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Operant behavior can reflect the influence of goal‐directed and habitual processes. These can be distinguished by changes to response rate following devaluation of the reinforcing outcome. Whether a response is goal directed or habitual depends on whether devaluation affects response rate. Response rate can be decomposed into frequencies of bouts and pauses by analyzing the distribution of interresponse times. This study sought to characterize goal‐directed and habitual behaviors in terms of bout‐initiation rate, within‐bout response rate, bout length, and bout duration. Data were taken from three published studies that compared sensitivity to devaluation following brief and extended training with variable‐interval schedules. Analyses focused on goal‐directed and habitual responding, a comparison of a habitual response to a similarly trained response that had been converted back to goal‐directed status after a surprising event, and a demonstration of contextual control of habit and goal direction in the same subjects. Across experiments and despite responses being clearly distinguished as goal directed and habitual by total response rate, analyses of bout‐initiation rate, within‐bout rate, bout length, and bout duration did not reveal a pattern that distinguished goal‐directed from habitual responding. [ABSTRACT FROM AUTHOR]