The present invention provides soluble nanogel polymers produced by polymerization of a monomer mixture comprising a monovinyl monomer, multivinyl monomer, and an iniferter. The disclosure also provides a reactive nanogel with pendant reactive groups such as oxirane or (meth)acrylate groups.