Much of the research on scientific reasoning has investigated the use of explicit, hypothesis-testing strategies. However, there is evidence that scientific reasoning problems can be solved by exploration of the experiment space. This study investigates the strategies by which people explore the experiment space. We examine the relationship between the systematicity of this search and successful performance and find that improved problem-solving may be a function of systematic data collection strategies.