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Which varhables are statisticelly associated with the target variable (Win) at the 5 percent level?

User Teocomi
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Final answer:

This question requires statistical hypothesis testing to determine significant associations with the target variable at a 5 percent level; this can be done using t-tests, F-tests, ANOVAs, or Z-tests, depending on the nature of the data and the comparison being performed.

Step-by-step explanation:

The question relates to statistical hypothesis testing at a 5 percent significance level. In statistics, determining whether variables are significantly associated with a target variable involves conducting hypothesis tests. Each of the given scenarios can be tested using appropriate statistical tests such as a t-test for mean comparison, a chi-square test for independence, an F-test for variance comparison, or others, depending on whether the data meets certain assumptions (e.g., normality, equal variances) and whether the standard deviations of the populations are known.

  • Compare the effectiveness of two waxes with a t-test if variances are assumed equal or a Welch's t-test if not.
  • Test the variation in waiting times using an F-test for variances if the assumption of normality is met.
  • Determine if there's a statistical difference in mean playtime between boys and girls with a t-test.
  • Assess the difference in GPA among teams with an ANOVA test if more than two groups are involved, or with a t-test if comparing two groups.
  • Compare the ages of Democratic versus Republican senators using a t-test.
  • Analyze the weighted alpha of stocks using a t-test or Z-test if the population standard deviations are known.

Each test requires setting up null and alternative hypotheses and calculating a test statistic that can be compared to critical values or used to calculate a p-value. If the p-value is less than 0.05, we reject the null hypothesis, indicating significant association at the 5 percent level.

User King Chung Huang
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