Assessing complexity of dialogs to streamline handling of service requests
A dialogue complexity assessment method, system, and computer program product including calculating a complexity utilizing domain-dependent terms and domain-independent terms of a dialogue, where the dialogue includes dialogue data from contact centers of service providers.
1. A computer-implemented method for assessing complexity of dialogue between a customer support center and a user making a service request, the method comprising:
receiving dialogue data representing a dialogue between a customer support center and a user of the customer support center that is making a service request, wherein the dialogue comprises at least one conversational turn between the customer support center and the user and each conversational turn comprises at least one utterance by the customer support center and at least one utterance by the user; and
determining a complexity of the dialogue in stages comprising the at least one conversational turn, and based thereupon, managing handling of the service request in real-time.
2. The computer-implemented method of claim 1 , further comprising:
utilizing the determined complexity of the dialogue to manage the service request at each conversational turn.
3. The computer-implemented method of claim 1 , further comprising:
rating interaction between the customer support center and the user by weighting a user-provided rating of the interaction using the determined complexity of the dialogue between the customer support center and the user.
4. The computer-implemented method of claim 1 , further comprising:
rating interaction between the customer support center and the user by weighting a user-provided rating of the interaction using the determined complexity of the dialogue between the customer support center and the user and a duration of the service request.
5. The computer-implemented method of claim 1 , further comprising:
utilizing machine learning to determine the complexity of the dialogue.
6. The computer-implemented method of claim 1 , further comprising:
utilizing a predetermined dialogue complexity threshold to determine resource-allocation to be applied during the service request.
7. The computer-implemented method of claim 6 , further comprising:
providing an automated response to a user inquiry during the service request when the predetermined dialogue complexity threshold is not exceeded.
8. The computer-implemented method of claim 6 , further comprising:
providing a human response to a user inquiry during the service request when the predetermined dialogue complexity threshold is exceeded.
9. A computer program product for dialogue complexity assessment, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a computer to cause the computer to perform:
receiving dialogue data representing a dialogue between a customer support center and a user of the customer support center that is making a service request, wherein the dialogue comprises at least one conversational turn between the customer support center and the user and each conversational turn comprises at least one utterance by the customer support center and at least one utterance by the user; and
determining a complexity of the dialogue in stages comprising the at least one conversational turn, and based thereupon, managing handling of the service request in real-time.
10. The computer program product of claim 9 , wherein the program instructions executable by the computer further cause the computer to perform:
utilizing the determined complexity of the dialogue to manage the service request at each conversational turn.
11. The computer program product of claim 9 , wherein the program instructions executable by the computer further cause the computer to perform:
rating interaction between the customer support center and the user by weighting a user-provided rating of the interaction using the determined complexity of the dialogue between the customer support center and the user.
12. The computer program product of claim 9 , wherein the program instructions executable by the computer further cause the computer to perform:
rating interaction between the customer support center and the user by weighting a user-provided rating of the interaction using the determined complexity of the dialogue between the customer support center and the user and a duration of the service request.
13. The computer program product of claim 9 , wherein the program instructions executable by the computer further cause the computer to perform:
utilizing a predetermined dialogue complexity threshold to determine resource-allocation to be applied during the service request.
14. The computer program product of claim 13 , wherein the program instructions executable by the computer further cause the computer to perform:
providing an automated response to a user inquiry during the service request when the predetermined dialogue complexity threshold is not exceeded.
15. The computer program product of claim 13 , wherein the program instructions executable by the computer further cause the computer to perform:
providing a human response to a user inquiry during the service request when the predetermined dialogue complexity threshold is exceeded.
16. A dialogue complexity assessment system, said system comprising:
a processor; and
a memory, the memory storing instructions to cause the processor to perform:
receiving dialogue data representing a dialogue between a customer support center and a user of the customer support center that is making a service request, wherein the dialogue comprises at least one conversational turn between the customer support center and the user and each conversational turn comprises at least one utterance by the customer support center and at least one utterance by the user; and
determining a complexity of the dialogue in stages comprising the at least one conversational turn, and based thereupon, managing handling of the service request in real-time.
17. The dialogue complexity assessment system of claim 16 , wherein the instructions further cause the processor to perform:
utilizing the determined complexity of the dialogue to manage the service request at each conversational turn.
18. The dialogue complexity assessment system of claim 16 , wherein the instructions further cause the processor to perform:
rating interaction between the customer support center and the user by weighting a user-provided rating of the interaction using the determined complexity of the dialogue between the customer support center and the user.
19. The dialogue complexity assessment system of claim 16 , wherein the instructions further cause the processor to perform:
rating interaction between the customer support center and the user by weighting a user-provided rating of the interaction using the determined complexity of the dialogue between the customer support center and the user and a duration of the service request.
20. The dialogue complexity assessment system of claim 16 , wherein the instructions further cause the processor to perform:
utilizing a predetermined dialogue complexity threshold to determine resource-allocation to be applied during the service request.