ZIPĀ  model Hurdle model
Parameter Estimate Std error p-value Estimate Std error p-value
The zero component
Sex -0.22 0.12 0.06 -0.15 0.10 0.16
Years of education 0.02 0.02 0.21 0.02 0.10 0.25
Marital status -0.06 0.12 0.60 -0.01 0.10 0.93
Household income -0.07 0.05 0.10 -0.07 0.04 0.08
Smoking 0.02 0.17 0.89 -0.05 0.15 0.75
Drug 0.11 0.12 0.35 0.13 0.10 0.20
MMSE 0.004 0.01 0.73 0.01 0.01 0.36
3.75 0.55 <0.0001 3.29 0.43 <0.0001
The Poisson component
Sex -0.05 0.04 0.68 -0.02 0.04 0.67
Years of education -0.002 0.01 0.69 -0.002 0.01 0.63
Marital status -0.05 0.04 0.20 -0.05 0.04 0.22
Household income 0.01 0.01 0.41 0.01 0.01 0.51
Smoking 0.12 0.05 0.03 0.10 0.05 0.05
Drug -0.02 0.04 0.52 -0.02 0.03 0.51
MMSE 0.002 0.004 0.64 0.001 0.004 0.67
0.44 0.04 <0.0001 0.44 0.04 <0.0001
-0.88 0.07 <0.0001 -1.08 0.06 <0.0001
Fit Statistics            
AIC 31490     31481    
BIC 31640     31637    
*AIC=32235, BIC=32324 from standard Poisson regression model
Table 2: Parameter estimates of ZIP and hurdle model on the IADLs data.