We used factor analysis and structural equation modeling, which are rarely used in nutrition or exercise science, but constitute powerful tools that may overcome limitations of traditional analyses, combining individual related variables into factors or constructs of interest. Our investigation represents a starting point on this progressive pathway, providing useful insight and a working model for researchers and practitioners who wish to tackle complex problems such as the multifactorial causes of bone loss in older adults.