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In the online NIH mHealth Training Institute module on behavior assessment with mobile sensors, Santosh Kumar, an Associate Professor of Computer Science at the University of Memphis, discusses the guiding principles of developing behavioral assessment tools. The key considerations include ensuring zero burden on participants, enabling large-scale adoption, and capturing continuous changes in behavior. The goal is to conduct assessments in the natural environment over long periods.