Techniques for workforce management in a contact center system

Information

  • Patent Grant
  • 11595522
  • Patent Number
    11,595,522
  • Date Filed
    Wednesday, March 3, 2021
    3 years ago
  • Date Issued
    Tuesday, February 28, 2023
    a year ago
Abstract
Techniques for workforce management in a contact center system are disclosed. In one particular embodiment, the techniques may be realized as a method for workforce management in a contact center system comprising generating historical workforce data regarding an agent workforce capacity of the contact center system, and initiating an increase or decrease to an agent workforce of the contact center system based at least in part on the historical workforce data to increase an amount of choice among available agents or waiting contacts.
Description
FIELD OF THE DISCLOSURE

This disclosure generally relates to pairing contacts and agents in contact centers and, more particularly, to techniques for workforce management in a contact center system.


BACKGROUND OF THE DISCLOSURE

A typical contact center algorithmically assigns contacts arriving at the contact center to agents available to handle those contacts. At times, the contact center may have agents available and waiting for assignment to inbound or outbound contacts (e.g., telephone calls, Internet chat sessions, email). At other times, the contact center may have contacts waiting in one or more queues for an agent to become available for assignment.


In some typical contact centers, contacts are assigned to agents based on time of arrival, and agents receive contacts based on the time when those agents became available. This strategy may be referred to as a “first-in, first-out,” “FIFO,” or “round-robin” strategy. In other typical contact centers, other strategies may be used, such as “performance-based routing,” or a “PBR,” strategy.


Typical contact centers preferentially minimize overall agent idle time and overall contact waiting time. To that end, if contacts are waiting in a queue, a contact will be assigned to an agent soon after an agent becomes available for assignment. Similarly, if agents are idle, waiting for contacts to arrive, an agent will be assigned to a contact soon after a contact becomes available for assignment.


However, if a contact center uses a pairing strategy that is designed to choose among multiple possible pairings, it may be inefficient to choose the first available pairing for the sake of minimizing contact hold time or agent idle time.


In view of the foregoing, it may be understood that there may be a need for a system that enables improving the amount of choice available to improve the efficiency and performance of pairing strategies that are designed to choose among multiple possible pairings.


SUMMARY OF THE DISCLOSURE

Techniques for workforce management in a contact center system are disclosed. In one particular embodiment, the techniques may be realized as a method. The method includes at a first time performing a first query of a contact center system, determining from the first query that an agent is available for routing, and at a second time after the first time, performing a second query of the contact center system. The method further includes determining from the second query that a contact is available for routing, pairing the contact to the agent based on the second query, and at a third time after the second time, performing a third query of the contact center system. In some embodiments, a first difference between the second time and the first time is based on a constant amount of time. In some embodiments, a second difference between the third time and the second time is based on the constant amount of time. In some embodiments, the contact became available for pairing between the first and second times and closer to the first time than the second time.


In some embodiments, the first query identifies more than one available agent.


In some embodiments, the second query identifies more than one available contact.


In some embodiments, at least one of the first query and the second query identify an amount of choice available to the contact center system.


In some embodiments, the constant amount of time is based on an amount of choice available to the contact center system.


In some embodiments, pairing the contact to the agent occurs at a fourth time between the second time and the third time.


In some embodiments, pairing the contact to the agent occurs at a fourth time after the third time.


In another aspect there is provided a system, where the system includes memory; and processing circuitry coupled to the memory. In some embodiments, the system is configured to: at a first time perform a first query of a contact center system, determine from the first query that an agent is available for routing, and at a second time after the first time, perform a second query of the contact center system. The system is further configured to determine from the second query that a contact is available for routing, pair the contact to the agent based on the second query, and at a third time after the second time, perform a third query of the contact center system. In some embodiments, a first difference between the second time and the first time is based on a constant amount of time. In some embodiments, a second difference between the third time and the second time is based on the constant amount of time. In some embodiments, the contact became available for pairing between the first and second times and closer to the first time than the second time.


In another aspect there is provided a computer program product comprising a non-transitory computer readable medium storing instructions which when executed by processing circuitry of a system causes the system to perform a process that includes at a first time performing a first query of a contact center system, determining from the first query that an agent is available for routing, and at a second time after the first time, performing a second query of the contact center system. The process also includes determining from the second query that a contact is available for routing, pairing the contact to the agent based on the second query, and at a third time after the second time, performing a third query of the contact center system. In some embodiments, a first difference between the second time and the first time is based on a constant amount of time. In some embodiments, a second difference between the third time and the second time is based on the constant amount of time. In some embodiments, the contact became available for pairing between the first and second times and closer to the first time than the second time.


