Dear Respondents,

This research survey is a part of my Ph.D research at Universiti Malaysia Pahang (UMP), about multidimensional data mining for higher learning institution job opportunities.  We appreciate your active participation in this important study.

The purpose of the research is to obtain current information on job environment based on a review of job duties and responsibilities. Because you know duties and responsibilities better than anyone else, we need your help to get an accurate description of your job environment.

To start this survey, first click menu RESEARCH, and choose your position as:
a. STUDENT, if you are as a student, and have done your industrial training,
b. ALUMNI, if you are as an alumni and graduated from university,
c. INDUSTRY, if you are as a company has recruited alumni from university, or
d. UNIVERSITY, if you are as a university, you can develop a questionnaire structure by yourself for your university. 

Please complete this questionnaire as honestly, completely and accurately as you can. If you have questions, please feel free to ask me by email : or by mobile : +60-103792529.