This study investigated the image of scientists held by Israeli pre-service teachers, the majority of whom were female. The population consisted of students belonging to two cultures, Hebrew-speaking and Arabic-speaking. The DAST ('Draw-a-Scientist-Test') tool and other tools, some of which were developed specifically for this research, tested the image of the scientist as perceived by the participants. It was found that the image of the scientist is perceived as predominantly male, a physicist or a chemist, working in a laboratory typical of the eighteenth, nineteenth or the early-twentieth century. Students did not differentiate between scientists and inventors. Different images were held in the two cultures. Most of the Arabic-speaking students put Classical Islamic scientists near the top of their lists and thought of the scientist as an Arab male, while the Hebrew-speaking students' was as a typical Western male. Recommendations, resulting from the findings, for developing a new learning unit for the purpose of altering stereotypes are suggested.