The present disclosure will now be described in more detail with reference to particular embodiments thereof as shown in the accompanying drawings. While the present disclosure is described below with reference to particular embodiments, it should be understood that the present disclosure is not limited thereto. Those of ordinary skill in the art having access to the teachings herein will recognize additional implementations, modifications, and embodiments, as well as other fields of use, which are within the scope of the present disclosure as described herein, and with respect to which the present disclosure may be of significant utility.





BRIEF DESCRIPTION OF THE DRAWINGS

In order to facilitate a fuller understanding of the present disclosure, reference is now made to the accompanying drawings, in which like elements are referenced with like numerals. These drawings should not be construed as limiting the present disclosure, but are intended to be illustrative only.



FIG. 1 shows a block diagram of a contact center according to embodiments of the present disclosure.



FIG. 2 depicts a schematic representation of a contact center system timeline according to embodiments of the present disclosure.



FIG. 3 depicts a schematic representation of a choice-based pairing strategy according to embodiments of the present disclosure.



FIG. 4 shows a flow diagram of an L3 pairing method according to embodiments of the present disclosure.



FIG. 5 shows a flow diagram of an L3 pairing method according to embodiments of the present disclosure.



FIG. 6 shows a flow diagram of an L3 pairing method according to embodiments of the present disclosure.





DETAILED DESCRIPTION

One example of a pairing strategy that is designed to choose among multiple possible pairings is a “behavioral pairing” or “BP” strategy, under which contacts and agents may be deliberately (preferentially) paired in a fashion that enables the assignment of subsequent contact-agent pairs such that when the benefits of all the assignments under a BP strategy are totaled they may exceed those of FIFO and other strategies such as performance-based routing (“PBR”) strategies. BP is designed to encourage balanced utilization of agents within a skill queue while nevertheless simultaneously improving overall contact center performance beyond what FIFO or PBR methods will allow. This is a remarkable achievement inasmuch as BP acts on the same calls and same agents as FIFO and PBR methods, utilizes agents approximately evenly as FIFO provides, and yet improves overall contact center performance. BP is described in, e.g., U.S. Pat. No. 9,300,802, which is incorporated by reference herein. Additional information about these and other features regarding pairing or matching modules using BP strategies (sometimes also referred to as “satisfaction mapping,” “SATMAP,” “routing system,” “routing engine,” etc.) is described in, for example, U.S. Pat. No. 8,879,715, which is incorporated herein by reference.


In some embodiments, a contact center may switch (or “cycle”) periodically among at least two different pairing strategies (e.g., between FIFO and an L3 pairing strategy). Additionally, the outcome of each contact-agent interaction may be recorded along with an identification of which pairing strategy (e.g., FIFO, or BP enabled with L3) had been used to assign that particular contact-agent pair. By tracking which interactions produced which results, the contact center may measure the performance attributable to a first strategy (e.g., FIFO) and the performance attributable to a second strategy (e.g., BP with L3). In this way, the relative performance of one strategy may be benchmarked against the other. The contact center may, over many periods of switching between different pairing strategies, more reliably attribute performance gain to one strategy or the other. Benchmarking pairing strategies is described in, e.g., U.S. patent application Ser. No. 15/131,915, filed Apr. 18, 2016, which is incorporated herein by reference.



FIG. 1 shows a block diagram of a contact center system 100 according to embodiments of the present disclosure. The description herein describes network elements, computers, and/or components of a system and method for simulating contact center systems that may include one or more modules. As used herein, the term “module” may be understood to refer to computing software, firmware, hardware, and/or various combinations thereof. Modules, however, are not to be interpreted as software which is not implemented on hardware, firmware, or recorded on a processor readable recordable storage medium (i.e., modules are not software per se). It is noted that the modules are exemplary. The modules may be combined, integrated, separated, and/or duplicated to support various applications. Also, a function described herein as being performed at a particular module may be performed at one or more other modules and/or by one or more other devices instead of or in addition to the function performed at the particular module. Further, the modules may be implemented across multiple devices and/or other components local or remote to one another. Additionally, the modules may be moved from one device and added to another device, and/or may be included in both devices.


As shown in FIG. 1, the contact center system 100 may include a central switch 110. The central switch 110 may receive incoming contacts (e.g., callers) or support outbound connections to contacts via a telecommunications network (not shown). The central switch 110 may include contact routing hardware and software for helping to route contacts among one or more contact centers, or to one or more PBX/ACDs or other queuing or switching components, including other Internet-based, cloud-based, or otherwise networked contact-agent hardware or software-based contact center solutions.


