Abstract: Computer implemented methods of identifying in-dwelling mobility patterns of a subject are disclosed. The methods involve collecting information from a plurality of sensors in the dwelling of the subject. Contextual variables associated with the dwelling, the subject, and/or the surroundings of the dwelling are determined. A mobility pattern within the dwelling based upon the data and the contextual variables is calculated using a regression model.