Predictive analytics and services
A device, system, and method use predictive analytics based on an application-centric approach. The method includes receiving a request from an interactive application interacting with a user utilizing a user device for action data indicating an action to be taken by the interactive application during a session with the user device, the request generated by the interactive application based on a decision point associated with the interactive application. The method includes receiving from the interactive application session data associated with the session and the user device. The method includes determining scoring package data associated with the request based on the session data, the scoring package data comprising a predictive model indicative of a plurality of actions to be performed by the interactive application. The method includes generating the action data based on the scoring package data and transmitting the action data to the interactive application.
1. A method, comprising:
receiving, by a broker device, a request for action data from an interactive application interacting with a user utilizing a user device, the action data indicative of an action to be taken by the interactive application during a session with the user device, the request generated by the interactive application based on a decision point associated with the interactive application;
receiving, by the broker device, session data from the interactive application, the session data associated with the session and the user device;
determining, by the broker device, scoring package data associated with the request based on the session data, the scoring package data comprising a predictive model indicative of a plurality of actions to be performed by the interactive application;
generating, by the broker device, the action data based on the scoring package data; and
transmitting, by the broker device, the action data to the interactive application.
2. The method of claim 1 , further comprising:
determining, by the broker device, whether a validating operation is to be performed on the predictive model, the validating operation utilizing a randomly generated experiment response to the request;
generating, by the broker device, the experiment response for the request, the experiment response replacing the action data; and
transmitting, by the broker device, the experiment response to the interactive application.
3. The method of claim 2 , wherein the validating operation is performed at a predetermined time interval, at a random time interval, or when a changing trend is determined relative to the predictive model.
4. The method of claim 1 , further comprising:
prior to receiving the request, generating the scoring package data by:
receiving, by the broker device, a further request for further action data from a further interactive application interacting with a further user utilizing a further user device during a further session;
receiving, by the broker device, further session data from the further interactive application, the further session data associated with the further session and the further user device;
determining, by the broker device, experiment data as a function of the further session data, the experiment data corresponding to a randomly generated action data for the further session;
transmitting, by the broker device, the experiment data to the further user device;
receiving, by the broker device, response data from the further user device, the response data being indicative of a user response to the experiment data,
wherein the scoring package data is generated based on the response data.
5. The method of claim 4 , further comprising:
receiving, by the broker device, additional further requests for additional further action data from additional further interactive applications interactive with additional further users utilizing additional further user devices;
receiving, by the broker device, additional further session data from the additional further interactive applications, the additional further session data associated with the additional further sessions and the additional further user devices;
determining, by the broker device, further experiment data as a function of the additional further session data, the further experiment data corresponding to a further randomly generated action data for the additional further sessions;
transmitting, by the broker device, the further experiment data to the additional further user devices;
receiving, by the broker device, further response data from the additional further user devices, the further response data being indicative of a further user response to the further experiment data,
wherein the scoring package data is further generated based on the further response data.
6. The method of claim 5 , wherein the scoring package data is generated when a predetermined minimum number is reached from a sum of the further request and a number of the additional further requests.
7. The method of claim 1 , further comprising:
receiving, by the broker device, response data from the interactive application indicating actual action data that was used, the actual action data being indicative of a user response to the actual response data being used.
8. The method of claim 7 , further comprising:
updating, by the broker device, the predictive model and the scoring package data based on the response data.
9. The method of claim 7 , wherein the actual action data is the action data or an independent response generated by the interactive application.
10. The method of claim 1 , further comprising:
generating, by the broker device, a data request for the session data; and
transmitting, by the broker device, the data request to the interactive application,
wherein the receiving the session data is in response to the data request.
11. A broker device, comprising:
a transceiver configured to communicate with a scoring device and an interactive application, the interactive application interacting with a user utilizing a user device;
a memory arrangement; and
a processor coupled to the transceiver and the memory arrangement,
wherein the processor is configured to instruct the transceiver to receive a request for action data from the interactive application, the action data indicative of an action to be taken by the interactive application during a session with the user device, the request generated by the interactive application based on a decision point associated with the interactive application,
wherein the processor is configured to instruct the transceiver to receive the session data from the interactive application, the session data associated with the session and the user device,
wherein the processor is configured to determine scoring package data associated with the request based on the session data, the scoring package data comprising a predictive model indicative of a plurality of actions to be performed by the interactive application,
wherein the processor is configured to generate the action data based on the scoring package data.
12. The broker device of claim 11 , wherein the processor is further configured to determine whether a validating operation is to be performed on the predictive model, the validating operation utilizing a randomly generated experiment response to the request, wherein the processor is further configured to generate the experiment response for the request, the experiment response replacing the action data, wherein the processor is further configured to instruct the transceiver to transmit the experiment response to the interactive application.
13. The broker device of claim 12 , wherein the validating operation is performed at a predetermined time interval, at a random time interval, or when a changing trend is determined relative to the predictive model.
14. The broker device of claim 11 , wherein, prior to receiving the request, the processor is configured to generate the scoring package data, wherein the processor is further configured to instruct the transceiver to receive a further request for further action data from a further interactive application interacting with a further user utilizing a further user device during a further session, wherein the processor is further configured to instruct the transceiver to receive further session data from the further interactive application, the further session data associated with the further session and the further user device, wherein the processor is further configured to determine experiment data as a function of the further session data, the experiment data corresponding to a randomly generated action data for the further session, wherein the processor is further configured to instruct the transceiver to transmit the experiment data to the further user device, wherein the processor is further configured to instruct the transceiver to receive response data from the further user device, the response data being indicative of a user response to the experiment data, wherein the scoring package data is generated based on the response data.
15. The broker device of claim 14 , wherein the processor is further configured to instruct the transceiver to receive additional further requests for additional further action data from additional further interactive applications interactive with additional further users utilizing additional further user devices, wherein the processor is further configured to instruct the transceiver to receive additional further session data from the additional further interactive applications, the additional further session data associated with the additional further sessions and the additional further user devices, wherein the processor is further configured to determine further experiment data as a function of the additional further session data, the further experiment data corresponding to a further randomly generated action data for the additional further sessions, wherein the processor is further configured to instruct the transceiver to transmit the further experiment data to the additional further user devices, wherein the processor is further configured to instruct the transceiver to receive further response data from the additional further user devices, the further response data being indicative of a further user response to the further experiment data, wherein the scoring package data is further generated based on the further response data.
16. The broker device of claim 15 , wherein the scoring package data is generated when a predetermined minimum number is reached from a sum of the further request and a number of the additional further requests.
17. The broker device of claim 11 , wherein the processor is further configured to instruct the transceiver to transmit the predicted response to the interactive application, wherein the processor is further configured to instruct the transceiver to receive response data from the interactive application indicating actual action data that was used, the actual action data being indicative of a user response to the actual response data being used.
18. The broker device of claim 17 , wherein the processor is further configured to update the predictive model and the scoring package data based on the response data.
19. The broker device of claim 17 , wherein the actual action data is the action data or an independent response generated by the interactive application.
20. The broker device of claim 11 , wherein the processor is further configured to generate a data request for the session data, wherein the processor is further configured to instruct the transceiver to transmit the data request to the interactive application, wherein the receiving the session data is in response to the data request.