Psych 1B, Quiz Chapter 9
Which popular press headline does NOT suggest that a multiple regression has been used?
"Dog ownership decreases stress."
Which popular press headline might suggest that a multiple regression has been used?
"Vacations are important for life satisfaction, even after correcting for length of vacation."
Which of the following is true of multiple regression?
Adding more predictors means research is controlling for more variables.
Cross-lag correlations are NOT helpful for answering/addressing which rule of causation?
Are there third variables that could explain the relationship?
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. In considering the three causal rules, which of the following rules/questions will Dr. Farah's study NOT be able to address?
Are there third variables that could explain the relationship?
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. Correlation 5 is an example of which of the following types of correlations?
Autocorrelation
All of the following are true of betas and correlation coefficients EXCEPT
Betas describe the relationship between two variables exactly as correlations coefficients do.
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. Which of the following correlations is a cross-lag correlation?
Both Correlations 3 and 4
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. For Dr. Farah to make the claim that homework causes academic achievement, which correlation does she predict will NOT be significant?
Correlation 4
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. Which of the following correlations is a cross-sectional correlation?
Correlation 6
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. Which of the correlations is an autocorrelation?
Correlation2
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. Imagine that Dr. Farah noted a cyclical, reinforcing relationship between homework and academic achievement. For this to be case, which of the following correlations would need to be significant?
Correlations 3 and 4
According to the text, when researchers conduct longitudinal research, the type of correlation they are most interested in is which of the following?
Cross-lag correlation
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. Correlation 4 is an example of which of the following types of correlations?
Cross-lag correlation
Which of the following is a correlation that could be examined in both longitudinal designs and simple bivariate designs?
Cross-sectional correlation
Which of the following studies is an example of a longitudinal design?
Dr. Benson's study in which she measured people's spatial manipulation ability in August and measured their ability again in May after they had taken two semesters of art classes.
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. A colleague of Dr. Farah's questions the internal validity of her causal claim. He is curious as to whether the relationship between homework and academic achievement could be explained by interest in one's classes. Specifically, he thinks that students who are interested in their classes will both do more homework and have higher GPAs. Which of the following is a solution to this possible threat to internal validity?
Dr. Farah should also measure students' interest in their class.
When determining mediation, how many steps are necessary?
Five
In understanding "controlling for" a third variable, which of the following is a similar concept?
Identifying subgroups
Why is the statistical validity of a multiple regression design more complicated to interrogate than a bivariate design?
It is harder to detect outliers.
Which of the following is NOT a problem with journalists ignoring the importance of pattern and parsimony in research?
It makes people read fewer studies about psychology.
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. A colleague of Dr. Farah's asks her why she did not simply conduct an experiment. Which of the following is a probable reason for Dr. Farah's choice not to conduct an experiment?
It would be unethical to manipulate whether students are told to do homework for a semester.
RESEARCH STUDY 9.2 Dr. Sparrow is a social psychologist who studies romantic relationships. Several researchers have found that there is a link between income and marital satisfaction (e.g., Dakin & Wampler, 2008). Dr. Sparrow is curious as to whether there is a causal link between the two variables, such that having a higher income causes higher levels of marital satisfaction. He is confident that he cannot reasonably or ethically manipulate people's income level, so he decides to use a multivariate design. He is also curious as to whether there is a causal link between these two variables or if two other variables (number of arguments and life satisfaction) can explain the relationship. He measures his three variables in a sample of 124 married couples recruited from a local community center. Below are his results. DV: Marital Satisfaction Variable Beta (b) Significance ( p) Income .69 .03 Number of arguments -.73 .01 Life satisfaction .13 .81 Refer to Research Study 9.2 to answer the following four questions. Which of the following is NOT a predictor variable in Dr. Sparrow's study?
Marital satisfaction
Which of the following is a necessary component of a longitudinal design?
Measuring the same variables at two points in time
If a researcher is asking why the relationship between two variables exists, she is curious about which of the following?
