CA Foundation · Quantitative Aptitude · Correlation and Regression
A study finds that the number of ice-cream cones sold in Chennai and the number of cases of sunburn reported both rise during summer months. Which interpretation is most appropriate?
The correlation may arise from a common third factor such as hot weather. Correlation shows association only, not causation, so ice-cream sales do not cause sunburn even though both rise together in summer.
- AIce-cream sales cause sunburn, because the two rise together
- BThe correlation may be due to a common third factor, such as hot weather, and does not by itself prove causationCorrect
- CThe variables must be uncorrelated, since neither can cause the other
- DThe correlation coefficient must be exactly +1
Explanation
Both variables are driven by a common factor, the summer heat. Correlation measures only the degree of association and does not establish cause and effect. Option A wrongly infers causation from co-movement. A causal link is not needed for a correlation to exist, so C is wrong, and nothing suggests a perfect +1 value.
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