The invention is directed to a method for rapidly determining antibiotic susceptibility in bodily fluid samples based on rigorous multidimensional statistical metrics. In some embodiments, the method incorporates flow cytometry to determine susceptibility. In preferred embodiments, the method is adapted for use with samples with low bacterial counts.