The Cumulative Niche Approach: a framework to assess the performance of
ecological niche model projections
Abstract
Ecological Niche Models (ENMs) are often used to project species
distributions within alien ranges and in future climatic scenarios.
However, ENMs depend on species-environment equilibrium, which may be
absent for actively expanding species. We present a novel framework to
estimate whether species have reached environmental equilibrium in their
native and alien ranges. The method is based on the estimation of niche
breadth with the accumulation of species occurrences. An asymptote will
indicate exhaustive knowledge of the realised niches. Possible outcomes
of the framework include: (1) There is enough data to quantify the
native and alien realised niches, allowing us to calculate niche
expansion between the native and alien ranges, also indicating that ENMs
can be reliably projected to new environmental conditions. (2) The data
in the native range is not adequate but an asymptote is reached in the
alien realised niche, indicating low confidence in our ability to
evaluate niche expansion in the alien range but high confidence in model
projections to new environmental conditions within the alien range. (3)
There is enough data to quantify the realised native niche, but not
enough knowledge about the alien realised niche, hindering the
reliability of projections beyond sampled conditions. (4) Both the
native and alien ranges do not reach an asymptote, and thus few robust
conclusions about the species’ niche or future projections can be made.
We demonstrate the CNA framework for 26 species of mammals, amphibians,
and birds. Our framework can be used to detect species’ environmental
equilibrium in both the native and alien ranges, to quantify changes in
the realised niche during the invasion processes, and to estimate the
likely accuracy of model projections to new environmental conditions.