Under ambient conditions, discrete half-sandwich rare-earth (RE) dialkyls, [η 5 -(1,3-(SiMe 3 ) 2 C 9 H 5 )]]RE-(CH 2 SiMe 3 ) 2 (THF) (RE = Sc, Y, Dy, Lu), catalyze rapid and stereoselective coordination polymerization of β-methyl-α-methylene-γ-butyrolactone ( β MMBL), a conjugated polar olefin and a member of the naturally occurring or biomassderived methylene butyrolactone family. Within the present RE series, the complex of the largest ion (Dy 3+ ) exhibits the highest activity, achieving a high turnover frequency of 390 min −1 , and also produces the highly isotactic polymer P β MMBL (mm = 91.0%). This stereoregular polymer is thermally robust, with a high glass-transition temperature of 280°C, and is resistant to all common organic solvents. Other half-sandwich RE catalysts of the series are also highly active and produce polymers with a similarly high isotacticity. Intriguingly, even simple homoleptic hydrocarbyl RE complexes, RE(CH 2 SiMe 3 ) 3 (THF) 2 (RE = Sc, Y, Dy, Lu), also afford highly isotactic polymer P β MMBL, despite their much lower polymerization activity, except for the Lu complex, which maintains its high activity for both types of complexes. Computational studies of both half-sandwich and simple hydrocarbyl yttrium complexes have revealed a stereocontrol mechanism that well explains the observed high stereoselectivity of β MMBL polymerization by both types of catalysts. Specifically, the experimental stereoselectivity can be well rationalized with a monometallic propagation mechanism through predominantly chain-end stereocontrol in the coordination−addition polymerization. In this mechanism, formation of an isotactic polymer chiefly originates from interactions between the methyl groups on the chiral β-C atom of the five-membered ring of both the coordinated monomer and the last inserted β MMBL unit of the chain, and the auxiliary ligand on the metal makes a negligible contribution to the stereocontrol of the polymerization.