I don't think people use it for reproducible environments on their own machines the same way Docker is sometimes used, I've mostly encountered it in academic compute clusters as a way to install the libraries/languages you're using onto the cluster in an easy to remove way. So it's popular in HPC clusters specifically and not really tied to a field of research beyond that.

Used to be called “Singularity”