The present disclosure generally relates to an integrated predictive analytics system and method that provides an interactive telehealth diagnosis, including classification and recognition of health data, recommendation analysis for health, and cognitive telehealth visualization of health data. Provided is an integrated predictive analytics apparatus for interactive telehealth. The integrated predictive analytics apparatus includes a hub configured to receive sensor data from sensor devices and generate health data by processing the sensor data and a healthcare analytics unit configured to process and visualize health data.