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Correlation vs. causation

Learn to spot the difference

When it comes to health and medicine, it’s sometimes hard to understand the difference between correlation and causation. But correlation does not equal causation.

Causation

Causation is when one thing leads to another thing happening. For example, a measles infection is known to cause a blistery rash in many patients.source: 1 Or we know that cigarette smoking is known to cause lung cancer, especially in many longtime smokers.source: 2

Correlation

Correlation is when one thing happens around the same time as or following another, but one did not necessarily cause the other to happen. For example, a toddler may fall down after being vaccinated and the parent worries the vaccine affected the child’s balance. But the more likely reason for the tumble is that at the same time toddlers are being vaccinated they are also learning to walk, and therefore fall down frequently.

Examples of correlation vs. causation

Check out the graphic to the right, which explains correlation and causation using the sun as an example.

Here’s another example: A dog barks before a bolt of lightning in the sky, then a clap of thunder can be heard. The dog did not cause the thunder, it just happened to bark around the same time. However, the bolt of lightning did cause the noise of thunder.

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Correlation ≠ causality

Just because one thing happens around the same time as something else doesn’t mean they are related.

Correlation

The sun did not cause the skinned knee. They just fell while playing outside.

Causality

The sun caused the ice cream to melt.

The same with vaccines and autism. Autism can show up around the same time a child gets their vaccines (correlation). But vaccines don’t cause autism.

Correlation, causation, and vaccine safety

People may link negative health issues to vaccinations because they happen around the time vaccines were given.source: 3 For instance, some people have concerns that vaccines can cause autism. Rigorous studies have proven that vaccines have nothing to do with autism.source: 4 Autism is often diagnosed in early childhood when children get their first routine vaccines.source: 5 But if vaccines truly caused autism, there would be many more people with autism. More than 9 out of every 10 children in the United States get their vaccines on time for kindergarten.source: 6 Not even 1 out of every 10 children have an autism diagnosis.source: 7

Scientists continually monitor safety data to determine whether a health issue correlated with a vaccine is actually caused by the vaccine. One of the systems they use is the Vaccine Adverse Event Reporting System (VAERS). Anyone can submit a report to VAERS. For example, let’s say a bee stings you on the arm after you got your vaccine and later in the day your arm becomes sore and swollen. Since those are side effects of both a bee sting and a vaccine, you can’t be sure what is causing the soreness and swelling. You should report it to VAERS anyway.

VAERS reports correlations—things that happen around the same time as a vaccine being given. But VAERS does not determine causation.source: 5 Once a report is submitted, researchers then evaluate it to determine if the vaccine caused something.source: 9

Share the facts

Spreading the truth saves lives, so use our resources to help parents understand how vaccines work, why they’re safe, and how they help protect kids.

Learn more: Share the facts

Understanding risk

The benefits of getting vaccinated outweigh the risks of getting a vaccine-preventable disease.

Learn more: Understanding risk

Five reasons to vaccinate your child

Keeping your child up to date on their vaccines is the most important thing you can do to protect their health.

Learn more: Five reasons to vaccinate your child

Doing your own research

Independent learning helps us learn more about topics we don’t always understand.

Learn more: Doing your own research