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A study shows that the amount of chocolate consumed in Canada and the number of automobile accidents is positively related. Which of the following identifies a potential lurking variable?

a) Seasonal variations
b) Road conditions
c) Population density
d) Traffic laws

1 Answer

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Final answer:

The most plausible lurking variable for the positive correlation between chocolate consumption and automobile accidents in Canada is seasonal variations. This is because both may increase during specific seasons due to independent reasons. It's crucial to differentiate between correlation and causation to avoid misinterpreting relationships as causal when they may be coincidental or influenced by a common lurking variable.

Step-by-step explanation:

The question suggests that there is a positive relationship between chocolate consumption in Canada and the number of automobile accidents, meaning as one goes up, so does the other. To understand this relationship better, we need to consider potential lurking variables that could be influencing both factors. A lurking variable is a variable that is not included in the study but could affect the results. In this scenario, the four options given could indeed be lurking variables, however, seasonal variations (a) appears to be the most plausible. This is because during certain seasons, like winter in Canada, chocolate consumption may increase due to holidays or a general desire for comfort foods, while at the same time the risk of automobile accidents also increases due to poor weather conditions like snow and ice.

Distinguishing between correlation and causation is essential when analyzing relationships like these. Just because two variables are correlated does not mean that one causes the other to occur; they could both be influenced by another common factor, or the relationship could even be coincidental (a spurious relationship). For example, the correlation between ice cream sales and crime rates is unlikely to be causal; they are both likely to be influenced by warmer temperatures which causes more people to be outdoors, potentially leading to more crimes and increased ice cream sales.

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