Asked by Mo Cain Jumaah on May 29, 2024

verifed

Verified

160 students who were majoring in either math or English were asked a test question,and the researcher recorded whether they answered the question correctly.The sample results are given below.  Correct  Incorrect  Math 2753 English 4337\begin{array} { r | c c } & \text { Correct } & \text { Incorrect } \\\hline \text { Math } & 27 & 53 \\\text { English } & 43 & 37\end{array} Math  English  Correct 2743 Incorrect 5337 x2x ^ { 2 }x2 = 6.502; P-value = 0.011 Are the response and major independent? Use a 5% level of significance.

A) Report that the distribution of correct answers is uniform for both majors because the null hypothesis is rejected.
B) Report that response is not dependent on major because the null hypothesis is rejected.
C) Report that response is not dependent on major because the null hypothesis is not rejected.
D) Report that response is dependent on major because the null hypothesis is rejected.
E) Report that response is dependent on major because the null hypothesis is not rejected.

Level of Significance

The probability threshold at which the null hypothesis is rejected in hypothesis testing, indicating the strength of evidence needed to conclude that results are statistically significant.

Null Hypothesis

The hypothesis that there is no significant difference between specified populations, any observed difference being due to sampling or experimental error.

  • Acknowledge the theory and practical use of Chi-Square tests for analyzing independence and goodness-of-fit.
  • Elaborate on the calculation and interpretation of P-values in hypothesis testing endeavors.
  • Decipher the connection between variables through statistical evidence to see if they are independent or have an association.
verifed

Verified Answer

KP
Keanu PessoaMay 30, 2024
Final Answer :
D
Explanation :
The null hypothesis in this case is that the response (correct/incorrect) is independent of the major (math/English). Since the P-value is less than the significance level of 5%, we reject the null hypothesis. This means that we have evidence to suggest that there is a relationship between the response and major, and therefore the response is dependent on major. Choice D is the statement that reflects this conclusion.