The central switch 110 may not be necessary such as if there is only one contact center, or if there is only one PBX/ACD routing component, in the contact center system 100. If more than one contact center is part of the contact center system 100, each contact center may include at least one contact center switch (e.g., contact center switches 120A and 120B). The contact center switches 120A and 120B may be communicatively coupled to the central switch 110. In embodiments, various topologies of routing and network components may be configured to implement the contact center system.


Each contact center switch for each contact center may be communicatively coupled to a plurality (or “pool”) of agents. Each contact center switch may support a certain number of agents (or “seats”) to be logged in at one time. At any given time, a logged-in agent may be available and waiting to be connected to a contact, or the logged-in agent may be unavailable for any of a number of reasons, such as being connected to another contact, performing certain post-call functions such as logging information about the call, or taking a break.


In the example of FIG. 1, the central switch 110 routes contacts to one of two contact centers via contact center switch 120A and contact center switch 120B, respectively. Each of the contact center switches 120A and 120B are shown with two agents each. Agents 130A and 130B may be logged into contact center switch 120A, and agents 130C and 130D may be logged into contact center switch 120B.


The contact center system 100 may also be communicatively coupled to an integrated service from, for example, a third party vendor. In the example of FIG. 1, L3 pairing module 140 may be communicatively coupled to one or more switches in the switch system of the contact center system 100, such as central switch 110, contact center switch 120A, or contact center switch 120B. In some embodiments, switches of the contact center system 100 may be communicatively coupled to multiple L3 pairing modules. In some embodiments, L3 pairing module 140 may be embedded within a component of a contact center system (e.g., embedded in or otherwise integrated with a switch). The L3 pairing module 140 may receive information from a switch (e.g., contact center switch 120A) about agents logged into the switch (e.g., agents 130A and 130B) and about incoming contacts via another switch (e.g., central switch 110) or, in some embodiments, from a network (e.g., the Internet or a telecommunications network) (not shown).


A contact center may include multiple pairing modules (e.g., a BP module and a FIFO module) (not shown), and one or more pairing modules may be provided by one or more different vendors. In some embodiments, one or more pairing modules may be components of L3 pairing module 140 or one or more switches such as central switch 110 or contact center switches 120A and 120B. In some embodiments, an L3 pairing module may determine which pairing module may handle pairing for a particular contact. For example, the L3 pairing module may alternate between enabling pairing via the BP module and enabling pairing with the FIFO module. In other embodiments, one pairing module (e.g., the BP module) may be configured to emulate other pairing strategies. For example, an L3 pairing module, or an L3 pairing component integrated with BP components in the BP module, may determine whether the BP module may use BP pairing or emulated FIFO pairing for a particular contact. In this case, “BP on” may refer to times when the BP module is applying the BP pairing strategy, and “BP off” may refer to other times when the BP module is applying a different pairing strategy (e.g., FIFO).


In some embodiments, regardless of whether pairing strategies are handled by separate modules, or if some pairing strategies are emulated within a single pairing module, the single pairing module may be configured to monitor and store information about pairings made under any or all pairing strategies. For example, a BP module may observe and record data about FIFO pairings made by a FIFO module, or the BP module may observe and record data about emulated FIFO pairings made by a BP module operating in FIFO emulation mode.



FIG. 2 depicts a schematic representation of a contact center system timeline according to embodiments of the present disclosure. In a given period of time (e.g., over several minutes, several hours, a day), the number of agents free or available to connect to contacts, or the number of contacts waiting in queue, will vary continuously as contacts arrive and depart the contact center system. The example of FIG. 2 depicts the capacity of a contact center system over a period of time along the x-axis from time “0” to time “50” (e.g., 0 minutes to 50 minutes). The y-axis depicts the number of free agents or the number of contacts in queue above and below the x-axis, respectively.


At time 0 (e.g., when the contact center first opens at the beginning of the day), there are 10 agents available and waiting for contacts to arrive. Periods of time when a contact center has a surplus of available agents are referred to as “L1” environments. If a choice-based pairing strategy such as BP is used, the choice-based pairing strategy may choose from among any (or a subset) of the available agents when a contact arrives.


