Correlations & Causal Relationships - The Lungs (AQA A Level Biology): Revision Note

Exam code: 7402

Lára Marie McIvor

Written by: Lára Marie McIvor

Reviewed by: Naomi Holyoak

Updated on

Correlations & causal relationships

Correlation

  • A correlation is an association between variables, e.g.:

    • positive correlation: as variable A increases, variable B increases

    • negative correlation: as variable A increases, variable B decreases

  • A correlation coefficient can be calculated to determine the strength of a correlation

Charts show correlations: positive with upward trend, negative with downward trend, and no correlation with scattered points between variables A and B.
Correlations can be positive or negative

Causal relationships

  • Causation, or a causal relationship, is present when a change in one variable is caused by a change in the other

  • Correlation does not equal causation

    • The two variables may be linked by a third factor that has not been taken into account by the research

  • In order to demonstrate that a correlation indicates a causal relationship, researchers need to:

    • see the same results repeated across many studies

    • demonstrate that the causal factor is occurring before the resulting change

    • demonstrate the causal mechanism

    • carry out controlled trials (this is not always possible)

Examiner Tips and Tricks

When drawing conclusions from data in exams, you should always be careful not to go beyond what the data show.

For example, if a graph shows a positive correlation between pollution levels and COPD, it would be correct to say that:

  • there is an association between the two

  • increasing pollution levels are correlated with an increase in COPD / there is a positive correlation

It would not be correct to claim that the increase in one causes the other to increase; more data would be needed before reaching this conclusion.

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Lára Marie McIvor

Author: Lára Marie McIvor

Expertise: Biology, Psychology & Sociology Subject Lead

Lára graduated from Oxford University in Biological Sciences and has now been a science tutor working in the UK for several years. Lára has a particular interest in the area of infectious disease and epidemiology, and enjoys creating original educational materials that develop confidence and facilitate learning.

Naomi Holyoak

Reviewer: Naomi Holyoak

Expertise: Biology Content Creator

Naomi graduated from the University of Oxford with a degree in Biological Sciences. She has 8 years of classroom experience teaching Key Stage 3 up to A-Level biology, and is currently a tutor and A-Level examiner. Naomi especially enjoys creating resources that enable students to build a solid understanding of subject content, while also connecting their knowledge with biology’s exciting, real-world applications.