Techniques for benchmarking pairing strategies in a contact center system
Techniques for benchmarking pairing strategies in a contact center system are disclosed. In one embodiment, the techniques may be realized as a method for benchmarking pairing strategies in a contact center system comprising: determining for each contact of a plurality of contacts, an associated plurality of historical contact assignments; determining, for each contact, an associated outcome value; partitioning, for each contact, the associated plurality of historical assignments into a first associated subset assigned using a first pairing strategy and a second associated subset assigned using a second pairing strategy; determining, for each contact, a first portion of the associated outcome value attributable to the first associated subset and a second portion of the associated outcome value attributable to the second associated subset; outputting a difference in performance between the first and second pairing strategies according to the first and second associated portions of the associated outcome value for each contact.
1. A method comprising:
at a first time, by at least one computer processor communicatively coupled to and configured to operate in a contact center system, pairing a first contact to an agent using a first pairing strategy;
at a second time later than the first time, by the at least one computer processor, pairing a second contact to the agent using a second pairing strategy that is different from the first pairing strategy;
at a third time later than the second time, by the at least one computer processor, pairing a third contact to the agent using a third pairing strategy that is different from the from the second pairing strategy;
at a fourth time later than the third time, by the at least one computer processor, pairing a fourth contact to the agent using a fourth pairing strategy that is different from the first and third pairing strategies;
determining, by the at least one computer processor, a first performance measurement based on outcomes of the first and third contacts;
determining, by the at least one computer processor, a second performance measurement based on outcomes of the second and fourth contacts; and
outputting, by the at least one computer processor, data that enables a comparison of the first and second performance measurements;
wherein at least one of the first pairing strategy, the second pairing strategy, the third pairing strategy, and the fourth pairing strategy does not comprise a pairing strategy comprising a comparison between at least two agents that does not require information about any contact.
2. The method of claim 1 , wherein at least one of the first, second, third, and fourth pairing strategies is a behavioral pairing strategy.
3. The method of claim 1 , wherein the first and third pairing strategies are behavioral pairing strategies.
4. The method of claim 1 , wherein the first and third pairing strategies are the same, or the second and fourth pairing strategies are the same.
5. The method of claim 1 , wherein at least one of the first pairing strategy, the second pairing strategy, the third pairing strategy, and the fourth pairing strategy comprises the pairing strategy comprising the comparison, wherein the pairing strategy is at least one of:
a first-in, first-out (FIFO) pairing strategy;
a performance-based routing (PBR) pairing strategy;
a least-occupied agent pairing strategy;
a longest-idle agent pairing strategy;
a fewest-contact-interactions-taken-by-agent pairing strategy;
a randomly-selected-agent pairing strategy; and
a sequentially-labeled-agent pairing strategy.
6. The method of claim 1 , wherein the comparison between at least two agents selects a plurality of agents.
7. The method of claim 1 , wherein the comparison between at least two agents selects exactly one agent.
8. The method of claim 1 , wherein the comparison between at least two agents is a final comparison between at least two agents to select one of the at least two agents for connection to a contact.
9. The method of claim 1 , wherein each of a plurality of agents is paired with at least one contact from a first plurality of contacts comprising the first contact, at least one contact from a second plurality of contacts comprising the second contact, at least one contact from a third plurality of contacts comprising the third contact, and at least one contact from a fourth plurality of contacts comprising the fourth contact.
10. A system comprising:
at least one computer processor communicatively coupled to and configured to operate in a contact center system, wherein the at least one computer processor is further configured to:
at a first time, pair a first contact to an agent using a first pairing strategy;
at a second time later than the first time, pair a second contact to the agent using a second pairing strategy that is different from the first pairing strategy;
at a third time later than the second time, pair a third contact to the agent using a third pairing strategy that is different from the from the second pairing strategy;
at a fourth time later than the third time, pair a fourth contact to the agent using a fourth pairing strategy that is different from the first and third pairing strategies;
determine a first performance measurement based on outcomes of the first and third contacts;
determine a second performance measurement based on outcomes of the second and fourth contacts; and
output data that enables a comparison of the first and second performance measurements;
wherein at least one of the first pairing strategy, the second pairing strategy, the third pairing strategy, and the fourth pairing strategy does not comprise a pairing strategy comprising a comparison between at least two agents that does not require information about any contact.