As contacts arrive, and agents become occupied while communicating with those contacts, the number of available agents may decrease, as shown in FIG. 2 from time 0 to approximately time 5. The contact center is operating in an L1 environment for this entire duration, but the choice available to BP or another choice-based pairing strategy becomes increasingly limited—instead of having as many as ten (or more) agents available to choose among, by about time 5 there are only two or three agents to choose among.


At other periods of time, there may be a shortage of agents, and contacts begin to queue, waiting for agents to become available for connection, as shown in FIG. 2 from about time 7 to about time 21. Periods of time when a contact center has a shortage of available agents are referred to as “L2” environments. If a choice-based pairing strategy such as BP is used, the choice-based pairing strategy may choose from among any (or a subset) of the waiting contacts when an agent becomes available.


As agents become available to connect with contacts waiting in the queue, the size of the queue may decrease, as shown in FIG. 2 from approximately time 14 to about time 21. The contact center is operating in an L2 environment for this entire duration, but the choice available to BP or another choice-based pairing strategy becomes increasingly limited—instead of having as many as ten (or more) contacts available to choose among at about time 14, by about time 21 there are only two or three contacts in queue to choose among.


At some points in time, a contact center will transition from an L1 state to an L2 state (e.g., point 210A at about time 6 and point 210C at about time 40) or vice versa, from an L2 state to an L1 state (e.g., point 210B at about time 23). These crossover points along the x-axis (labeled the “1:1” line) occur when no choice is available to BP or another choice-based pairing strategy. For example, there may be a single contact waiting in queue, which may be paired with whichever agent happens to become free next. Or there may be a single agent waiting idle, which may be paired with whichever contact happens to arrive at the contact center next.


In some situations (not shown), a contact center may reach the “1:1” line and then bounce back up into L1 (or bounce back down into L2). No L1-to-L2 or L2-to-L1 transition occurs, but there is still a time at which no choice is available to BP.


In some situations (not shown), a contact center may remain along the “1:1” line for an extended period of time. In fact, a typical contact center may consider this line to indicate when the contact center is operating at a “perfect” capacity, with neither a surplus nor a shortage of agents for the given level of demand (e.g., number, frequency, and duration of contacts arriving at the contact center). In these situations, a BP pairing strategy could go for an extended period of time with no choices available other than the “1 agent:1 contact” default choice.


These points in time (or periods of time) when the contact center is operating along the “1:1” line, when a contact center has neither a surplus nor a shortage of available agents, are referred to as “L0” environments.



FIG. 3 depicts a schematic representation of a choice-based pairing strategy according to embodiments of the present disclosure. When choice is limited, choice-based pairing strategies may suffer from suboptimal performance. FIG. 3 shows an example of a performance estimate or performance simulation of a choice-based pairing strategy. When there are many contacts in queue (“calls in queue” as in FIG. 3) (e.g., at point 320), or when there are many agents free (e.g., at point 330), BP or another choice-based pairing strategy may perform optimally (e.g., at or near “100%” instant performance or efficiency).


However, as the number of contacts in queue or free agents dwindle, there are fewer choices available to BP, and the performance or efficiency of BP could drop. In an L0 environment (e.g., at point 310), the instant performance or efficiency of BP is considered to be 0%, insofar as BP (without L3 pairing) is incapable of making a choice different from the pairing that any other non-L3 pairing strategy could make. In other words, if there is only one contact waiting for an agent, and only one agent waiting a contact, both FIFO and BP will pair that one contact with that one agent, with no other choice to make. As choice increases, either as contacts fill a queue in an L2 environment, or more agents become available in an L1 environment, performance steadily increases toward optimal instant performance.


In the example of FIG. 3, 50 calls in queue and 50 agents free are the points 320 and 330 at which this pairing strategy is expected to reach peak performance. However, in other embodiments or real-world contact center systems, peak performance may be reached at varying levels of agent shortage or surplus (e.g., greater than 3 choices available, greater than 7 choices available, greater than 20 choices available, etc.).


In situations such as L0 environments in which the choice available to BP is too limited, it may be advantageous to delay or otherwise postpone connecting an agent to a contact. Introducing a delay could allow time for another agent or another contact to become available. If a contact center is operating in L0, and another agent arrives, the contact center will enter an L1 environment with two agents to choose between instead of being forced into the default selection. Similarly, if a contact center is operating in L0, and another agent arrives, the contact center will enter an L2 environment with two contacts to choose between instead of being forced into the default selection.


In some embodiments, it may be desirable to delay even if the contact center already has some choice (e.g., already operating in L1 or L2), but the choice is limited. For example, if only ten contacts are waiting in queue when an agent becomes available, the pairing strategy of FIG. 3 is expected to have an instant performance of only 60%. It may be desirable to delay until closer to twenty contacts are waiting, at which point the expected instant performance would be closer to 80%.


When a delay is permitted, it is possible to enter a hybrid environment that is neither pure L1 nor pure L2. For example, consider a contact center in which there are two contacts in queue, and only one agent is available. Following a delay, a second agent could become available, resulting in an environment in which there are multiple contacts in queue and multiple agents available for connection. Periods of time when a contact center has multiple contacts in queue and multiple free agents are referred to as “L3” environments. In the present disclosure, an L3 pairing module is a pairing module capable of causing and handling L3 environments within a contact center system.



FIG. 4 shows a flow diagram of an L3 pairing method 400 according to embodiments of the present disclosure. At block 410, a first contact in queue may be identified. In L0 and L1 environments, the first contact may be the only contact waiting in queue.


At block 420, a first available agent may be identified. In L0 and L2 environments, the first available agent may be the only available agent.


At this point, a typical contact center may connect the first contact with the first agent. If the contact center is using a choice-based pairing strategy such as BP, this connection may be suboptimal, and the choice-based pairing strategy will operate at low instant performance or efficiency. Instead, at block 430, the L3 pairing method 400 may wait for a second contact to arrive or a second agent to become available, thereby increasing the amount of choice available to BP or another choice-based pairing strategy. In some situations, this waiting or delay step may result in a contact center that is operating in an L3 environment.


In some embodiments, the L3 pairing method may wait at block 430 for a threshold amount of time, during which more than one contact may arrive or more than one agent may become available. In other embodiments, the L3 pairing method may wait at block 430 for up to a maximum amount of time, after which it makes a connection regardless of whether or how much additional choice was made available to the pairing strategy.


At block 440, a choice of pairing may be made. In embodiments where the second contact has arrived, the first available agent may be preferably paired with a selected one of at least the first and second contacts. In situations where the second agent has become available, the first contact may be preferably paired with a selected one of at least the first and second agents. In situations where there are multiple agents and multiple contacts (L3), a selected one of at least the first and second agent may be preferably paired with a selected one of at least the first and second contact.



FIG. 5 shows a flow diagram of an L3 pairing method 500 according to embodiments of the present disclosure. L3 pairing method 500 is similar to L3 pairing method 400 (FIG. 4) insofar as it uses a delay mechanism to increase choice. However, whereas pairing method 400 can result in an L3 environment, pairing method 500 compels an L3 environment.


At block 510, a first contact may be identified.


At block 520, a first available agent may be identified.


At block 530, L3 pairing method 500 may wait for a second contact to arrive, and, at block 540, L3 pairing method 500 may wait for a second agent to arrive, resulting in an L3 environment, in which multiple agents and multiple contacts are available for pairing.


At block 550, in some embodiments, a selected one of at least the first and second contacts may be paired to a selected one of at least the first and second agents. In other embodiments, BP may “batch” pairings, such as by pairing both the first agent with one of the first and second contacts, and the second agent with the other of the first and second contacts. In this way, BP may make multiple high-performance/efficiency pairings at once without further delay. In some embodiments, the contact center system may be able to effect each of these pairings/connections simultaneously, or nearly simultaneously, such as by a single batch instruction from an L3 pairing module. In other embodiments, the L3 pairing module may serialize multiple pairing/connection instructions to effect each of these multiple pairings. The serialized instructions may be made nearly simultaneously such that there is no delay or only minimal delay between routing one connection and the next.


In some embodiments, L3 pairing method 400 described above with respect to FIG. 4 may also be configured to perform batch pairings in situations in which an L3 environment arises.


It is possible for L3 environments to arise without introducing a delay or postponing selecting/choosing a pairing. For example, two or more agents may become available simultaneously or nearly simultaneously when there are multiple contacts in queue, resulting in a transition from L2 to L3. Similarly, two or more contacts may arrive simultaneously or nearly simultaneously, resulting in a transition from L1 to L3. In some contact center systems, the workforce may be instantaneously increased. For example, if there are many contacts waiting in queue, the contact center may modify the pool of logged-in agents to add more than one agent to the pool. Each of these newly-added agents would be available simultaneously or nearly simultaneously, resulting in a transition from L2 to L3.



FIG. 6 shows a flow diagram of an L3 pairing method 600 according to embodiments of the present disclosure. At block 610, a plurality of contacts waiting in queue for assignment may be identified. At block 620, a plurality of agents available for assignment to any (or at least some) of the plurality of contacts may be identified.


