Question

In: Statistics and Probability

Design a research study that can be analyzed with either a One-Way ANOVA or a Simple...

Design a research study that can be analyzed with either a One-Way ANOVA or a Simple Linear Regression. Identify your (1) Research Question, (2) State your Hypotheses (3) Independent Variable, (4) Dependent Variable, (5) Scale of Measurement, (6) State why this is an appropriate statistical test for your research design.

An example response is provided below. You may use this as a guide. However, please use your own words and change your responses to reflect your own interests in Public Health.

Example Answer:

(1) I am interested in learning if the amount of time spent looking at screens (e.g. computers, phones, gaming systems) influences the frequency of migraines.

(2) I hypothesize that as screen time increases, the number of migraines will also increase.

My Alternative Hypothesis: β NOT = 0

My Null Hypothesis: β = 0

(3) My independent variable is time spent looking at a screen.

(4) My dependent variable is number of migraines.

(5) Both my independent and dependent variables are ratio measurements. They have a natural zero, but fall on a continuous scale.

(6) A simple linear regression is an appropriate test because both of my variables are continuous measurements (not categorical). A simple linear regression is also appropriate, because it allows for one continuous independent variable and one continuous dependent variable. If I was interested in two independent variables (e.g. screen time and amount of sleep), a multiple regression would be more approriate.

Solutions

Expert Solution

1. Research Question:

I am keen to know whether sleeping hours have an effect on the anxiety level of people

2. Hypothesis

I hypothesize that fewer sleeping hours will have a significant effect on the anxiety level.

Null Hypothesis: There is no relationship between sleeping hours and anxiety level

Alternate Hypothesis: There is a significant relationship between sleeping hours and anxiety level

3. Independent Variable:

The independent variable is sleeping hours

4. Dependent Variable:

The dependent variable is the anxiety level.

5. Scale of Measurement

Ratio scale can be used to measure the sleeping hours and anxiety level on a continuous scale

6. Appropriate statistical test for the research design

The appropriate test would be a simple regression analysis. This test will give the relationship between both variables. It can determine the effect of independent variable on dependent variable.


Related Solutions

2. Design a study where one-way ANOVA may be used with a minimum of three groups....
2. Design a study where one-way ANOVA may be used with a minimum of three groups. Describe your study and explain your choice of one-way ANOVA to analyze the data.
Can you name an advantage two-way anova has over a one-way anova?
Can you name an advantage two-way anova has over a one-way anova?
5. The structure of a two-way ANOVA study can be presented as a matrix with the...
5. The structure of a two-way ANOVA study can be presented as a matrix with the levels of one factor determining the rows and the levels of the second factor determining the columns. Factor A A1                                                           A2                                        B1 Factor B                                                                 B2 Factor A A1                                                           A2                                        B1 Factor B                                                                 B2 a. What are the three hypotheses that are evaluated in this study? b. With this structure in mind, describe the mean differences that are evaluated by each...
How can I do one-way ANOVA in RStudio?
How can I do one-way ANOVA in RStudio?
Discuss the applications of ANOVA (One-Way ANOVA, Two-Way ANOVA) and regression techniques in the context of...
Discuss the applications of ANOVA (One-Way ANOVA, Two-Way ANOVA) and regression techniques in the context of e-commerce firms like Amazon, Flipkart etc.
Provide an example of a research plan that would use a one-way ANOVA. Include in your...
Provide an example of a research plan that would use a one-way ANOVA. Include in your example the IV & DV and what you would do with the data you are collecting and how the groups are formed.
Explain the sources of variability in one-way between-subjects ANOVA (i.e., independent-measures ANOVA) and one-way within-subjects ANOVA...
Explain the sources of variability in one-way between-subjects ANOVA (i.e., independent-measures ANOVA) and one-way within-subjects ANOVA (i.e., repeated-measures ANOVA)?
Practice Exercise 14: One -way Analysis of Variance (ANOVA) Use the One-way ANOVA function in SPSS...
Practice Exercise 14: One -way Analysis of Variance (ANOVA) Use the One-way ANOVA function in SPSS to answer the questions based on the following scenario. Select Descriptives from the Options menu to obtain the means and standard deviations. (Assume a critical level of significance of .05). Researchers are interested in determining if the type of medication influences the number of days it takes for symptoms to cease. Thirty-six patients are randomly assigned to receive Brand X, Brand Y, or Brand...
Between groups One way ANOVA A researcher wants to see expand on the study that looks...
Between groups One way ANOVA A researcher wants to see expand on the study that looks at music’s effect on studying. She has three groups and has each group listen to different genres. All groups are studying a list of words while listening to music and then write down how many words they remember. She collects the following data: Group listening to Run The Jewels: 7, 9, 7, 5, 6, 5, 8 Group listening to Arctic Monkeys: 7, 5, 4,...
a. When is a two-way, within-subjects ANOVA performed? b. When is a two-way, mixed-design ANOVA performed?
a. When is a two-way, within-subjects ANOVA performed? b. When is a two-way, mixed-design ANOVA performed?
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT