In order to assist doctors and managers accessing data resources efficiently, a data model that is semantic and flexible is needed to support heterogeneous data sharing, especially in the big data environment in IoT application. The semantic data model is expected to be self explaining, supporting diverse and distributed data storage, as well as flexible and efficient data sharing. Furthermore, for healthcare service, it is important that data can be accessed anytime and anyplace conveniently.