Consequently, the contact center is currently in an L3 environment, regardless of whether it was achieved through a delay technique or other circumstances that gave rise to L3. At block 630, in some embodiments, one of the plurality of agents may be paired with one of the plurality of contacts that was not the earliest contact to arrive. In some embodiments, the L3 pairing method 600 may batch-pair multiple agents with multiple contacts, and in some situations it may be the case that none of the preferentially paired contacts was the earliest contact to arrive.


Similarly, in some embodiments, one of the plurality of contacts may be paired with one of the plurality of agents that was not the longest-waiting agent (or best-performing agent) that would have been selected according to a FIFO-based fairness metric (or PBR strategy). In some embodiments, the L3 pairing method 600 may batch-pair multiple contacts with multiple agents, and in some situations it may be the case none of the preferentially paired agents was the longest-waiting agent (or best-performing agent, etc.).


It is possible for an L3 pairing module to perform or otherwise emulate a FIFO or FIFO-like pairing strategy while the contact center system is an L3 state. In these situations, the L3 pairing module may always pair, for example, the longest-waiting contact (or the higher-priority contact) at the head of the queue with, for example, the longest-waiting agent, regardless of the other contacts in queue and available agents. In this sense, a FIFO pairing strategy is indifferent to L1 (agent surplus), L2 (agent shortage), and L3 (multiple agents and multiple contacts) environments, operating no more or less efficiently as in an L0 state. However, an L3-enabled choice-based pairing strategy such as BP with L3 can operate at higher average performance/efficiency when L1/L2/L3 states with increased choice are possible.


In some embodiments, an L3 pairing module (e.g., L3 pairing module 140) or a similar module may be capable of making an automated workforce management recommendation or decision within the contact center system. For example, instead of preferentially trying to minimize contact hold time and agent free time, which causes the contact center to hover around L0 or in periods of L1 and L2 with limited amounts of choice, the contact center system could be advised or instructed to use a certain number of agents that is likely to keep the contact center system in high-choice environments. In some situations, the recommendation could be to staff additional agents (e.g., 10 additional agents, 100 additional agents, etc.) to increase the expected amount of time spent in high-choice L1. In other situations, the recommendation could be to staff fewer agents (e.g., 10 fewer agents, 100 fewer agents, etc.) to increase the expected amount of time spent in high-choice L2.


In some embodiments, the workforce management instruction or recommendation may balance the cost of employing additional agents and increasing agent free time against the benefit of reducing contact wait time, or balancing the cost-savings of employing fewer agents and decreasing agent free time against the cost of increasing contact wait time. These recommendations may take into account the desired metric to optimize. For example, if the contact center management desires to optimize customer satisfaction, it may desirable to make a recommendation that errs on being in high-choice L1 (agent surplus) rather than high-choice L2 (agent shortage). In either case, the recommendation or instruction may balance the cost of increasing agent free time or increasing contact wait time against the improved performance/efficiency of BP or another choice-based pairing strategy operating in higher-choice L1, L2, or L3 environments, and avoiding inefficient L0 environments in which only a default choice is available.


At this point it should be noted that L3 pairing in a contact center system in accordance with the present disclosure as described above may involve the processing of input data and the generation of output data to some extent. This input data processing and output data generation may be implemented in hardware or software. For example, specific electronic components may be employed in an L3 pairing module or similar or related circuitry for implementing the functions associated with L3 pairing in a contact center system in accordance with the present disclosure as described above. Alternatively, one or more processors operating in accordance with instructions may implement the functions associated with BP in a contact center system in accordance with the present disclosure as described above. If such is the case, it is within the scope of the present disclosure that such instructions may be stored on one or more non-transitory processor readable storage media (e.g., a magnetic disk or other storage medium), or transmitted to one or more processors via one or more signals embodied in one or more carrier waves.


The present disclosure is not to be limited in scope by the specific embodiments described herein. Indeed, other various embodiments of and modifications to the present disclosure, in addition to those described herein, will be apparent to those of ordinary skill in the art from the foregoing description and accompanying drawings. Thus, such other embodiments and modifications are intended to fall within the scope of the present disclosure. Further, although the present disclosure has been described herein in the context of at least one particular implementation in at least one particular environment for at least one particular purpose, those of ordinary skill in the art will recognize that its usefulness is not limited thereto and that the present disclosure may be beneficially implemented in any number of environments for any number of purposes. Accordingly, the claims set forth below should be construed in view of the full breadth and spirit of the present disclosure as described herein.

