Technology is an important solution to alleviate resource gaps and augment the delivery of care in seniors residential settings such as long-term care and retirement homes. We and other researchers have been working towards developing behavioural and health status monitoring technology for use in seniors residential care, but cost, acceptability, integration, and clinical usefulness have all been significant barriers to innovation. Real time locating systems (RTLS) are an existing form of technology employed in healthcare settings for safety (wandering prevention) and individual or asset tracking. These systems produce a vast amount of data about an individual’s movements in space and time, and preliminary research has shown that clinically meaningful information can be extracted from this data. In this project, we seek to harness this source of healthcare data to create Space Time Indices for Clinical Support (STICS). These indices will be used to track health status measures such as “Physical Activity” and behavioural measures such as “Social Engagement” and “Motor Activity.” Over a three-year project and across four sites, we will work with our industry partner CareBand to collect a project databank of RTLS and clinical data to be used to develop STICS. These STICS will be integrated within evidence-based clinical decision support tools (CSTs) to guide clinical care. The two starting points for this project are resident values and clinical relevance. Guided by the principles of responsible research and innovation, we will undertake a consultation with healthcare professionals, families, residents, and residential care providers to complete an ethical and policy analysis and develop an implementation plan that takes into account these different perspectives. Our research team includes scientists and students across the fields of computer science, engineering, nursing, geriatric psychiatry, rehabilitation, and implementation sciences, working together to improve the quality of care for seniors in residential care.