Management, Product Strategy, Python Programming, Sales, Statistical Analysis, Brand Management, Business Psychology, Customer Analysis, Business Communication, Creativity, Organizational Development, Product Management, Research and Design, Securities Trading, Culture, Data Analysis Software, Machine Learning, Social Media, Business Design, Advertising, Behavioral Economics, Customer Relationship Management, Human Learning, People Analysis, Professional Development, R Programming, Correlation And Dependence, General Statistics, Influencing, People Management, Product Marketing, Interactive Data Visualization, Change Management, Conflict Management, Marketing Design, Operational Analysis, Project Management, Advertising Sales, Collaboration, Payments, Product Development, Regression, Statistical Machine Learning, Negotiation, Basic Descriptive Statistics, Benefits, Big Data, Budget Management, Data Model, Emotional Intelligence, Human Resources, Operations Management, Plot (Graphics), Data Visualization Software, Design and Product, Probability Distribution, Statistical Tests, Storytelling, Algorithms, Computer Programming, Data Mining, Employee Relations, Securities Sales, Business Research, Data Structures, Machine Learning Algorithms, Visualization (Computer Graphics), Contract Management, Extract, Transform, Load, Supplier Relationship Management, Databases, Entrepreneurial Finance, Forecasting, Game Theory, Visual Design, Systems Design, Accounting Software, Econometrics, Natural Language Processing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months
University of Illinois at Urbana-Champaign
Graduate Certificate in Taxation
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Accounting, Financial Analysis, Business Analysis, Marketing, Strategy, Financial Management, Critical Thinking, Decision Making, Data Analysis, General Accounting, Strategy and Operations, Market Analysis, Generally Accepted Accounting Principles (GAAP), Taxes, Entrepreneurship, Management Accounting, Investment Management, Mergers & Acquisitions, Risk Management, Communication, Market Research, Regulations and Compliance, Cost Accounting, Problem Solving, Digital Marketing, Account Management, Accounts Payable and Receivable, Corporate Accouting, Marketing Management, Business Development, Business Process Management, Data Management, Exploratory Data Analysis, Statistical Programming, Media Strategy & Planning, Probability & Statistics, Data Visualization, Innovation, Audit, Leadership Development, Planning, Business Transformation, Banking, Performance Management, Business Intelligence, Cash Management, Product Strategy, Python Programming, Sales, Statistical Analysis, Brand Management, Business Psychology, Customer Analysis, Business Communication, Creativity, Organizational Development, Product Management, Research and Design, Securities Trading, Culture, Data Analysis Software, Machine Learning, Social Media, Business Design, Advertising, Behavioral Economics, Customer Relationship Management, Human Learning, People Analysis, Professional Development, R Programming, Correlation And Dependence, General Statistics, Influencing, People Management, Product Marketing, Interactive Data Visualization, Change Management, Conflict Management, Marketing Design, Operational Analysis, Project Management, Advertising Sales, Collaboration, Payments, Product Development, Regression, Statistical Machine Learning, Negotiation, Basic Descriptive Statistics, Benefits, Big Data, Budget Management, Data Model, Emotional Intelligence, Human Resources, Operations Management, Plot (Graphics), Data Visualization Software, Design and Product, Probability Distribution, Statistical Tests, Storytelling, Algorithms, Computer Programming, Data Mining, Employee Relations, Securities Sales, Business Research, Data Structures, Machine Learning Algorithms, Visualization (Computer Graphics), Contract Management, Extract, Transform, Load, Supplier Relationship Management, Databases, Entrepreneurial Finance, Forecasting, Game Theory, Visual Design, Systems Design, Accounting Software, Econometrics, Natural Language Processing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months
University of Illinois at Urbana-Champaign
Graduate Certificate in Strategic Leadership & Management
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Accounting, Financial Analysis, Business Analysis, Marketing, Strategy, Financial Management, Critical Thinking, Decision Making, Data Analysis, General Accounting, Strategy and Operations, Market Analysis, Generally Accepted Accounting Principles (GAAP), Taxes, Entrepreneurship, Management Accounting, Investment Management, Mergers & Acquisitions, Risk Management, Communication, Market Research, Regulations and Compliance, Cost Accounting, Problem Solving, Digital Marketing, Account Management, Accounts Payable and Receivable, Corporate Accouting, Marketing Management, Business Development, Business Process Management, Data Management, Exploratory Data Analysis, Statistical Programming, Media Strategy & Planning, Probability & Statistics, Data Visualization, Innovation, Audit, Leadership Development, Planning, Business Transformation, Banking, Performance Management, Business Intelligence, Cash Management, Product Strategy, Python Programming, Sales, Statistical Analysis, Brand