11. The system of claim 10 , wherein at least one of the first, second, third, and fourth pairing strategies is a behavioral pairing strategy.
12. The system of claim 10 , wherein the first and third pairing strategies are behavioral pairing strategies.
13. The system of claim 10 , wherein the first and third pairing strategies are the same, or the second and fourth pairing strategies are the same.
14. The system of claim 10 , wherein at least one of the first pairing strategy, the second pairing strategy, the third pairing strategy, and the fourth pairing strategy comprises the pairing strategy comprising the comparison, wherein the pairing strategy is at least one of:
a first-in, first-out (FIFO) pairing strategy;
a performance-based routing (PBR) pairing strategy;
a least-occupied agent pairing strategy;
a longest-idle agent pairing strategy;
a fewest-contact-interactions-taken-by-agent pairing strategy;
a randomly-selected-agent pairing strategy; and
a sequentially-labeled-agent pairing strategy.
15. The system of claim 10 , wherein the comparison between at least two agents selects a plurality of agents.
16. The system of claim 10 , wherein the comparison between at least two agents selects exactly one agent.
17. The system of claim 10 , wherein the comparison between at least two agents is a final comparison between at least two agents to select one of the at least two agents for connection to a contact.
18. The system of claim 10 , wherein each of a plurality of agents is paired with at least one contact from a first plurality of contacts comprising the first contact, at least one contact from a second plurality of contacts comprising the second contact, at least one contact from a third plurality of contacts comprising the third contact, and at least one contact from a fourth plurality of contacts comprising the fourth contact.
19. An article of manufacture comprising:
a non-transitory computer processor readable medium; and
instructions stored on the medium;
wherein the instructions are configured to be readable from the medium by at least one computer processor communicatively coupled to and configured to operate in a contact center system and thereby cause the at least one computer processor to operate so as to:
at a first time, pair a first contact to an agent using a first pairing strategy;
at a second time later than the first time, pair a second contact to the agent using a second pairing strategy that is different from the first pairing strategy;
at a third time later than the second time, pair a third contact to the agent using a third pairing strategy that is different from the from the second pairing strategy;
at a fourth time later than the third time, pair a fourth contact to the agent using a fourth pairing strategy that is different from the first and third pairing strategies;
determine a first performance measurement based on outcomes of the first and third contacts;
determine a second performance measurement based on outcomes of the second and fourth contacts; and
output data that enables a comparison of the first and second performance measurements;
wherein at least one of the first pairing strategy, the second pairing strategy, the third pairing strategy, and the fourth pairing strategy does not comprise a pairing strategy comprising a comparison between at least two agents that does not require information about any contact.
20. The article of manufacture of claim 19 , wherein at least one of the first, second, third, and fourth pairing strategies is a behavioral pairing strategy.
21. The article of manufacture of claim 19 , wherein the first and third pairing strategies are behavioral pairing strategies.
22. The article of manufacture of claim 19 , wherein the first and third pairing strategies are the same, or the second and fourth pairing strategies are the same.
23. The article of manufacture of claim 19 , wherein at least one of the first pairing strategy, the second pairing strategy, the third pairing strategy, and the fourth pairing strategy comprises the pairing strategy comprising the comparison, wherein the pairing strategy is at least one of:
a first-in, first-out (FIFO) pairing strategy;
a performance-based routing (PBR) pairing strategy;
a least-occupied agent pairing strategy;
a longest-idle agent pairing strategy;
a fewest-contact-interactions-taken-by-agent pairing strategy;
a randomly-selected-agent pairing strategy; and
a sequentially-labeled-agent pairing strategy.
24. The article of manufacture of claim 19 , wherein the comparison between at least two agents selects a plurality of agents.
25. The article of manufacture of claim 19 , wherein the comparison between at least two agents selects exactly one agent.
26. The article of manufacture of claim 19 , wherein the comparison between at least two agents is a final comparison between at least two agents to select one of the at least two agents for connection to a contact.
27. The article of manufacture of claim 19 , wherein each of a plurality of agents is paired with at least one contact from a first plurality of contacts comprising the first contact, at least one contact from a second plurality of contacts comprising the second contact, at least one contact from a third plurality of contacts comprising the third contact, and at least one contact from a fourth plurality of contacts comprising the fourth contact.