Math Problem Statement
An independent-measures research study uses two samples, each with n = 10 participants. If the data produce a t statistic of t = 2.015, which of the following is the correct decision for a two-tailed hypothesis test?
Group of answer choices
reject the null hypothesis with α = .05 but fail to reject with α = .01
reject the null hypothesis with either α = .05 or α = .01
fail to reject the null hypothesis with either α = .05 or α = .01
This cannot be answered with the information provided.
Solution
To determine the correct decision for the hypothesis test, we need to compare the obtained -statistic () with the critical values of for the given degrees of freedom () and significance levels ( and ).
Step-by-Step Process:
-
Degrees of Freedom (): For two independent samples, the degrees of freedom are:
-
Critical Values for a Two-Tailed Test: Using a -distribution table or calculator for :
- For (two-tailed): The critical -values are .
- For (two-tailed): The critical -values are .
-
Comparison with :
- For : The obtained is less than the critical value (), so we fail to reject the null hypothesis.
- For : The obtained is also less than the critical value (), so we fail to reject the null hypothesis.
Conclusion:
The correct decision is:
Fail to reject the null hypothesis with either or .
Related Questions:
- What does it mean to reject the null hypothesis in hypothesis testing?
- How is the -statistic calculated in an independent-measures -test?
- What are the assumptions required for an independent-measures -test?
- How does increasing sample size affect the critical -value and decision-making?
- What is the difference between one-tailed and two-tailed hypothesis tests?
Tip:
Always check the degrees of freedom and ensure you're using the correct -distribution table for two-tailed or one-tailed tests.
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Math Problem Analysis
Mathematical Concepts
Hypothesis Testing
t-Statistic
Independent-Samples t-Test
Two-Tailed Test
Formulas
t = (M1 - M2) / (sqrt((s1^2 / n1) + (s2^2 / n2)))
Theorems
t-distribution
Critical Value of t
Suitable Grade Level
Grades 11-12
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