The present disclosure includes provides methods for analyzing biological samples to identify, classify, and/or quantify platelets in the sample. The present disclosure also provides systems and methods for analyzing a blood sample to determine presence of platelet clumps in the sample. Also provided are systems configured for performing the disclosed methods and computer readable medium storing instructions for performing steps of the disclosed methods.