Provided are: a biomarker for determining the stress level, which is for determining the stress level suffered by a subject by a non-invasive and simple method; a method for detecting the biomarker; a method for collecting data including the detection method; and a kit for determining the stress level. The above-mentioned purpose can be achieved by using, as a biomarker, sialidase activity of bacteria from a sample obtained from a subject. The sample is preferably excrement and / or the subject is preferably human.