A system and method for collecting, evaluating and ranking residential real estate property layout design data for prospective home buyers and tenants based on the floor plan and a dimension attribute of the unit. The system extracts empirical data relating to individual spaces for generation of scores for the empirical data and individual space of the property based on anthropometric studies and an overall score of the property is generated based on the weighted combination of the scores of the individual spaces. Machine learning is utilised to improve the evaluation algorithm for assigning of scores. A report is generated for an evaluated property with the scores, comments on merits and weakness of the layout of the property and the ranking of the property against similar evaluated properties.