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Data Analysis and Experimental Design Quiz

#1

Which of the following is a measure of central tendency?

Mean
Explanation

Sum of values divided by the number of values.

#2

What is the purpose of a scatter plot in data analysis?

To display the relationship between two variables
Explanation

Visualizes the relationship and pattern between two variables.

#3

What is the primary purpose of exploratory data analysis (EDA) in statistics?

To visually explore and understand data patterns
Explanation

Identifies trends, patterns, and outliers in datasets.

#4

What does the term 'ANOVA' stand for in statistics?

Analysis of Variance
Explanation

Statistical method for analyzing the differences between group means.

#5

In statistics, what does the term 'p-value' represent?

Probability value
Explanation

Probability of observing the data or more extreme results under the assumption that the null hypothesis is true.

#6

What is the purpose of stratified sampling in experimental design?

To control confounding variables
Explanation

Ensures representation of different subgroups to minimize bias.

#7

In regression analysis, what does the coefficient of determination (R-squared) measure?

Prediction accuracy
Explanation

Proportion of the variance in the dependent variable explained by the independent variable.

#8

Which type of probability sampling method involves dividing the population into subgroups or strata?

Stratified sampling
Explanation

Ensures representation from all subgroups of the population.

#9

What is the purpose of a histogram in data analysis?

To illustrate the frequency distribution of a continuous variable
Explanation

Shows the distribution of values and their frequencies for a continuous variable.

#10

Which statistical test is used to determine if there is a significant association between two categorical variables?

Chi-square test
Explanation

Tests whether there is a significant association between two categorical variables.

#11

Which statistical test is appropriate for comparing means of two independent groups?

Independent t-test
Explanation

Determines if there is a significant difference between the means of two independent groups.

#12

What is the purpose of a control group in an experiment?

To provide a baseline for comparison
Explanation

Serves as a standard of comparison for the experimental group.

#13

What does a box plot (box-and-whisker plot) primarily depict?

Dispersion
Explanation

Displays the spread and distribution of a dataset.

#14

In a factorial experiment, what does each factor represent?

An independent variable
Explanation

Variable that is manipulated to observe its effect on the dependent variable.

#15

What is the purpose of a two-way ANOVA in experimental design?

To analyze the effects of two independent variables
Explanation

Examines how two independent variables simultaneously affect a dependent variable.

#16

In statistical hypothesis testing, what does the term 'Type I error' refer to?

Rejecting a true null hypothesis
Explanation

Incorrectly rejecting a null hypothesis that is actually true.

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