Question
1.A study was conducted to assess the association between certain pollutants/behaviors and respiratory function. The response measured was chronic respiratory disease status where subjects were
1.A study was conducted to assess the association between certain pollutants/behaviors and respiratory function. The response measured was chronic respiratory disease status where subjects were assigned to one of four possible categories (Level 1 = no symptoms, Level 2 = cough or phlegm 3 months per year, Level 3 = cough or phlegm > 3 months per year, Level 4 = cough or phlegm and shortness of breath > 3 months per year). The explanatory variables of interest are Air Pollution (air = low, high), Job Exposure to Pollution (exposure = no, yes), and Smoking Status (smoking = non, ex, current).The SAS data step for this data set is given below:
data respire;
input air $ exposure $ smoking $ level count @@;
datalines;
low no non1 158 lownonon 29
low no ex1 167 lownoex219
low no cur1 307 lownocur 2 102
low yes non126 lowyes non 25
low yes ex138 lowyes ex212
low yes cur194 lowyes cur 248
high no non194 high nonon27
high no ex167 high noex28
high no cur1 184 high nocur2 65
high yes non 132 high yes non 23
high yes ex139 high yes ex211
high yes cur 177 high yes cur 248
lownonon 35lowno non40
lownoex35lowno ex43
lownocur 3 83lowno cur4 68
lowyes non 35lowyes non 41
lowyes ex34lowyes ex44
lowyes cur 3 46lowyes cur 4 60
high nonon 35high nonon 41
high noex34high noex43
high nocur 3 33high nocur 4 36
high yes non 36high yes non 41
high yes ex34high yes ex42
high yes cur 3 39high yes cur 4 51
;
run;
Construct a proportional odds model using level as the response variable.Select only the appropriate predictors in the final model.After the final model is constructed, compare each level of response against the level 1 symptom group.Based on the final model, report your summary findings - include hypotheses, descriptive statistics, interpret the parameters, discuss your findings and provide conclusion.Two-sided alpha is set at 0.05
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