PROVIDING RECOMMENDATIONS BASED ON DETECTED STRESS AND A PREDICTED TYPE FOR AN INDIVIDUAL
The methods and systems described herein may involve determining at least one lifeotype of at least one individual, analyzing the at least one lifeotype, and delivering content to at least one individual based on the analysis. The methods and systems described herein may involve providing a game, determining at least one lifeotype of at least one player of the game, analyzing the at least one lifeotype, and affecting the game play based on the analysis. The methods and systems described herein may involve providing an interactive space, determining at least one lifeotype of at least one individual in the space, analyzing the at least one lifeotype, and modifying at least one attribute of the space based on the analysis.
1 . A computer-system-implemented method, the computer system having at least one programmed processor to implement the method, the method comprising:
continuously collecting data components with respect to an individual from a wearable sensor device; and
collecting another set of data components with respect to the individual from a source separate from the wearable device;
the computer system—
(i) assembling a data structure for the individual that includes at least one component from the collected data components from the wearable sensor device and at least one of said another set of data components;
(ii) determining a type for the individual based on at least one of a match and a similarity between the data components collected for the individual and data components for at least one other individual;
(iii) anticipating that the individual will be under a stress-related state based on at least one of data from the wearable sensor device and the collected another set of data components; and
(iv) based on the anticipated stress-related state, the determined type, and the data collected from the wearable sensor device, providing a recommendation.
2 . The method of claim 1 , wherein the stress-related state is determined based on the output of a plurality of sensors of the wearable sensor device.
3 . The method of claim 1 , wherein the stress-related state is at least one of a state of physical stress, a state of psychological stress, a state of fatigue, a state of sleep-related stress, a state of exposure to adverse environmental conditions, a stress-related state related to a relationship, a stress-related state related to a seasonal condition, and a stress-related state related to an individual's history.
4 . The method of claim 1 , wherein said set of data components from a wearable sensor device is selected from the group consisting of: derived data, analytical status data, contextual data, continuous data, discrete data, time series data, event data, raw data, processed data, metadata, third party data, physiological state data, psychological state data, survey data, medical data, genetic data, environmental data, transactional data, economic data, socioeconomic data, demographic data, psychographic data, sensed data, continuously monitored data, manually entered data, inputted data, continuous data and real-time data.
5 . The method of claim 1 , wherein at least one data component collected from a wearable sensor device is a data component that is derived from a plurality of sensors that is distinct from the output of any single sensor.
6 . The method of claim 1 , wherein the recommendation is provided to the individual.
7 . The method of claim 1 , wherein the recommendation is at least one of activity avoidance, situational avoidance, a meditation exercise, activity suggestion, situational suggestion, and medical treatment plan.
8 . The method of claim 7 , wherein the medical treatment plan is taking a prescribed medication.
9 . The method of claim 1 , wherein the anticipation that the individual will be under a stress-related state is further based on stored data indicating when a user has been stressed in the past.
10 . The method of claim 1 , wherein the recommendation is provided to at least one other individual.
11 . The method of claim 10 , wherein the recommendation is at least one of, activity avoidance, situational avoidance, suggested activity, suggested situation, conversation avoidance, suggested conversation, and medical treatment plan.
12 . The method of claim 1 , wherein the stress-related state is at least one of a state of physical stress, a state of psychological stress, a state of fatigue, a state of sleep-related stress, a state of exposure to adverse environmental conditions, a stress-related state related to a relationship, a stress-related state related to a seasonal condition, and a stress-related state related to an individual's history.