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Lesson · Geography

Correlation is not a proven cause

The data show a clear pattern, but you are unsure how strongly you may claim a cause.

Correlation means two things move together in a dataset. A proven cause needs more: evidence that removes the other explanations. This lesson shows how to tell the two apart and word your answer to match.

It is part of economic activity and environmental evidence. The next lesson, connecting an activity to an observed environmental change cautiously, builds on it.

How do I know a pattern is not yet a cause?

Ask whether something else could produce the same pattern. If the answer is yes, and the data cannot rule it out, you have a correlation.

A second test: could the pattern have been recorded even if the suspected cause did nothing? A single day of readings rarely answers that.

Worked example: a stream and a quarry

The numbers here are made up for illustration. A class is given water clarity readings from a stream. Clarity is measured as the depth in cm at which a marker disc disappears from view, so a bigger number means clearer water.

Site Distance below the quarry outlet Clarity (cm)
A 50 m 12
B 200 m 18
C 400 m 25
D 800 m 31
E 1 200 m 38
F 1 600 m 40

The pattern is clear. Clarity rises with distance from the quarry. The mean of the three nearest sites is (12 + 18 + 25) ÷ 3 = 18.3 cm, and the mean of the three furthest is (31 + 38 + 40) ÷ 3 = 36.3 cm, a gap of 18 cm.

The notes add one more fact: a bare slope beside sites A to C was cleared for building last month. Loose soil from that slope could also muddy the water at those same three sites. The data cannot separate the quarry from the slope.

The mistake that loses marks

A common slip is to write “The quarry reduces water clarity by 18 cm”. The figure is correct, but the verb claims a cause that the table has not shown.

Level Wording Does the data allow it?
Pattern The mean clarity is 18 cm lower at the three nearest sites Yes
Link Low clarity is linked to closeness to the quarry Yes
Cause The quarry reduces clarity No, the cleared slope is a rival

Use the highest level the evidence reaches, and stop there.

Name the gap in the evidence, not just the word “more data”. Good choices for this stream are:

  1. A reading upstream of the quarry outlet, which the quarry cannot reach.
  2. Readings before the slope was cleared, to compare with now.
  3. Readings on more than one day, including after heavy rain.
  4. A process: sediment carried from settling ponds at the outlet.

A full answer might read: “Clarity rises from 12 cm at 50 m to 40 cm at 1 600 m, so low clarity is linked to closeness to the quarry. A cleared slope beside sites A to C is a second possible source, so a reading upstream of the outlet is needed before the quarry can be named as the cause.”

The graph evidence and fair-comparison lab helps you lay out rival explanations.

Check yourself

Five fictional coastal villages are compared. The village with the most fishing boats has the most plastic on its beach, and the ranking matches across all five. A student writes: “More boats cause more plastic.” Rewrite the sentence so the data support it, and name one extra piece of evidence.

Answer

A supported sentence: “Villages with more fishing boats also have more plastic on the beach, so the two are linked.” The data do not show that boats are the source.

Rival explanations include the village size, the amount of rubbish washed in by tides, and the number of visitors. One extra piece of evidence: the type of plastic found, for example net fragments and rope, which would point to boats, compared with food wrappers, which would point to visitors.

What to study next

Next, read connecting an activity to an observed environmental change cautiously, then write a full conclusion in writing a balanced geographical conclusion.

If you want a teacher to check how strongly your sentences claim a cause, see online one-to-one Geography tuition.

Common questions

What is the difference between correlation and cause?

Correlation means two things change together in the data. Cause means one change produces the other. A dataset can show the first without showing the second, because a third factor may explain both.

Can I use the word cause in an SPM Geography answer?

Yes, when the data or the question supports it, for example a before-and-after record with other factors controlled. When it does not, use wording such as is linked to or is consistent with.

What extra evidence would make a cause more convincing?

Readings from before the activity began, readings from a site the activity cannot reach, repeated measurements, and a clear process that links the two. Each one removes a rival explanation.

Will a cautious answer lose marks for being vague?

No, if you still state the pattern with figures and name the specific missing evidence. A cautious answer that is precise shows the marker you have read the data critically.

If your explanations jump from a pattern straight to a cause, a one-to-one Geography lesson lets a teacher read your sentences against the data and adjust each claim to what the table supports.

  • Online one-to-one lessons for your child with an experienced teacher.
  • Your first class is a one-hour trial, from RM50. The fee is agreed before you book.
  • Happy with the teacher? Continue with lessons of about 1.5 hours. If not, ask for another teacher.