Claims
  • 1. A method comprising: at a first time, obtaining i) first contact information identifying a first set of contacts that are waiting to be paired with an available agent and ii) first agent information identifying a first set of available agents that are available to be paired with a contact, the first set of available agents comprising at least a first agent;after obtaining the first contact information and the first agent information, performing a first pairing process, in a switch of the contact center, using the first contact information and the first agent information;at a second time after performing the first pairing process, obtaining i) second contact information identifying a second set of contacts that are waiting to be paired with an available agent, the second set of contacts comprising at least a first contact, and ii) second agent information identifying a second set of available agents that are available to be paired with a contact, the second set of available agents comprising at least the first agent;after obtaining the second contact information and the second agent information, performing a second pairing process, in the switch of the contact center, using the second contact information and the second agent information, wherein the performance of the second pairing process results in a pairing of the first contact with the first agent;at a third time after performing the second pairing process, obtaining i) third contact information identifying a third set of contacts that are waiting to be paired with an available agent and ii) third agent information identifying a third set of available agents that are available to be paired with a contact; andafter obtaining the third contact information and the third agent information, performing a third pairing process, in the switch of the contact center, using the third contact information and the third agent information, whereinthe amount of time between the first time and the second time is: i) at least a threshold amount of time, ii) not more than a predetermined maximum amount of time, or iii) both, andthe amount of time between the second time and the third time is: i) at least the threshold amount of time, ii) not more than the predetermined maximum amount of time, or iii) both.
  • 2. The method of claim 1, wherein the first set of available agents comprises at least the first agent and a second agent.
  • 3. The method of claim 1, wherein the second set of contacts comprises at least the first contact and a second contact.
  • 4. The method of claim 1, wherein a combination of the first contact information and the first agent information and/or a combination of the second contact information and the second agent information identifies an amount of choice available to a contact center system.
  • 5. The method of claim 1, wherein the threshold amount of time or the predetermined maximum amount of time is based on an amount of choice available to a contact center system.
  • 6. The method of claim 1, wherein pairing the first contact to the first agent occurs at a fourth time between the second time and the third time.
  • 7. The method of claim 1, wherein pairing the first contact to the first agent occurs at a fourth time after the third time.
  • 8. The method of claim 1, wherein the first contact became available for pairing closer to the first time than the second time.
  • 9. The method of claim 1, wherein the amount of time between the first time and the second time equals to the threshold amount of time, andthe amount of time between the second time and the third time equals to the threshold amount of time.
  • 10. A system, the system comprising: memory; andprocessing circuitry coupled to the memory, wherein the system is configured to: at a first time, obtain i) first contact information identifying a first set of contacts that are waiting to be paired with an available agent and ii) first agent information identifying a first set of available agents that are available to be paired with a contact, the first set of available agents comprising at least a first agent;after obtaining the first contact information and the first agent information, perform a first pairing process, in a switch of the contact center, using the first center information and the first agent information;at a second time after performing the first pairing process, obtain i) second contact center information identifying a second set of contacts that are waiting to be paired with an available agent, the second set of contacts comprising at least a first contact and ii) second agent information identifying a second set of available agents that are available to be paired with a contact, the second set of available agents comprising at least the first agent;after obtaining the second contact information and the second agent information, perform a second pairing process, in the switch of the contact center, using the second contact information and the second agent information, wherein the performance of the second pairing process results in a pairing of the first contact with the first agent;at a third time after performing the second pairing process, obtain i) third contact information identifying a third set of contacts that are waiting to be paired with an available agent and ii) third agent information identifying a third set of available agents that are available to be paired with a contact; andafter obtaining the third contact information and the third agent information, perform a third pairing process, in the switch of the contact center, using the third contact information and the third agent information, whereinthe amount of time between the first time and the second time is: i) at least a threshold amount of time, ii) not more than a predetermined maximum amount of time, or iii) both, andthe amount of time between the second time and the third time is: i) at least the threshold amount of time, ii) not more than the predetermined maximum amount of time, or iii) both.
