Three speeded categorization experiments were conducted using separabl
e dimension stimuli. The form of the category boundary was manipulated
across experiments, and the distance from category exemplars to the c
ategory boundary was manipulated within each experiment. Observers com
pleted several sessions in each experiment, yielding 300-400 repetitio
ns of each stimulus. The large sample sizes permitted accurate estimat
es of the response time (RT) distributions and RT hazard functions. An
alyses of these data indicated: (1) RT was faster for stimuli farther
from the category boundary, and this stochastic dominance held at the
level of the RT distributions; (2) RT was invariant for all stimuli th
e same distance from the category boundary; (3) when task difficulty w
as high, errors were slower than correct responses, whereas this diffe
rence disappeared when difficulty was low; (4) small, consistent respo
nse biases appeared to have a large effect on the relation between cor
rect and error RT; (5) the shape of the RT hazard function was qualita
tively affected by distance to the category boundary. These data estab
lish a rich set of empirical constraints for testing developing models
of categorization RT.