Kinetic hydrate inhibitors (KHIs) are chemical substances that prevent gas hydrate plugging of oil and gas production flow lines. The main ingredient in a KHI formulation is one or more water-soluble amphiphilic polymers. Here, we present results on the preparation and KHI performance of a new class of amphiphilic polymers, namely poly(2-dialkylamino-2-oxazoline)s. The polymers were screened for KHI performance using slow constant cooling tests (1.0 °C/h) in high-pressure rocking cells with a synthetic natural gas blend. At 2500 ppm, the performance of the best polymers was similar to that of the commercial KHI polymer, poly(N-vinyl caprolactam). The study confirmed the theory that the pendant alkyl groups must be tailored to the optimal size and shape for best KHI performance. Poly(2-dialkylamino-2-oxazoline)s with cycloalkylamino side chains revealed the best performance, especially when both pendant pyrrolidine and piperidine rings were present. The homopolymer with only pyrrolidine rings also showed good synergy with the mutual solvent n-butyl glycol ether.