This paper contributes a theoretical framework informed by historical, philosophical and ethnographic studies of science practice to argue that data should be considered to be actively produced, rather than passively collected. We further argue that traditional school science laboratory investigations misconstrue the nature of data and overly constrain student agency in their production. We use our “Data Production” framework to analyze activity of and interviews with high school students who created data using sensors and software in a ninth-grade integrated science class. To understand the
Elementary school children are capable of reproducing sophisticated science process skills such as observing, designing experiments, collecting data, and evaluating evidence. An understanding of the nature of scientific knowledge requires more than teaching and learning the performance of these skills. It also requires an appreciation of how these actions lead to knowledge generation and shape its durable and tentative nature. Our understanding of activities that support the teaching and learning of the nature of scientific knowledge is still growing. This study compares how scientific
The Youth Astronomy Apprenticeship (YAA) is a yearlong, out-of-school time initiative that connects urban teenage youth with astronomy as an effective way to promote scientific literacy and overall positive youth development. The program employs the strategies of a traditional apprenticeship model, common in crafts and trades guilds as well as in higher education. During the apprenticeship, youth develop knowledge and skills to create informal science education projects: through these projects they demonstrate their understanding of astronomy and use their communication skills to connect to