Combining ab initio and statistical mechanics calculations we have determined the conformational distribution of gas-phase glycerol at different temperatures. The obtained results are consistent with infrared spectroscopy and electron diffraction measurements and are in excellent agreement with previous molecular dynamics simulation data.