Although a growing number of studies emphasize the advantages small fi
rms gain by co-locating in space, there is little empirical work that
directly examines clustering trends by firm size. This paper presents
an empirical analysis of the isolated effects of size on clustering pa
tterns of producers in a major manufacturing state in the southeast Un
ited States. Recent developments in point process modeling allow us to
control for the critical fact that economic activity is, in general,
concentrated in space. Our findings suggest that the relationship betw
een establishment size and clustering in North Carolina is roughly cha
racterized by an inverted u-shape, that is, clustering increases up to
some size threshold and then decreases again.