A low variance in species richness, relative to a null model, has been
proposed as evidence for niche limitation in ecological communities.
We demonstrate that niche limitation does not inevitably lead to low v
ariance in species richness. Furthermore, low variance in species rich
ness can be caused by physical limits to the number of individuals in
a sample, and by spatial dependence. Two methods (the rotation/reflect
ion method and the random shifts method) for creating spatially-explic
it null models are proposed to correct for spatial dependence in trans
ect-based and grid-based sampling schemes. These methods can also be u
sed to correct for measures of association between species. The rotati
on/reflection method is not as powerful as the random shifts method, b
ut the Latter requires some simplifying assumptions about the nature o
f spatial patterns. A new sampling design, the trainsect, is proposed
to eliminate the need for spatial assumptions.