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Computer Chapter 4 : Topic 2.20
Variable Analysis
1 / 11
A dataset shows a strong positive relationship between hours of study and exam marks. What is the most logical explanation for this relationship?
Reasoning: Increased study time generally improves knowledge, leading to better marks.
2 / 11
A dataset shows no clear relationship between students’ shoe size and their exam scores. What is the best explanation for this?
Reasoning: Shoe size and academic performance are unrelated variables.
3 / 11
In a dataset, higher temperatures are associated with increased ice cream sales. What is the most reasonable explanation?
Reasoning: Hot weather increases demand for cold products like ice cream.
4 / 11
A graph shows no relationship between the number of books in a house and the height of children living there. Why might this be the case?
Reasoning: There is no logical or scientific link between these variables.
5 / 11
A dataset shows a weak relationship between sleep hours and academic performance. What could explain this?
Reasoning: Multiple variables affect performance, not just sleep.
6 / 11
A correlation is observed between number of umbrellas sold and rainfall levels. What explains this relationship?
Reasoning: Rainfall directly increases the need for umbrellas.
7 / 11
A dataset shows no relationship between daily internet usage and students’ height. What is the most appropriate explanation?
Reasoning: The variables are unrelated and have no causal link.
8 / 11
A positive relationship is observed between revision time and test performance. Why might this relationship exist?
Reasoning: Revising helps students remember and apply knowledge better.
9 / 11
A dataset shows that students who live farther from school sometimes arrive later, but the relationship is not perfect. Why?
Reasoning: Multiple external factors influence arrival time besides distance.
10 / 11
Why might two variables in a dataset show no apparent relationship even after analysis?
Reasoning: Some variables do not affect each other or are influenced by unrelated factors.
11 / 11
A dataset shows a relationship between advertising spending and product sales. What is the most likely explanation for this trend?
Reasoning: Advertising increases awareness, which can boost sales.
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