GUI-implemented cognitive task forecasting

1. A method for modifying a graphical user interface (GUI) according to cognitively forecasted tasks, the method comprising:

collecting a set of training data for a cognitive task managing model, the set of training data associated with a user, wherein the set of training data includes a plurality of univariate time series datasets, and wherein each univariate time series dataset includes collaborative messaging data, application activity data, and scheduled activity data for the user at a particular time;

training the cognitive task managing model, using the set of training data;

processing, using the cognitive task managing model, a set of operational data associated with the user;

in response to receiving a set of processed operational data, generating a task forecast for the user;

determining, based on the task forecast, an optimal task for the user; and

modifying a set of graphical elements within the GUI to notify the user of the optimal task.

2. The method of claim 1 , wherein the cognitive task managing model employs a Micro Seasonal Autoregressive Integrated Moving Average (msARIMA).

3. The method of claim 1 , wherein collaborative messaging data includes email, text message, instant messaging, collaborative platform communications, and audio communications.

4. The method of claim 1 , wherein the application activity data includes applications associated with the user that are in use at the particular time.

5. The method of claim 1 , wherein the scheduled activity data includes calendar entries, program schedules, and historical information associated with the user at the particular time.

6. The method of claim 3 , wherein modifying a set of graphical elements within the GUI includes initiating a chat bot to remind the user of the optimal task, wherein the chat bot presents, to the user, an interactive link, via the GUI, that directs the user to a set of resources needed for the optimal task.

7. A computer program product for modifying a graphical user interface (GUI) according to cognitively forecasted tasks, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a device to cause the device to:

collect a set of training data for a cognitive task managing model, the set of training data associated with a user, wherein the set of training data includes a plurality of univariate time series datasets, and wherein each univariate time series dataset includes collaborative messaging data, application activity data, and scheduled activity data for the user at a particular time;

train the cognitive task managing model, using the set of training data;

process, using the cognitive task managing model, a set of operational data associated with the user;

in response to receiving a set of processed operational data, generate a task forecast for the user;

determine, based on the task forecast, an optimal task for the user; and

modifying a set of graphical elements within the GUI to notify the user of the optimal task.

8. The computer program product of claim 7 , wherein the cognitive task managing model employs a Micro Seasonal Autoregressive Integrated Moving Average (msARIMA).

9. The computer program product of claim 7 , wherein the collaborative messaging data includes email, text message, instant messaging, collaborative platform communications, and audio communications.

10. The computer program product of claim 7 , wherein the application activity data includes applications associated with the user that are in use at the particular time.

11. The computer program product of claim 7 , wherein the scheduled activity data includes calendar entries, program schedules, and historical information associated with the user at the particular time.

12. The computer program product of claim 9 , wherein modifying a set of graphical elements within the GUI includes initiating a chat bot to remind the user of the optimal task, wherein the chat bot presents, to the user, an interactive link, via the GUI, that directs the user to a set of resources needed for the optimal task.

13. A system for modifying a graphical user interface (GUI) according to cognitively forecasted tasks, comprising:

a memory with program instructions stored thereon; and

a processor in communication with the memory, wherein the program instructions are executable by the processor to cause the system to:

collect a set of training data for a cognitive task managing model, the set of training data associated with a user, wherein the set of training data includes a plurality of univariate time series datasets, and wherein each univariate time series dataset includes collaborative messaging data, application activity data, and scheduled activity data for the user at a particular time;

train the cognitive task managing model, using the set of training data;

process, using the cognitive task managing model, a set of operational data associated with the user;

in response to receiving a set of processed operational data, generate a task forecast for the user;

determine, based on the task forecast, an optimal task for the user; and

modifying a set of graphical elements within the GUI to notify the user of the optimal task.

14. The system of claim 13 , wherein the cognitive task managing model employs a Micro Seasonal Autoregressive Integrated Moving Average (msARIMA).