If a regression analysis was to be completed on body mass index (BMI), what could be an
independent variable in that analysis? Why? If we could, what other independent variables
should be included in the analysis? What
...
If a regression analysis was to be completed on body mass index (BMI), what could be an
independent variable in that analysis? Why? If we could, what other independent variables
should be included in the analysis? What statistic(s) would show the value of that regression in
understanding BMI?
Alternatively, find an article that uses regression analysis to study a medical concern. In that
study, what was the dependent variable and what were the independent variable(s)? Further, how
would you use this study to highlight the difference between correlations and causation?
Answer & Explanation
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Step-by-step explanation
the body mass index (BMI) of women which is the measure of weight relative to height is
recoreded to know the people with overweight and obese.
The formula is BMI = kg/m2 where kg is a person's weight in kilograms and m2 is their height in
metres squared.
People with high BMI are considered to be overweight and obese.
Dependent variable: Body mass index (BMI)
Independent variable: Duration of physical activity (in minutes), Consumption of particular kind
of foods.
The correlation coefficient between dependent and independent variable shows the relationship
between these two variable(In regression analysis r2 value is obtained where r is the correlation
coefficient).
The correlation coefficient tells the association between variables while the causation explains
these association. The causation can be identified by the experiment when one independent
variable changes while holding other variable constant.
(Multiple regression analysis of airway responsiveness in adult asthmatic patients
K Tomita et al. J Asthma. 1998.)
multiple regression analysis could be used to find out if there is an actual association between
smokers in the household and air pollution and how often patients have an asthma attack.
dependent variable-
number of inhalers purchased in a time period
independent variables - air pollution and presence of a smoker in the house
collect data from asthmatic patients about the number of inhalers purchased and find out if any
member of their household smokes. We would also collect data about the air quality in the
neighborhood where each patient lives. A statistical program, such as SPSS or R would be used
to plot a relationship among these three variables.
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