Explaining prompts children to privilege inductively rich properties.

•We examine how prompting young children to explain observed effects influences causal learning.•Perceptual similarity is contrasted with non-obvious properties in a generalization task.•Explanation prompts children to favor inductively rich properties over surface similarity.