Olefin and emulsion polymerizations are incompatible due to the water sensitivity of olefin polymerization catalysts and thus direct synthesis of semi-crystalline polyolefin latexes is difficult. Here, the authors encapsulate a catalyst precursor in micelles which act as nanoreactors for ethylene polymerization in water.