Question

In: Statistics and Probability

A nurse is interested in whether there is a relationship between daily levels of stress and...

A nurse is interested in whether there is a relationship between daily levels of stress and likelihood of a heart attack. The stress scores (predictor variable) and risk of heart attack values (criterion variable) from a small sample of participants are depicted below.

Stress Score                                Risk of Heart Attack
(Higher values = more stress)     (Higher values = greater risk)
     
  1                                                     9
      5                                                     8
      2                                                     6
      5                                                     8

Set up the regression equation and use to predict the risk of heart attack for a person with a stress score of 3. The risk of heart attack predicted for a person with a stress score of 3 is?

Solutions

Expert Solution

The regression equation is:

where X is the independent variable and Y is the dependent variable.

and

In the given question,

stress score is independent (X) while the risk of heart attack is the dependent variable (Y)

1 9 1 81 9
5 8 25 64 40
2 6 4 36 12
5 8 25 64 40

---------------------------------------------------------------------

Thus, the regression equation is as:

Thus, the predicted risk of heart attack at a stress score of 3 is:

NOTE: The value after decimal place may differ due to decimal rounding.

=======================================================================================


Related Solutions

Chapter 22 2. What is the relationship between stress and disease? If stress levels were high,...
Chapter 22 2. What is the relationship between stress and disease? If stress levels were high, how might age and personality type affect the risk of specific diseases? 3. What observations and clinical test results would indicate an individual was under stress? 4. How would you use psychophysiology to explain the Chinese rice powder test? 5. Compare and contrast psychological stress. What is the relationship between physiological stress and psychological stress?
A health researcher is interested in the relationship between individuals participation in a stress managemet program...
A health researcher is interested in the relationship between individuals participation in a stress managemet program located on site and promoted by the organization's employee wellness program. The stress management program consists of yoga, guided visualization, mindfulness, and meditation. Identify two outcomes that would be important for this study and explain how you would operationalize them. Explain where the data would come from or how you would operationalize them.
Researchers are interested in whether there is a difference in happiness levels between people that live...
Researchers are interested in whether there is a difference in happiness levels between people that live on the West Coast and people that live on the East Coast. A simple random sample of people were selected from each coast to take an assessment of their happiness. Scores on the happiness assessment range from 1-20. The happiness scores for the individuals assessed are below. East Coast Happiness Scores West Coast Happiness Scores 9.7, 18.8, 19.9, 10.1, 8.9, 15.0, 16.4, 10.1, 11.0,...
Car manufacturers are interested in whether there is a relationship between the size of car an...
Car manufacturers are interested in whether there is a relationship between the size of car an individual drives and the number of people in the driver's family (that is, whether car size and family size are independent). To test this, suppose that 804 car owners were randomly surveyed with the following results. Conduct a test for independence at the 5% level. Family Size Sub & Compact Mid-size Full-size Van & Truck 1 20 36 41 35 2 20 49 71...
A researcher is interested in determining whether there is a relationship between the weekly number of...
A researcher is interested in determining whether there is a relationship between the weekly number of room air-conditioning units sold and the time of year. What type of descriptive chart would be most useful in performing this analysis? Explain your choice.
Kim, a personal trainer, was interested in whether or not there was a linear relationship between...
Kim, a personal trainer, was interested in whether or not there was a linear relationship between the number of visits her clients made to the gym each week and the average amount of time her clients exercised per visit. She took the following data. Client 1 2 3 4 5 6 Number of visits per week 1 3 4 2 3 5 Average time spent exercising per visit (hours) 2 1.5 1 2 2 0.30 a) Find the correlation coefficient...
Car manufacturers are interested in whether there is a relationship between the size of car an...
Car manufacturers are interested in whether there is a relationship between the size of car an individual drives and the number of people in the driver's family (that is, whether car size and family size are independent). To test this, suppose that 797 car owners were randomly surveyed with the following results. Conduct a test for independence at the 5% level. Family Size Sub & Compact Mid-size Full-size Van & Truck 1 19 35 41 34 2 21 49 69...
"You are interested in determining whether there is a relationship between the grade level of students...
"You are interested in determining whether there is a relationship between the grade level of students at Big Rock School District and their primary color preference for a new school football uniform. A sample of students (grades 8, 9, 12) is asked which color (black, blue, gold) they would prefer for a new school football uniform. Assuming the .05 level of significance, what would you conclude?" 8th grade mean 13.0, 9th grade mean: 12.6, 12th grade mean: 8.0. There is...
A study examines whether there is a relationship between how long a nurse has worked at...
A study examines whether there is a relationship between how long a nurse has worked at a large urban hospital and her or his job satisfaction. Job satisfaction scores were on a scale with a range from 25-50. Using the data and all of the information provided in the table below to... (a) Calculate Pearson’s r correlation. (b) Interpret the statistic, including two parts to your interpretation. (c) Calculate a ‘coefficient of determination’ (r2) and interpret it. Participant ID X=Years...
As a sociologist, you are interested in investigating the stress levels of people who live in...
As a sociologist, you are interested in investigating the stress levels of people who live in urban versus rural areas. You randomly select 80 urban residents and 70 rural residents to interview. Respondents from urban areas experience an average of 13.2 stressful experiences per week with a standard deviation of 3.2 times. Respondents from rural areas experience an average of 11.5 stressful experiences per week with a standard deviation of 2.1 times. We set the alpha level at 0.01. Please...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT