EBK STATISTICS FOR THE BEHAVIORAL SCIEN
EBK STATISTICS FOR THE BEHAVIORAL SCIEN
3rd Edition
ISBN: 9781506386249
Author: PRIVITERA
Publisher: VST
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Chapter 16, Problem 12FP
To determine

Determine in multiple regression, whether the standardized beta coefficient, the unstandardized beta coefficient, or both are reliable estimates for identifying the relative contribution of each factor to predict values of Y.

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when a regression is used as a method of predicting dependent variables from one or more independent variables. How are the independent variables different from each other yet related to the dependent variable?
Why is it necessary that the variables are significantly correlated before performing regression analysis?
A researcher wanted to know what factors determine a state public employee’s annual salary; especially, whether there was a gender pay gap in the state government. The data file “State Employee Salaries.xslx” includes data on state employees’ annual salaries, gender (coded 0 if male; coded 1 if female), years of service, and years of education Use the regression coefficient of Gender (b1) to explain the gender pay gap in the state government.   The regression coefficient of Gender (b1) are different in the estimated simple regression equation and estimated multiple regression equation. Explain why.  Salary Gender Years Of Service Years Of Education 52,100 0 5 13 55,015 0 20 13 55,520 0 23 12 43,430 0 7 12 43,813 0 5 12 51,903 0 6 12 54,580 0 24 14 54,913 0 18 12 52,100 0 29 12 50,693 0 14 12 47,878 0 10 12 46,555 0 6 14 47,878 0 7 16 47,878 0 9 12 54,913 0 16 13 50,123 0 4 13 50,693 0 20 12 48,933 0 29 12 58,270 0 12 12 50,538 0 5 13…
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Correlation Vs Regression: Difference Between them with definition & Comparison Chart; Author: Key Differences;https://www.youtube.com/watch?v=Ou2QGSJVd0U;License: Standard YouTube License, CC-BY
Correlation and Regression: Concepts with Illustrative examples; Author: LEARN & APPLY : Lean and Six Sigma;https://www.youtube.com/watch?v=xTpHD5WLuoA;License: Standard YouTube License, CC-BY