Assessment question for Applied Statistics and Data Analysis for Public Health (MMB725024)
The healthy lifestyle dataset provided is obtained from a hypothetical study which was conducted to evaluate a lifestyle health education intervention. The aim of the intervention was to promote healthy lifestyles among university students. Improving health literacy and reducing weight were some of the objectives of the study. Details of variables in the dataset are presented in table 1 below.
Using the information provided, conduct statistical analysis to address the following objectives and present your findings in a 3000-word statistical analysis report.
- Evaluate the effect of the intervention on body mass index in:
- the intervention group
- the control group
- Evaluate the effect of the intervention on body mass index in the intervention compared to the control group.
- Examine whether there is statistically significant difference in the proportion of diabetes cases between the intervention and control groups.
- Determine whether there is statistically significant difference in health literacy between the intervention and control groups.
- Investigate and explain how health literacy, age and sex can be used to predict post-intervention body mass index among participants in the study.
Table 1. Description and coding of variables in the healthy lifestyle data
Variable name | Description | Coding information |
Age
|
age of participants | |
asthmatic | participant’s asthma status i.e. whether participant has asthma or has no asthma
|
0: No asthma
1: asthma |
diabetic | participant’s diabetes status i.e. whether participant has diabetes or has no diabetes
|
0: No diabetes
1: diabetes |
Health Literacy | percentage health literacy score
|
|
height
|
height of participants | |
intervention | Intervention status i.e. whether participants were allocated to the active intervention or control group
|
1: control group
2: intervention group |
location: | location of participants (two campuses: campus A and campus B) | 1: campus A
2: campus B |
sex
|
male or female | 1: male
2: female |
smoke | Participant’s smoking status
|
0: Not smoking
1: Smoking |
weight1
|
weight of participants before intervention | |
weight2
|
weight of participants after intervention |
NB: you are required to study the nature and properties of the given data and invoke relevant assumptions to inform your choice of statistical techniques.