C10. In Exercise 6, we examined the relationship between years of education and hours of television watched
Question:
C10. In Exercise 6, we examined the relationship between years of education and hours of television watched per day. We saw that as education increases, hours of television viewing decreases. The number of children a family has could also affect how much television is viewed per day. Having children may lead to more shared and supervised viewing and thus increases the number of viewing hours. The following SPSS output displays the relationship between television viewing (measured in hours per day) and both education (measured in years) and number of children. We hypothesize that whereas more education may lead to less viewing, the number of children has the opposite effect:
Having more children will result in more hours of viewing per day.
1. What is the b coefficient for education? For number of children? Interpret each coefficient. Is the relationship between each independent variable and hours of viewing as hypothesized?
2. Using the multiple regression equation with both education and number of children as independent variables, calculate the number of hours of television viewing for a person with 16 years of education and two children. Using the equation from Exercise 6, how do the results compare between a person with 16 years of education (number of children not included in the equation) and a person with 16 years of education with two children?
3. Compare the r2 value from Exercise 6 with the R2 value from this regression. Does using education and number of children jointly reduce the amount of error involved in predicting hours of television viewed per day?
Description Multiple Regression Output Specifying the Relationship Between Education, Number of Children, and Hours Spent per Day Watching Television
Step by Step Answer:
Social Statistics For A Diverse Society
ISBN: 9781544339733
9th Edition
Authors: Chava Frankfort Nachmias, Anna Y Leon Guerrero, Georgiann Davis