Exam 16: Correlation Between Numerical Variables

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Calculated values for the Spearman's rank correlation can be treated like regular correlation coefficients with respect to determining the t-value when the sample size exceeds 20.

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What is the general pattern seen in funnel plots used to examine publication bias?

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This value measures the strength and direction of the association between two numerical variables.

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Consider the data set shown. The mean X value is 6 and the mean Y value is 5. ​ 2 8 5 5 6 1 8 4 9 7 -What would the standard error of the correlation coefficient be for this data set?

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Consider the data set shown. The mean X value is 6 and the mean Y value is 5. ​ 2 8 5 5 6 1 8 4 9 7 -What would the sum of the products be for this data set?

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The term ____ is used to describe the phenomenon by which measurement error reduces the absolute value of r.

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The correlation coefficient measures the strength, but not the direction, of the association between two numerical variables.

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Consider the data set shown. The mean X value is 6 and the mean Y value is 6. ​ 2 3 4 5 6 6 7 8 8 6 9 8 -What is the t-value for a significance test of r?

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Consider the data set shown. Conduct a full correlation analysis on these values. ​ 7 5 7 8 9 7 11 9 12 8 16 11 (a) Make a graph of the data points. (b) Calculate the correlation coefficient with 95% confidence interval. (c) Calculate the t-value for the correlation coefficient. (d) Using your results from (b) and (c), make a statement about the significance of the association between the X and Y values.

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The value of the correlation coefficient increases as the difference between the largest and smallest X values increases.

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When might we prefer to use rank data even if we have quantitative values for our variables?

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The technique that measures the strength and direction of the linear association between the ranks of two variables is called which of the following?

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Consider two different kinds of publication bias: one arising from the behaviors of journal reviewers and the other arising from the economic interests of companies that fund the research. Both are sources of publication bias, but the reasons differ. Describe how the biases are caused and contrast the morality of the scientists submitting the papers in these two situations.

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A statistically significant correlation coefficient indicates a linear relationship between the two variables.

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A bivariate distribution has all of the following features except which one?

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Consider the data set shown. The mean X value is 6 and the mean Y value is 5. 2 3 4 5 6 6 7 8 8 6 9 8 -What would the t-value be for a t-test of the Spearman's rank correlation coefficient for this data set?

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We use the standard error of the correlation coefficient to calculate confidence intervals for the correlation coefficient.

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Consider the data set shown. Conduct a full correlation analysis on these values. ​ 7 5 7 8 9 7 11 9 12 8 16 11 (a) Make a graph of the data points. (b) Calculate the correlation coefficient with 95% confidence interval. (c) Calculate the t-value for the correlation coefficient. (d) Using your results from (b) and (c), make a statement about the significance of the association between the X and Y values.

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When can you use a subset of the range of values to estimate the correlation coefficient for the whole range?

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Consider the data set shown. Convert these values into ranks and conduct a Spearman's rank correlation analysis. ​ 15 1 18 3 17 4 22 6 24 4 30 6 (a) Calculate the Spearman's rank correlation coefficient and standard error. (b) Calculate the t-value for the Spearman's rank correlation coefficient. (c) Using your results from (a) and (b), make a statement about the significance of the association between the X and Y values.

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