Shows how latent variable growth modeling can be utilized to examine change in students' attitudes toward science over the middle and high school years. Reports that students' attitudes toward science generally decline during the middle and high school years. Defines the factors that affect student attitudes as teacher encouragement, peer attitudes, parents, gender, and school environment. (Contains 51 references.) (Author/YDS)