This talk will review recent work adapting tools from causal inference, including tools for estimating decompositions, average treatment effects, and heterogeneous treatment effects, to problems involving sequence data, such as sequences of words in text, sequences of jobs in worker careers, and sequences of measured behaviors and actions in customer ...