Systems and methods for identifying abnormal movements or tremors in one or more human subjects. Kinetic and/or electromyographic sensors are employed in detection hardware to detect voluntary and involuntary movements. The data collected from such voluntary and involuntary movement detection can be further processed and compared to baseline data to identify and distinguish abnormal movements from normal movements. The identification of abnormal movements may indicate a neurodegenerative disorder.