Management, Business Psychology, Customer Analysis, Business Communication, Creativity, Organizational Development, Product Management, Research and Design, Securities Trading, Culture, Data Analysis Software, Machine Learning, Social Media, Business Design, Advertising, Behavioral Economics, Customer Relationship Management, Human Learning, People Analysis, Professional Development, R Programming, Correlation And Dependence, General Statistics, Influencing, People Management, Product Marketing, Interactive Data Visualization, Change Management, Conflict Management, Marketing Design, Operational Analysis, Project Management, Advertising Sales, Collaboration, Payments, Product Development, Regression, Statistical Machine Learning, Negotiation, Basic Descriptive Statistics, Benefits, Big Data, Budget Management, Data Model, Emotional Intelligence, Human Resources, Operations Management, Plot (Graphics), Data Visualization Software, Design and Product, Probability Distribution, Statistical Tests, Storytelling, Algorithms, Computer Programming, Data Mining, Employee Relations, Securities Sales, Business Research, Data Structures, Machine Learning Algorithms, Visualization (Computer Graphics), Contract Management, Extract, Transform, Load, Supplier Relationship Management, Databases, Entrepreneurial Finance, Forecasting, Game Theory, Visual Design, Systems Design, Accounting Software, Econometrics, Natural Language Processing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months
University of Illinois at Urbana-Champaign
Global Challenges in Business Graduate Certificate
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Accounting, Financial Analysis, Business Analysis, Marketing, Strategy, Financial Management, Critical Thinking, Decision Making, Data Analysis, General Accounting, Strategy and Operations, Market Analysis, Generally Accepted Accounting Principles (GAAP), Taxes, Entrepreneurship, Management Accounting, Investment Management, Mergers & Acquisitions, Risk Management, Communication, Market Research, Regulations and Compliance, Cost Accounting, Problem Solving, Digital Marketing, Account Management, Accounts Payable and Receivable, Corporate Accouting, Marketing Management, Business Development, Business Process Management, Data Management, Exploratory Data Analysis, Statistical Programming, Media Strategy & Planning, Probability & Statistics, Data Visualization, Innovation, Audit, Leadership Development, Planning, Business Transformation, Banking, Performance Management, Business Intelligence, Cash Management, Product Strategy, Python Programming, Sales, Statistical Analysis, Brand Management, Business Psychology, Customer Analysis, Business Communication, Creativity, Organizational Development, Product Management, Research and Design, Securities Trading, Culture, Data Analysis Software, Machine Learning, Social Media, Business Design, Advertising, Behavioral Economics, Customer Relationship Management, Human Learning, People Analysis, Professional Development, R Programming, Correlation And Dependence, General Statistics, Influencing, People Management, Product Marketing, Interactive Data Visualization, Change Management, Conflict Management, Marketing Design, Operational Analysis, Project Management, Advertising Sales, Collaboration, Payments, Product Development, Regression, Statistical Machine Learning, Negotiation, Basic Descriptive Statistics, Benefits, Big Data, Budget Management, Data Model, Emotional Intelligence, Human Resources, Operations Management, Plot (Graphics), Data Visualization Software, Design and Product, Probability Distribution, Statistical Tests, Storytelling, Algorithms, Computer Programming, Data Mining, Employee Relations, Securities Sales, Business Research, Data Structures, Machine Learning Algorithms, Visualization (Computer Graphics), Contract Management, Extract, Transform, Load, Supplier Relationship Management, Databases, Entrepreneurial Finance, Forecasting, Game Theory, Visual Design, Systems Design, Accounting Software, Econometrics, Natural Language Processing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months
University of Illinois at Urbana-Champaign
Value Chain Management Graduate Certificate
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Accounting, Financial Analysis, Business Analysis, Marketing, Strategy, Financial Management, Critical Thinking, Decision Making, Data Analysis, General Accounting, Strategy and Operations, Market Analysis, Generally Accepted Accounting Principles (GAAP), Taxes, Entrepreneurship, Management Accounting, Investment Management, Mergers & Acquisitions, Risk Management, Communication, Market Research, Regulations and Compliance, Cost Accounting, Problem Solving, Digital Marketing, Account Management, Accounts Payable and Receivable, Corporate Accouting, Marketing Management, Business Development, Business Process Management, Data Management, Exploratory Data Analysis, Statistical Programming, Media Strategy & Planning, Probability & Statistics, Data Visualization, Innovation, Audit, Leadership Development, Planning, Business Transformation, Banking, Performance Management, Business Intelligence, Cash Management, Product Strategy, Python Programming, Sales, Statistical Analysis, Brand Management, Business Psychology, Customer Analysis, Business Communication, Creativity, Organizational