System, method, and recording medium for workforce performance management
A break recommendation method, system, and non-transitory computer readable medium, include a cognitive state tracking circuit configured to track a cognitive state of a user viewing a document, a document identification and difficulty measuring circuit configured to identify a document type, a deviation detecting circuit configured to detect a deviation between a current cognitive state of the user and a past cognitive state of the user during a predetermined amount of time for the document type; and a recommending circuit configured to recommend that the user stop viewing the document for a predetermined amount of time based on the deviation being greater than a predetermined threshold value.
1. A break recommendation system, comprising:
a document identification and difficulty measuring circuit configured to identify a document type of a document;
a cognitive state tracking circuit configured to track on a continuous basis a cognitive state of a user viewing and working on the document via an imagine device, the imagine device being controlled by:
a gaze tracking circuit configured to track an eye gaze movement of the user over time relative to the document to determine the cognitive state of the user; and
an emotional and facial expression tracking circuit configured to monitor a facial and emotional expression of the user over time relative to the document to determine the cognitive state of the user;
a deviation detecting circuit configured to detect a deviation between a current cognitive state of the user and a past cognitive state of the user during a predetermined amount of time for the identified document type based on a change in the eye gaze movement and the facial and emotion expression; and
a recommending circuit configured to recommend that the user takes a break from viewing the document for a predetermined amount of time based on the deviation being greater than a predetermined threshold value, wherein the cognitive state of the user is determined based on the viewing of the document by the user, and wherein the deviation is in a relation to the user viewing the document and the identified document type of the document.
2. The system of claim 1 , wherein the document identification and difficulty measuring circuit further measures a document difficulty of the document, and
wherein the document identification and difficulty measuring circuit measures the document difficulty for each portion of the document.
3. The system of claim 1 , wherein the cognitive state tracking circuit creates a user profile for the user, the user profile comprising a cognitive state measurement of the user relative to a predetermined amount of time.
4. The system of claim 1 , wherein the cognitive state tracking circuit creates a user profile for the user with respect to the identified document type for the cognitive state of the user over a predetermined amount of time.
5. The system of claim 1 , wherein the deviation detecting circuit detects the deviation relative to the past cognitive state of the user within a predetermined time frame.
6. The system of claim 1 , wherein the past cognitive state comprises a total past cognitive state as measured over a predetermined window of time.
7. The system of claim 1 , wherein the cognitive state of the user is based on an eye gaze relative to the document.
8. The system of claim 1 , wherein the deviation detecting circuit is further configured to detect the deviation between the current cognitive state of the user and the past cognitive state of the user on a document having a same document difficulty as the current document being viewed by the user.
9. The system of claim 1 , wherein the predetermined amount of time for the user to stop viewing the document increases based on a type of deviation from the past cognitive state.
10. A break recommendation method, comprising:
identifying a document type of a document;
tracking on a continuous basis a cognitive state of a user viewing and working on the document via an imagine device, the imagine device being controlled by:
a gaze tracking circuit configured to track an eye gaze movement of the user over time relative to the document to determine the cognitive state of the user; and
an emotional and facial expression tracking circuit configured to monitor a facial and emotional expression of the user over time relative to the document to determine the cognitive state of the user;
detecting a deviation between a current cognitive state of the user and a past cognitive state of the user during a predetermined amount of time for the identified document type based on a change in the eye gaze movement and the facial and emotion expression; and
recommending that the user takes a break from working on the document for a predetermined amount of time based on the deviation being greater than a predetermined threshold value, wherein the cognitive state of the user is determined based on the viewing of the document by the user, and wherein the deviation is in a relation to the user viewing the document and the identified document type of the document.
11. The method of claim 10 , further comprising measuring a document difficulty of the document,
wherein the measuring measures the document difficulty for each portion of the document.
12. The method of claim 10 , wherein the tracking further creates a user profile for the user, the user profile comprising cognitive state measurements of the user relative to a predetermined amount of time.
13. The method of claim 10 , wherein the tracking creates a user profile for the user with respect to the identified document type for the cognitive state of the user over a predetermined amount of time.
14. A non-transitory computer-readable recording medium recording a break recommendation program, the program causing a computer to perform:
identifying a document type of a document;
tracking on a continuous basis a cognitive state of a user viewing and working on the document via an imagine device, the imagine device being controlled by:
a gaze tracking circuit configured to track an eye gaze movement of the user over time relative to the document to determine the cognitive state of the user; and
an emotional and facial expression tracking circuit configured to monitor a facial and emotional expression of the user over time relative to the document to determine the cognitive state of the user;
detecting a deviation between a current cognitive state of the user and a past cognitive state of the user during a predetermined amount of time for the identified document type based on a change in the eye gaze movement and the facial and emotion expression; and
recommending that the user takes a break from working on the document for a predetermined amount of time based on the deviation being greater than a predetermined threshold value, wherein the cognitive state of the user is determined based on the viewing of the document by the user, and wherein the deviation is in a relation to the user viewing the document and the identified document type of the document.
15. The iron-transitory computer readable medium of claim 14 , further comprising measuring a document difficulty of the document,
wherein the measuring measures the document difficulty for each page of the document.
16. The non-transitory computer readable medium of claim 14 , wherein the tracking further creates a user profile for the user, the user profile comprising cognitive state measurements of the user relative to a predetermined amount of time.
17. The non-transitory computer readable medium of claim 14 , wherein the tracking creates a user profile for the user with respect to the identified document type for the cognitive state of the user over a predetermined amount of time.