This article argues that contemporary social science, as well as its epistemological foundation in philosophy of science, are mainly products of West civilization. The development of various disciplines of science has provided raw materials for philosophers to reflect upon major issues in the field of philosophy of science; while the progress of philosophy may serve as guideline for research of social science. When students of social science from non-Western country (such as Taiwan)adopt Western theories and instruments for empirical research in his/her own society without any sophisticated consideration over its philosophical ground, s/he may follow an approach of native positivism and just duplicate what has been done by scientists of advanced countries. Long-term accumulation of empirical data collected by this type of research may make a researcher face the crisis of losing his/her academic identity. Such a crisis is illustrated by examples of previous research in the fields of developmental psychology, psychiatry, clinical psychology, personality and social psychology conducted by psychologists in Taiwan. It is advocated that a possible solution for this problem is to implement a project of education on philosophy of science at the graduate or undergraduate level of our educational system in order to promote the scientific community's awareness on this topic.