# Explain the relationship between correlation and causation

### Correlation and Causation

ear relationship between two variables; correlation coefficients close to 1 and -1 denote a strong A causal relationship cannot be defined perfectly neatly. Even. This animation explains the concept of correlation and causation. "hours worked" and "income earned" there is a relationship between the. Causation vs Correlation. There is much confusion in the understanding and correct usage of causation and correlation. These two terms are.

### Difference Between Causation and Correlation | Difference Between | Causation vs Correlation

The fact that an event or action causes another must be obvious and should be done with a controlled study between two groups of people. They must be from the same backgrounds and given two different experiences.

The results are then compared and a conclusion can then be drawn from the outcome of the study.

The process of observation plays a significant role in these studies as the subjects must be observed over a certain period of time. Correlation Correlation is an action or occurrence that can be linked to another.

The action does not always result to another action or occurrence but you can see that there is a relationship between them. Although the action does not make the other thing happen, the possibility of having something happen is great.

### Difference between correlation and causation (video) | Khan Academy

Correlation can be easily established through statistical tools. The correlated events or actions can be because of a common cause. Establishing correlation can be made certain if there are no explanations that will prove causality.

• Australian Bureau of Statistics
• Fundamentals: Correlation and Causation
• Difference Between Causation and Correlation

When you say that exposing kids to too much violence on television and films causes them to become violent adults can be untrue. Although violence on television and films can influence behavior, adults who are violent might have acquired the habit due to other factors such as poverty, mental illness, physical, mental, and emotional abuse as children.

It is therefore wrong to assume that violent behavior is due to television and films because there are several different aspects to consider. You need to show that one relies on the other, not just that the two appear to move in concert.

## Correlation and Causation

When it comes to your business, it is imperative that you make the distinction between what actions are related and what caused them to happen. How correlation gets mistaken for causation Picture this: Thirty days into the new app being out, you check your retention numbers. Users who joined at least one community are being retained at a rate far greater than the average user.

This seems like a massive coup. All you know is that the two are correlated. You have no idea what other factors are at play, what other behaviors those users took part in besides joining a community.

Once you lay out the variables, you can control and change them to meet your needs. Look at each of your variables, change one and see what happens.

Do something that prioritizes the input variable and increases it, possibly at the expense of something else.

Users could have taken a path besides joining communities that affected retention. Start with your onboarding flow. For the next 1, users who sign up, split them into two groups.