Khizar Check: 1. Multicollinearity (though not often a problem in logistic regression) 2. Linearity of the logit 3. Case to variables ratio should ideally be 10 - 15; you are a little short. Try removing more variables. Max -----Original Message----- From: A UK-based worldwide e-mail broadcast system mailing list [mailto:[log in to unmask]] On Behalf Of khizar azam Sent: 09 December 2010 06:52 To: [log in to unmask] Subject: binary logistic regression perfect model Dear all greetings, i hope you all are fine, i have conducted a survey(120 questions) and am trying to get some meaningful results.I am stuck up with my data analysis and now i have used pasw18 to analyze my data also i have reduced my 120 variables to 30 variables and my sample size is 259 but i have a problem now as in model summary -2log likelihood=0, my Negelkerke R value is 1 and 100% correct predictions is what i am getting, but when i move down to the variables in the equation table and under the column of sig i get a mix of 0.99 and 1.0 values indicating no significant variable. your experteze is saughted and would be duly acknowledged. thanks. regards, Khizar : . You may leave the list at any time by sending the command SIGNOFF allstat to [log in to unmask], leaving the subject line blank. You may leave the list at any time by sending the command SIGNOFF allstat to [log in to unmask], leaving the subject line blank.