Question 1

Which of the following best describes the Central Limit Theorem (CLT) and its importance in inferential statistics?

Accepted Answer

The CLT states that the sampling distribution of the sample mean approaches a normal distribution as the sample size increases, regardless of the population's distribution.

Question 2

A researcher wants to estimate the average systolic blood pressure of adults in a city. She collects a random sample of 100 adults and calculates a 95% confidence interval for the mean. Which of the following correctly interprets this interval?

Accepted Answer

If we were to take many samples and build a confidence interval from each, about 95% of those intervals would contain the true population mean.

Question 3

Which formula is used to calculate the standard deviation of a sample?

Accepted Answer

$$s = \sqrt{\frac{\sum (x_i - \overline{x})^2$}{n-1}}$$

Question 4

A pharmaceutical company tests a new drug and finds a p-value of 0.03 when testing the null hypothesis that the drug has no effect. At a significance level of $$\alpha = 0.05$$, what is the correct conclusion?

Accepted Answer

Reject the null hypothesis; there is statistically significant evidence the drug has an effect.

Question 5

Which of the following is the correct formula for the probability of exactly $$k$$ successes in $$n$$ independent Bernoulli trials with probability $$p of $$success (the binomial probability)?

Accepted Answer

$$P(X = k) = \frac{n!}{k!(n-k)!} p^k (1-p$$)^{n-k}$$

Question 6

A study finds a correlation coefficient $$r = 0.85$$ between hours studied and exam scores. Which of the following best describes this relationship?

Accepted Answer

There is a strong positive linear relationship between hours studied and exam scores.

Question 7

Which of the following is the correct formula for a 95% confidence interval for a population mean when the population standard deviation is unknown?

Accepted Answer

$$\overline{x} \pm t^* \frac{s}{\sqrt{n}}$$

Question 8

A hospital administrator wants to test if the average wait time in the emergency room has changed from last year’s average of 30 minutes. Which hypothesis test should be used?

Accepted Answer

A one-sample t-test for the mean.

Question 9

Which of the following statements about the $$p-$$value is correct?

Accepted Answer

The $$p-$$value is the probability of observing a test statistic as extreme as, or more extreme than, the observed value, assuming the null hypothesis is true.

Question 10

A researcher wants to compare the mean cholesterol levels between two independent groups: those who exercise regularly and those who do not. Which statistical test is most appropriate?

Accepted Answer

A two-sample t-test for the mean.

Question 11

Which of the following is the correct formula for the regression line (least squares line) in simple linear regression?

Accepted Answer

$$\hat{y} = b_0$ + b_1$ x$$

Question 12

A company wants to test if the proportion of defective products is different from 5%. Which hypothesis test should be used?

Accepted Answer

A one-sample z-test for proportions.

Question 13

Which of the following is the correct formula for the variance of a probability distribution?

Accepted Answer

$$\$$sigma^2$$ = \sum (x_i - \mu)^2$ P(x_i)$$

Question 14

A researcher collects data on the number of hours students sleep and their GPA. She finds $$r = -0.45. $$What does this indicate?

Accepted Answer

There is a moderate negative linear relationship between hours of sleep and GPA.

Question 15

Which of the following is the correct formula for the test statistic in a one-sample t-test for the mean?

Accepted Answer

$$t = \frac{\overline{x} - \mu_0$}{s / \sqrt{n}}$$

Question 16

A chi-square test for independence is used to determine:

Accepted Answer

Whether two categorical variables are associated.

Question 17

Which of the following is the correct formula for the F-statistic in a one-way ANOVA?

Accepted Answer

$$F = \frac{	ext{Mean Square Between}}{	ext{Mean Square Within}}$$

Question 18

A nonparametric test is most appropriate when:

Accepted Answer

The data do not meet the assumptions required for parametric tests.

Question 19

Which of the following best describes the purpose of descriptive statistics?

Accepted Answer

To summarize and describe the main features of a data set.

Question 20

A student calculates the mean, median, and mode for a data set. Which of the following best describes these measures?

Accepted Answer

They are all measures of central tendency.

Syllabus and Weekly Schedule Study Guide for Elementary Statistics (STAT C1000)

Guida di studio - Domande di pratica

Study guide - Flashcard