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Week 4.2 IRM
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Week 4.2 IRM

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Questions and Answers

True or false: Homoscedasticity refers to an even distribution/variance across the correlation line.

True

True or false: Heteroscedasticity refers to an uneven distribution/variance across the correlation line.

True

True or false: Homoscedasticity is a common assumption for parametric statistical models.

True

True or false: Homoscedasticity is the assumption that there is an uneven distribution/variance across the correlation line.

<p>False</p> Signup and view all the answers

True or false: Heteroscedasticity refers to a homogeneity of variance.

<p>False</p> Signup and view all the answers

True or false: Levene's test is commonly used to test for homoscedasticity.

<p>True</p> Signup and view all the answers

Which of the following best describes homoscedasticity?

<p>Refers to an even distribution/variance across the correlation line</p> Signup and view all the answers

What is the main purpose of Levene's test?

<p>To test for heteroscedasticity</p> Signup and view all the answers

Which of the following is a characteristic of heteroscedasticity?

<p>Uneven distribution/variance across the correlation line</p> Signup and view all the answers

Which of the following best describes homoscedasticity?

<p>Refers to an even distribution/variance across the correlation line.</p> Signup and view all the answers

What is the main purpose of Levene's test?

<p>To test for homoscedasticity.</p> Signup and view all the answers

Which of the following is a characteristic of heteroscedasticity?

<p>Uneven distribution/variance across the correlation line.</p> Signup and view all the answers

True or false: The t-test is used to compare the means of two conditions.

<p>True</p> Signup and view all the answers

True or false: The t-test can be applied to both between participants and within participants designs.

<p>True</p> Signup and view all the answers

True or false: A t-test can only be done on normally distributed data.

<p>True</p> Signup and view all the answers

True or false: The degrees of freedom for within-participants design is the same as the number of participants.

<p>True</p> Signup and view all the answers

True or false: The degrees of freedom for between-participants design is (number of participants in group 1 - 1) + (number of participants in group 2 - 1).

<p>True</p> Signup and view all the answers

True or false: When calculating a T-Test (Without SPSS), you assume that the null hypothesis is true and there is no significant difference between the means.

<p>True</p> Signup and view all the answers

Which of the following best describes Pearson’s r?

<p>A measure of the strength of the linear relationship between two continuous variables.</p> Signup and view all the answers

True or false: A correlation coefficient can have a value of -2.

<p>False</p> Signup and view all the answers

What does a Pearson’s r value of 0 indicate?

<p>No relationship between the variables.</p> Signup and view all the answers

Which of the following best describes a positive correlation?

<p>As one variable increases, the other variable also increases</p> Signup and view all the answers

Which of the following best describes a negative correlation?

<p>As one variable increases, the other variable decreases</p> Signup and view all the answers

What does the correlation coefficient (r) measure?

<p>The strength and direction of the relationship between two variables</p> Signup and view all the answers

Which of the following is NOT a characteristic of a strong correlation?

<p>The direction of the correlation</p> Signup and view all the answers

What is the interpretation of the effect size r2?

<p>The amount of variance explained in the outcome variance</p> Signup and view all the answers

What is the main purpose of hypothesis testing with correlations?

<p>To formally test for a relation between variables</p> Signup and view all the answers

What does a flat line in a scatterplot suggest?

<p>No relation between the two variables</p> Signup and view all the answers

Which of the following is an example of a confounding variable in the text?

<p>The correlation between Z and Y</p> Signup and view all the answers

What is the main reason for not being able to establish causation based on correlation alone?

<p>The presence of lurking variables</p> Signup and view all the answers

What is the purpose of controlling for confound variables in analysis?

<p>To balance out individual differences</p> Signup and view all the answers

What is the term used to describe random correlations that occur due to sampling error?

<p>Spurious correlations</p> Signup and view all the answers

Which of the following formulas represents the sample variance on a single variable?

<p>$\Sigma(X-\overline{X})^2$</p> Signup and view all the answers

What is the numerator of the formula for covariance?

<p>Sum of Products</p> Signup and view all the answers

What does a positive sum of products and covariance indicate?

<p>Positive relation between the variables</p> Signup and view all the answers

What does a negative sum of products and covariance indicate?

<p>Inverse relation between the variables</p> Signup and view all the answers

Which of the following statements about correlation coefficients is true?

<p>Correlation coefficients can range from -1 to +1.</p> Signup and view all the answers

What does a correlation coefficient of -1 indicate?

<p>A perfect negative correlation.</p> Signup and view all the answers

When studying things that are difficult to measure, we should expect correlation coefficients to be...

<p>Lower.</p> Signup and view all the answers

What is the main difference between a correlation and an experiment?

<p>An experiment tests cause and effect, while a correlation only shows a relationship.</p> Signup and view all the answers

Which of the following best describes correlation?

<p>A measure of the strength and direction of the linear relationship between two variables</p> Signup and view all the answers

What is the purpose of screening for outliers in a dataset?

<p>To identify extreme values that may significantly affect the results</p> Signup and view all the answers

What is the Spearman correlation?

<p>A method to compute the correlation on the ranks of the data after ordering them</p> Signup and view all the answers

What does a scatter plot indicate?

<p>The strength and direction of the correlation between two variables</p> Signup and view all the answers

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