The increasing health-care demands of older people andtheir subsequent utilization of health care services is a complexissue. The health indicators of elderly people involve avariety of diseases, physical and psychological factors, disabilityand self-perceived needs. The classification revealedby LCA supports a clear distinction of elderly people’ healthprofiles which encompass multiple dimensions of healthand capture their likely synergistic effect on the overallhealth needs. The results in the study suggest that takingthe heterogeneity of elderly people into account can helpwith a further understanding of the patterns of utilizationby the older population with complex health care needs.We suggest that a person-centered approach to aging isneeded in order to satisfy needs and forecast expendituresin the future.