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Statistical Analysis and Interpretation Quiz

#1

What is the mean of the following data set: 2, 4, 6, 8, 10?

6
Explanation

Mean is the sum of values divided by the number of values.

#2

What is the median of the following data set: 4, 7, 2, 9, 5?

5
Explanation

Median is the middle value in a sorted dataset.

#3

What does 'p-value' represent in hypothesis testing?

Probability of rejecting a true null hypothesis
Explanation

P-value is the probability of obtaining results as extreme as observed, assuming the null hypothesis is true.

#4

What is the formula to calculate standard deviation?

√(Σ(x - μ)² / n)
Explanation

Standard deviation measures the amount of variation or dispersion in a set of values.

#5

What does a confidence interval represent in statistics?

The range of values within which the population parameter is likely to fall
Explanation

Confidence interval provides a range of values where we expect the true population parameter to lie with a certain level of confidence.

#6

What is the purpose of a z-test in statistics?

To test the difference between two population means
Explanation

Z-test assesses if the difference between sample and population means is statistically significant.

#7

What is skewness in statistics?

A measure of the degree of symmetry in a distribution
Explanation

Skewness measures the asymmetry of a probability distribution.

#8

In a chi-squared test, if the calculated chi-squared value is greater than the critical chi-squared value, what does it indicate?

Null hypothesis is rejected
Explanation

The calculated chi-squared value being greater suggests a significant difference, leading to rejecting the null hypothesis.

#9

What is the formula to calculate correlation coefficient (Pearson's r)?

Σ(x - μ)(y - ν) / √(Σ(x - μ)²Σ(y - ν)²)
Explanation

Correlation coefficient measures the strength and direction of a linear relationship between two variables.

#10

What is the purpose of a one-way ANOVA test?

To compare means of more than two independent groups
Explanation

One-way ANOVA assesses if there are any statistically significant differences between the means of three or more independent groups.

#11

What is the null hypothesis in a t-test for independent samples?

There is no difference between the means of the two groups
Explanation

Null hypothesis in t-test assumes no significant difference between the means of two independent groups.

#12

What is the purpose of a Mann-Whitney U test?

To compare medians of more than two independent groups
Explanation

Mann-Whitney U test assesses if there is a difference between the medians of two independent groups.

#13

What is the F-statistic used for in ANOVA?

To test for differences between group means
Explanation

F-statistic in ANOVA tests if the means of different groups are significantly different.

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