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james surveyed people at school and asked whether they bring their lunc…

Question

james surveyed people at school and asked whether they bring their lunch to school or buy their lunch at school more often. the results are shown below.

bring lunch: 46 males, 254 females
buy lunch: 176 males, 264 females

the events \male\ and \buys lunch\ are not independent because

\\(p(\text{buys lunch} \mid \text{male}) = p(\text{male}) = 0.4\\).
\\(p(\text{male} \mid \text{buys lunch}) = p(\text{male}) = 0.3\\).
\\(p(\text{buys lunch} \mid \text{male}) = 0.3\\) and \\(p(\text{male}) = 0.4\\).
\\(p(\text{male} \mid \text{buys lunch}) = 0.4\\) and \\(p(\text{male}) = 0.3\\).

Explanation:

Construct a two-way frequency table

Using the Two-Way Frequency Tables knowledge point, we organize the survey data:

MaleFemaleTotal
Buy lunch176264440
Total222518740

Calculate the probability of being male

Using the Conditional Probability Calculation and Independent Events knowledge points

$$ P(\text{male}) = \frac{222}{740} = 0.3 $$

Calculate the conditional probability of being male given they buy lunch

Using the Conditional Probability Calculation and Independent Events knowledge points

$$ P(\text{male} \mid \text{buys lunch}) = \frac{176}{440} = 0.4 $$

Determine independence condition

Using the Independent Events knowledge point

$$ P(\text{male} \mid \text{buys lunch}) eq P(\text{male}) \implies 0.4 eq 0.3 $$

Answer:

  • (A) \(P(\text{buys lunch} \mid \text{male}) = P(\text{male}) = 0.4\).
  • (B) \(P(\text{male} \mid \text{buys lunch}) = P(\text{male}) = 0.3\).
  • (C) \(P(\text{buys lunch} \mid \text{male}) = 0.3\) and \(P(\text{male}) = 0.4\).
  • (D) \(P(\text{male} \mid \text{buys lunch}) = 0.4\) and \(P(\text{male}) = 0.3\). (Correct answer)