Does adding multi-scale climatic variability improve our capacity to explain niche transferability in invasive species?

► We generate a new dataset characterizing monthly inter-annual climatic variability. ► We test the effect of multi-scale variability on transferability of ten invasives. ► There is a performance mismatch between invaded and native range for some species. ► Native and invaded ranges are limited by different scales in some species.