Mediation
RESEARCH STUDY 9.3 Dr. Uchida is a clinical psychologist who is curious about how people deal with natural disasters (e.g., hurricanes, tornados, earthquakes). His previous research suggests that there is a relationship between how much people feel their emotional well-being was affected by the natural disaster and their likelihood of developing posttraumatic stress disorder (PTSD) symptoms. However, he is curious as to whether the effect of emotional well-being goes through another variable, that of social support. He conducts a study in which he asks 174 men and women affected by the 2011 tsunami in Japan to report on how their well-being was affected by the tsunami, the social support felt after the storm, and the number of PTSD symptoms. Dr. Uchida finds support for his proposed relationship. However, in examining his data more closely, he finds that the relationship between emotional well-being and PTSD symptoms is stronger for men than for women. Refer to Research Study 9.3 to answer the following two questions. Dr. Uchida's finding that the relationship between emotional well-being and PTSD symptoms is stronger for men than for women suggests which of the following?
Participant sex is a moderating variable.
Onwuegbuzie et al. (1999) examined foreign language anxiety as a predictor of foreign language achievement. They performed a multiple-regression analysis and included other predictor variables including academic achievement, perceived scholastic competence, and perceived self-worth. They found â = -0.39 for foreign language anxiety. What does this mean?
People with lower levels of anxiety about learning a foreign language have higher levels of achievement in foreign language.
In a multiple regression design, ________ is to independent variable as ________ is to dependent variable.
Predictor variable, criterion variable
A researcher has examined a variety of correlational studies that point to a causal relationship between two variables. All of the studies have found a positive relationship between the two variables, but for ethical reasons, no experiments have been conducted. Using an approach of pattern and parsimony, the researcher may begin to make a causal claim by doing which of the following?
Specifying a mechanism or explanation for the causal relationship
RESEARCH STUDY 9.2 Dr. Sparrow is a social psychologist who studies romantic relationships. Several researchers have found that there is a link between income and marital satisfaction (e.g., Dakin & Wampler, 2008). Dr. Sparrow is curious as to whether there is a causal link between the two variables, such that having a higher income causes higher levels of marital satisfaction. He is confident that he cannot reasonably or ethically manipulate people's income level, so he decides to use a multivariate design. He is also curious as to whether there is a causal link between these two variables or if two other variables (number of arguments and life satisfaction) can explain the relationship. He measures his three variables in a sample of 124 married couples recruited from a local community center. Below are his results. DV: Marital Satisfaction Variable Beta (b) Significance ( p) Income .69 .03 Number of arguments -.73 .01 Life satisfaction .13 .81 Refer to Research Study 9.2 to answer the following four questions. One of Dr. Sparrow's colleagues argues that he should have considered years of marriage in his study, which is a known predictor of marital satisfaction. If Dr. Sparrow conducts his study again and asks people to report on how many years they have been married as well, which of the following statements is true?
The beta value for number of arguments may no longer be statistically significant.
RESEARCH STUDY 9.2 Dr. Sparrow is a social psychologist who studies romantic relationships. Several researchers have found that there is a link between income and marital satisfaction (e.g., Dakin & Wampler, 2008). Dr. Sparrow is curious as to whether there is a causal link between the two variables, such that having a higher income causes higher levels of marital satisfaction. He is confident that he cannot reasonably or ethically manipulate people's income level, so he decides to use a multivariate design. He is also curious as to whether there is a causal link between these two variables or if two other variables (number of arguments and life satisfaction) can explain the relationship. He measures his three variables in a sample of 124 married couples recruited from a local community center. Below are his results. DV: Marital Satisfaction Variable Beta (b) Significance ( p) Income .69 .03 Number of arguments -.73 .01 Life satisfaction .13 .81 Refer to Research Study 9.2 to answer the following four questions. Given Dr. Sparrow's design, which of the following problems is his study best able to overcome?