Development, Product Management, Research and Design, Securities Trading, Culture, Data Analysis Software, Machine Learning, Social Media, Business Design, Advertising, Behavioral Economics, Customer Relationship Management, Human Learning, People Analysis, Professional Development, R Programming, Correlation And Dependence, General Statistics, Influencing, People Management, Product Marketing, Interactive Data Visualization, Change Management, Conflict Management, Marketing Design, Operational Analysis, Project Management, Advertising Sales, Collaboration, Payments, Product Development, Regression, Statistical Machine Learning, Negotiation, Basic Descriptive Statistics, Benefits, Big Data, Budget Management, Data Model, Emotional Intelligence, Human Resources, Operations Management, Plot (Graphics), Data Visualization Software, Design and Product, Probability Distribution, Statistical Tests, Storytelling, Algorithms, Computer Programming, Data Mining, Employee Relations, Securities Sales, Business Research, Data Structures, Machine Learning Algorithms, Visualization (Computer Graphics), Contract Management, Extract, Transform, Load, Supplier Relationship Management, Databases, Entrepreneurial Finance, Forecasting, Game Theory, Visual Design, Systems Design, Accounting Software, Econometrics, Natural Language Processing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months
University of Illinois at Urbana-Champaign
Entrepreneurship and Strategic Innovation Graduate Certificate
Skills you'll gain: Leadership and Management, Accounting, Finance, Financial Accounting, Financial Analysis, Business Analysis, Marketing, Strategy, Financial Management, Critical Thinking, Decision Making, Data Analysis, General Accounting, Strategy and Operations, Market Analysis, Generally Accepted Accounting Principles (GAAP), Taxes, Entrepreneurship, Management Accounting, Investment Management, Mergers & Acquisitions, Risk Management, Communication, Market Research, Regulations and Compliance, Cost Accounting, Problem Solving, Digital Marketing, Account Management, Accounts Payable and Receivable, Corporate Accouting, Marketing Management, Business Development, Business Process Management, Data Management, Exploratory Data Analysis, Statistical Programming, Media Strategy & Planning, Probability & Statistics, Data Visualization, Innovation, Audit, Leadership Development, Planning, Business Transformation, Banking, Performance Management, Business Intelligence, Cash Management, Product Strategy, Python Programming, Sales, Statistical Analysis, Brand Management, Business Psychology, Customer Analysis, Business Communication, Creativity, Organizational Development, Product Management, Research and Design, Securities Trading, Culture, Data Analysis Software, Machine Learning, Social Media, Business Design, Advertising, Behavioral Economics, Customer Relationship Management, Human Learning, People Analysis, Professional Development, R Programming, Correlation And Dependence, General Statistics, Influencing, People Management, Product Marketing, Interactive Data Visualization, Change Management, Conflict Management, Marketing Design, Operational Analysis, Project Management, Advertising Sales, Collaboration, Payments, Product Development, Regression, Statistical Machine Learning, Negotiation, Basic Descriptive Statistics, Benefits, Big Data, Budget Management, Data Model, Emotional Intelligence, Human Resources, Operations Management, Plot (Graphics), Data Visualization Software, Design and Product, Probability Distribution, Statistical Tests, Storytelling, Algorithms, Computer Programming, Data Mining, Employee Relations, Securities Sales, Business Research, Data Structures, Machine Learning Algorithms, Visualization (Computer Graphics), Contract Management, Extract, Transform, Load, Supplier Relationship Management, Databases, Entrepreneurial Finance, Forecasting, Game Theory, Visual Design, Systems Design, Accounting Software, Econometrics, Natural Language Processing, SQL, Theoretical Computer Science, BlockChain, Data Architecture, Microsoft Excel, People Analytics, People Development, Strategic Thinking
Credit offered
Graduate Certificate · 6 - 12 Months
Dartmouth College
Decision-Making: Blending Art & Science
Skills you'll gain: Decision Making, Leadership and Management, Critical Thinking, Leadership Development, Strategy and Operations, Strategy, Problem Solving, Emotional Intelligence, Communication, People Analysis
4.8
Rating, 4.8 out of 5 stars
155 reviews
Beginner · Course · 1 - 4 Weeks
Tecnológico de Monterrey
Critical thinking: reasoned decision making
Skills you'll gain: Critical Thinking, Decision Making, Human Learning, Problem Solving, People Analysis, Communication, Deep Learning, Leadership and Management, Strategy, Strategy and Operations
4.7
Rating, 4.7 out of 5 stars
64 reviews
Intermediate · Course · 1 - 4 Weeks
University of California, Irvine
Introduction to Financial Accounting: The Accounting Cycle
Skills you'll gain: Accounting, Financial Accounting, Accounts Payable and Receivable, General Accounting, Finance, Generally Accepted Accounting Principles (GAAP), Microsoft Excel, Spreadsheet Software, Account Management, Financial Management, Business Analysis
4.7
Rating, 4.7 out of 5 stars
612 reviews
Beginner · Specialization · 1 - 3 Months