Which factors determine the invasion of plant species? Machine learning based habitat modelling integrating environmental factors and climate scenarios

•Most IPS in Germany have not yet filled their potentially suitable habitat.•Habitat suitability changes are species-specific and mainly driven by climatic factors.•Despite mixed responses, most IPS in Germany benefit from climate change.•Vegetation types derived from remote sensing data can improve habitat modelling.