The issue of possible third variables
RESEARCH STUDY 9.2 Dr. Sparrow is a social psychologist who studies romantic relationships. Several researchers have found that there is a link between income and marital satisfaction (e.g., Dakin & Wampler, 2008). Dr. Sparrow is curious as to whether there is a causal link between the two variables, such that having a higher income causes higher levels of marital satisfaction. He is confident that he cannot reasonably or ethically manipulate people's income level, so he decides to use a multivariate design. He is also curious as to whether there is a causal link between these two variables or if two other variables (number of arguments and life satisfaction) can explain the relationship. He measures his three variables in a sample of 124 married couples recruited from a local community center. Below are his results. DV: Marital Satisfaction Variable Beta (b) Significance ( p) Income .69 .03 Number of arguments -.73 .01 Life satisfaction .13 .81 Refer to Research Study 9.2 to answer the following four questions. Which of the following can be concluded based on the results of Dr. Sparrow's study?
The relationship between life satisfaction and marital satisfaction has the weakest effect size.
Onwuegbuzie et al. (1999) examined foreign language anxiety as a predictor of foreign language achievement. They performed a multiple-regression analysis and included other predictor variables including academic achievement, perceived scholastic competence, and perceived self-worth. The beta for the predictor variable of perceived scholastic competence was positive and statistically significant. Why couldn't you say that perceived scholastic competence improves foreign language achievement?
The temporal precedence is not established and there may be another variable that accounts for the relationship.
The pattern and parsimony approach to causation is a good example of which cycle in research?
Theory-data cycle
According to the textbook, which of the following is a reason that multiple regression designs are inferior to experimental designs?
They can only control for third variables that are measured.
Which of the following is NOT true of third variables and mediating variables?
Third variables can be detected using multiple regression techniques, but mediating variables cannot.
RESEARCH STUDY 9.1 Dr. Farah is an educational psychologist who is interested in studying the potential causal relationship between doing homework and academic achievement. In January, Dr. Farah has her students report their fall GPA (a measure of academic achievement) and estimate how many hours they spent doing homework during a typical week in the fall semester. In May, Dr. Farah measures the same variables again (the estimated number of hours spent doing homework during a typical week in the spring semester and their spring GPA). She finds the following correlations. Variable A Variable B Correlation Coefficient Correlation 1 Fall number of hours of homework Fall semester GPA .83* Correlation 2 Fall number of hours of homework Spring number of hours of homework .36* Correlation 3 Fall number of hours of homework Spring semester GPA .69* Correlation 4 Fall semester GPA Spring number of hours of homework .18 Correlation 5 Fall semester GPA Spring semester GPA .45* Correlation 6 Spring number of hours of homework Spring semester GPA .80* * Indicates a statistically significant relationship. nar001-1.jpg Refer to Research Study 9.1 to answer the following fifteen questions. Of the correlations listed in the table, how many are autocorrelations?
Two
Professor Horvat designs a study to assess the work satisfaction and home life satisfaction of a group of graduate students. She administers the same measures of work and home life satisfaction on two occasions, one year apart. She finds that job satisfaction at the first time point is correlated with job satisfaction at the second time. What type of correlation is this?
autocorrelations
How do multiple-regression designs help address internal validity?
by ruling out third variables
When using multiple regression, what is the term for the variable that the researcher is most interested in explaining or predicting?
criterion
Professor Horvat designs a study to assess the work satisfaction and home life satisfaction of a group of graduate students. She administers the same measures of work and home life satisfaction on two occasions, one year apart. She finds that home life satisfaction measured at the first time point is strongly correlated with job satisfaction measured at the second time point. What type of correlation is this?
cross-lag
Professor Horvat designs a study to assess the work satisfaction and home life satisfaction of a group of graduate students. She administers the same measures of work and home life satisfaction on two occasions, one year apart. She finds that, at both the first time point and the second time point, there is a strong correlation between work satisfaction and home life satisfaction. What type of correlations are these?
cross-sectional
Onwuegbuzie et al. (1999) examined foreign language anxiety as a predictor of foreign language achievement. They performed a multiple-regression analysis and included other predictor variables including academic achievement, perceived scholastic competence, and perceived self-worth. Which of the following is NOT a predictor variable?
foreign language achievement
What type of research design involves measuring the same variables, for the same people, across different points in time?
longitudinal
What is it called when researchers investigate causality by using a variety of correlational studies that all point in a single, causal direction?
pattern and parsimony
