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Lesson · Biology

Association or cause in field observations?

Your data shows two things rising together, and you are tempted to say one causes the other.

When two measurements change together, you have an association. A cause needs more: a controlled test, or strong reasoning that other factors do not explain the pattern.

This lesson is part of ecological evidence and population relationships. The habit also appears in avoiding unsupported environmental claims.

What does a survey show?

A field survey records what is already there. It can show that two factors vary together, but it cannot control them, so other differences between sites stay hidden in the data.

Worked example: a river survey

The data is invented. A student surveys 6 sites along a stream. The sites with higher dissolved oxygen have more fish.

Site Oxygen (mg per litre) Fish counted Water temperature (°C)
1 4 3 31
2 5 5 30
3 6 8 28
4 7 10 27
5 8 12 26
6 9 13 25

Oxygen and fish rise together, which is an association. But the temperature falls in the same order, and cooler water holds more oxygen. So oxygen, temperature or both may relate to the fish counts.

A safe conclusion is: “More fish were found at sites with higher oxygen, which suggests a relationship, but temperature also differs between sites, so a cause is not shown.”

What is the three-question test?

  1. Did the investigation change one factor and keep the others the same?
  2. Were there repeats, and does the result stay the same?
  3. Can another factor explain the pattern?

If the answer to question 1 is no, or the answer to question 3 is yes, write “associated with” and name the other factor.

The mistake that costs marks

The common slip is “low oxygen causes fish to die” from the table alone. The data does not test that.

To test for a cause, design a controlled experiment, for example keeping fish in tanks with different oxygen levels at the same temperature, with repeats.

Check yourself

A survey finds more nests in areas with taller trees. A student writes “tall trees cause more nests.” Rewrite the conclusion and name one other factor.

Answer

“Areas with taller trees had more nests, which suggests an association, but it does not show that height is the cause.”

One other factor: tall trees may also offer more food or shelter, or less disturbance, and any of these could affect nesting. Naming one is enough.

What to study next

Try the practice set for this cluster. The biological data interpretation trainer has more survey tables.

For teacher support, see online one-to-one Biology tuition.

Common questions

What is an association in ecology?

An association means two things change together, such as more fish at sites with clearer water. It does not show that one causes the other, because another factor may affect both.

How can an investigation support a cause?

Change one factor, keep the others the same, and measure the effect, with repeats. This controlled design reduces the chance that another factor explains the result.

What words should I use in a conclusion from a survey?

Use 'is associated with', 'suggests' or 'may be related to'. Avoid 'proves' or 'causes' unless a controlled experiment has tested the cause.

Does a small sample change what I can claim?

Yes. A small sample gives weaker support, so state that more data would help. Mentioning the sample size shows you are judging the evidence.

Careful wording about cause takes practice with feedback, and a one-to-one Biology teacher can read your conclusions and suggest where a claim goes further than the data.

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