Eleven racemic ethanolamine derivatives were prepared, and their enantiomers were separated using liquid chromatography with various chiral columns. These derivatives included chiral vicinal amino alcohols, β-hydroxy ureas, β-hydroxy thioureas, and β-hydroxy guanidines, all of which are present in many active pharmaceutical ingredients. The screening study was performed with six chiral stationary phase containing columns, including four recently introduced superficially porous particles bonded with two macrocyclic glycopeptides, a cyclodextrin derivative and a cyclofructan derivative. The two remaining columns contained chiral stationary phases, based on either a cellulose derivative or derivatized amylose, both bonded to fully porous particles. The cyclodextrin and cellulose-based chiral stationary phases proved to be the most broadly effective selectors and were able to separate 8 and 7 of the 11 tested compounds, respectively. With respect to analyte structural features, marked differences in enantiorecognition were observed between compounds containing phenyl and cyclohexyl groups adjacent to the stereogenic center. Additionally, replacing a small electronegative oxygen atom by a larger and less electronegative sulfur atom induced a significant difference in chiral recognition by the cellulose derivative as well as by the vancomycin-based chiral selectors.