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Correlation vs. Causation: What’s the Difference?
Learn about correlation versus causation and how to differentiate these two terms from one another when describing the relationship between variables.
August 18, 2023
Article
Data Analytics
Data analytics is the collection, transformation, and organization of data in order to draw conclusions, make predictions, and drive informed decision making. Learn more about data analytics and career opportunities with these resources.
![[Featured Image] A man works on a laptop at a desk.](https://images.ctfassets.net/wp1lcwdav1p1/2KfayTzugqIyy6nPOXXppJ/91be374e6605a495971d095db0ca78ac/GettyImages-1170742648.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A data analyst presents visualizations from a company data source on a large digital screen.](https://images.ctfassets.net/wp1lcwdav1p1/565wrh0czpV4RgXHLTErGl/b4fad4f05b39f59d940c725322e643de/GettyImages-1441453430.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
Discover courses in data analytics
Skills you'll gain: Data Analysis, R Programming, SQL, Spreadsheet Software, Business Analysis, Business Communication, Data Visualization, Data Management, General Statistics, Big Data, Communication, Computer Programming, Data Science, Data Visualization Software, Databases, Exploratory Data Analysis, Extract, Transform, Load, Leadership and Management, Microsoft Excel, Problem Solving, Small Data, Statistical Programming, Tableau Software
Skills you'll gain: Data Analysis, Data Management, Data Visualization, Databases, Python Programming, Big Data, Data Mining, Data Science, NoSQL, R Programming, Microsoft Excel
Status: Recently Updated
Skills you'll gain: Python Programming, Microsoft Excel, Data Visualization, Spreadsheet Software, Data Analysis, Plot (Graphics), Exploratory Data Analysis, Business Analysis, Communication, Statistical Visualization, Business Communication, Data Management, Data Structures, Databases, Human Resources, Planning, SQL, Big Data, Data Mining, Data Science, General Statistics, NoSQL, R Programming, Cloud Computing, Computer Programming, Data Visualization Software, Interactive Data Visualization, Machine Learning, Machine Learning Algorithms, Probability & Statistics, Regression
![[Featured image] A data scientist works on a data model on a tablet.](https://images.ctfassets.net/wp1lcwdav1p1/3qAqqcKdK83cFFLPBfQaAX/7da4db12f5bfbc7f8f1ece898e66165d/GettyImages-1126668245.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] Two business analysts look at Tableau data visualizations on large monitors.](https://images.ctfassets.net/wp1lcwdav1p1/357zIO7v8WK5x1wdKKfBTs/75196212fb519fe26bf09bc40664587a/GettyImages-1351962919.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A business intelligence engineer looks at an analytics dashboard on a tablet.](https://images.ctfassets.net/wp1lcwdav1p1/3gfM3n3rb7uGpVHzASeJHY/2a9d5fba10a35944f131f330d836ea35/GettyImages-1406007730.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A data server engineer sits on a rolling chair in front of a wall of computer servers.](https://images.ctfassets.net/wp1lcwdav1p1/3MFDXyEeitEDJKQGBPOegu/e25610f4fed6f8cb0e83d56563e487d5/GettyImages-945578352.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A business intelligence analyst builds a data pipeline and dashboard for a business.](https://images.ctfassets.net/wp1lcwdav1p1/2AgMzvjfFQPwPrJQLBlHEV/0bb70d1a466bfcec12b89b6ea9ade33c/GettyImages-1092645754.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A team sits around a computer, using a database schema to help organize and represent data.](https://images.ctfassets.net/wp1lcwdav1p1/3hOhClksJIXxFbzysI0kDq/6ac76b290f00f7b51cc0491b97a5a44a/GettyImages-620375240.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A business intelligence analyst stands in front of a digital whiteboard during a presentation.](https://images.ctfassets.net/wp1lcwdav1p1/4N0DNQokyS5tNJvoidklpo/f4afb9f72953ba04c5382e9f5ea7823d/GettyImages-1269829161__1_.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A data analyst explains the margin of error on a recent poll to two colleagues sitting at an office table.](https://images.ctfassets.net/wp1lcwdav1p1/7aY9o6H9HEpbPrkYOWEnSK/d739056e3cd065afd6179d3861c24abc/Business-professionals-discussing-over-a-graph-1127726411_8477x5651__2_.jpeg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] Closeup of a hand holding a pen and marking answers on a statistical survey.](https://images.ctfassets.net/wp1lcwdav1p1/7nWD1YaXFvx5TwmKxDdoAc/4118c91d2cd2d8cc683d54d11703baaf/GettyImages-157418952.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
Every day, data analytics powers business decisions and product innovations around the world. Data analysts are in high demand across many industries.
Not sure where to start? We've compiled free articles and resources on this and other data topics, including:
AI and machine learning
Data basics
Data engineering
Data science
Generative AI and ChatGPT
