Broadly, I'm interested in a diverse set of questions about how children and adults learn and reason about the world around them.
My work uses behavioral experiments and computational modeling techniques to explore these questions.
My doctoral research was focused on how people come to understand rich patterns in other people's behavior over many interactions.
Below is a summary of my work organized by topic, with links to papers, talks, and other fun stuff.
When we interact with other people, we often make rich explanations of their behavior and even predictions about what they'll do next. This ability to predict and explain others' behavior is often characterized as arising from our Theory of Mind: the goals, beliefs, and other mental states we attribute to them. In my work, I explore some of the ingredients that go into this process but that are often left out of the picture. This includes patterns in their previous actions, as well as more stable features of who they are, such as traits.
In many learning environments, the process of explaining new data can lead adults and children to favor more abstract, generalizable solutions. This has obvious educational import, but also raises interesting psychological questions. How does explanation lead to greater abstraction when learning?
My work in this space has looked at the impact of explanation on relational reasoning in kids, and tried to nail down whether explanation helps adults generate certain hypotheses, or makes them evaluate existing hypotheses differently.
Adults have an amazing ability to reason about abstract number in all kinds of ways. But this doesn't come for free; kids struggle to learn basic concepts of number long after they've learned how to count. What's the basis for adult number reasoning and how do kids learn it?
Work I've done looking at numerical reasoning has used computational modeling techniques to try and formalize, a) the strategies children use when reasoning about number and, b) the process by which adults estimate number in the world around them.