AbstractFalls and fall‐related injuries are significant public health issues for adults 65 years of age and older. Over a third of older adults (OA) fall each year and 10‐20% of falls result in serious injuries such as fractures and head trauma. Cognitive impairment is a leading risk factor for falls in OA. Over 60% of OA with MCI fall annually – two to three times the rate of those without cognitive impairment. OA living in low‐resource neighborhoods with poor housing conditions have twice the risk of falling. We have developed a technology‐based intervention called Sense4Safety that facilitates fall risk management and fall risk reduction for older adults (OA) with cognitive impairment living in low‐resource communities. Specifically, the intervention is designed to to 1) identify escalating risk for falls real‐time through in‐home passive sensor monitoring using depth sensors; 2) employ machine learning to inform individualized alerts for fall risk; and 3) link OA with a nurse tele‐coach who guides them in implementing evidence‐based individualized plans to reduce fall‐risk. The nurse coach is accessible via video‐conferencing or phone to discuss fall prevention and risk reduction strategies with the OA and their trusted other depending on the patterns identified in sensor‐detected changes in functional mobility and gait. The measurable primary outcomes include number of fall and near‐fall events, number of fall‐related hospitalizations, functional mobility, self‐reports of fear of falling and perceived independence. We have conducted an initial feasibility study of the intervention with 10 older adults in low income housing settings for a period of 3 months. The Sense4Safety intervention has the potential to become a feasible and cost‐effective approach to increase safety and quality of life for community dwelling low income OA with cognitive impairment and prevent or reduce falls. Currently, in most cases fall risk is addressed only after an adverse event has occurred or cognitive decline has progressed significantly. This intervention changes that paradigm to maximize safety and promote aging in place.