  • 11. The system of claim 10, wherein the first set of available agents comprises at least the first agent and a second agent.
  • 12. The system of claim 10, wherein the second set of contacts comprises at least the first contact and a second contact.
  • 13. The system of claim 10, wherein a combination of the first contact information and the first agent information and/or a combination of the second contact information and the second agent information identifies an amount of choice available to a contact center system.
  • 14. The system of claim 10, wherein the threshold amount of time or the predetermined maximum amount of time is based on an amount of choice available to a contact center system.
  • 15. The system of claim 10, wherein pairing the first contact to the first agent occurs at a fourth time between the second time and the third time.
  • 16. The system of claim 10, wherein pairing the first contact to the first agent occurs at a fourth time after the third time.
  • 17. The system of claim 10, wherein the first contact became available for pairing closer to the first time than the second time.
  • 18. A computer program product comprising a non-transitory computer readable medium storing instructions which when executed by processing circuitry of a system causes the system to: at a first time, obtain i) first contact information identifying a first set of contacts that are waiting to be paired with an available agent and ii) first agent information identifying a first set of available agents that are available to be paired with a contact, the first set of available agents comprising at least a first agent;after obtaining the first contact information and the first agent information, perform a first pairing process, in a switch of the contact center, using the first center information and the first agent information;at a second time after performing the first pairing process, obtain i) second contact center information identifying a second set of contacts that are waiting to be paired with an available agent, the second set of contacts comprising at least a first contact and ii) second agent information identifying a second set of available agents that are available to be paired with a contact, the second set of available agents comprising at least the first agent;after obtaining the second contact information and the second agent information, perform a second pairing process, in the switch of the contact center, using the second contact information and the second agent information, wherein the performance of the second pairing process results in a pairing of the first contact with the first agent;at a third time after performing the second pairing process, obtain i) third contact information identifying a third set of contacts that are waiting to be paired with an available agent and ii) third agent information identifying a third set of available agents that are available to be paired with a contact; andafter obtaining the third contact information and the third agent information, perform a third pairing process, in the switch of the contact center, using the third contact information and the third agent information, whereinthe amount of time between the first time and the second time is: i) at least a threshold amount of time, ii) not more than a predetermined maximum amount of time, or iii) both, andthe amount of time between the second time and the third time is: i) at least the threshold amount of time, ii) not more than the predetermined maximum amount of time, or iii) both.
  • 19. The computer program product of claim 18, wherein the first set of available agents comprises at least the first agent and a second agent.
  • 20. The computer program product of claim 18, wherein the second set of contacts comprises at least the first contact and a second contact.
  • 21. The computer program product of claim 18, wherein a combination of the first contact information and the first agent information and/or a combination of the second contact information and the second agent information identifies an amount of choice available to a contact center system.
  • 22. The computer program product of claim 18, wherein the threshold amount of time or the predetermined maximum amount of time is based on an amount of choice available to a contact center system.
  • 23. The computer program product of claim 18, wherein pairing the first contact to the first agent occurs at a fourth time between the second time and the third time.
  • 24. The computer program product of claim 18, wherein pairing the first contact to the first agent occurs at a fourth time after the third time.
  • 25. The computer program product of claim 18, wherein the first contact became available for pairing closer to the first time than the second time.
US Referenced Citations (300)
Number Name Date Kind
5155763 Bigus et al. Oct 1992 A
5206903 Kohler et al. Apr 1993 A
5327490 Cave Jul 1994 A
5537470 Lee Jul 1996 A
5702253 Bryce et al. Dec 1997 A
5825869 Brooks et al. Oct 1998 A
5903641 Tonisson May 1999 A
5907601 David et al. May 1999 A
5926538 Deryugin et al. Jul 1999 A
6044355 Crockett et al. Mar 2000 A
6044468 Osmond Mar 2000 A
6049603 Schwartz et al. Apr 2000 A
6052460 Fisher et al. Apr 2000 A
6064731 Flockhart et al. May 2000 A
6088444 Walker et al. Jul 2000 A
6163607 Bogart et al. Dec 2000 A
6222919 Hollatz et al. Apr 2001 B1
6292555 Okamoto Sep 2001 B1
6324282 McIllwaine et al. Nov 2001 B1
6333979 Bondi et al. Dec 2001 B1
6389132 Price May 2002 B1
6389400 Bushey et al. May 2002 B1
6408066 Andruska et al. Jun 2002 B1
6411687 Bohacek et al. Jun 2002 B1
6424709 Doyle Jul 2002 B1
6434230 Gabriel Aug 2002 B1
6493446 Cherry Dec 2002 B1
6496580 Chack Dec 2002 B1
6504920 Okon et al. Jan 2003 B1
6519335 Bushnell Feb 2003 B1
6535600 Fisher et al. Mar 2003 B1
6535601 Flockhart et al. Mar 2003 B1
6570980 Baruch May 2003 B1
6577727 Hymel Jun 2003 B1
6587556 Judkins et al. Jul 2003 B1
6603854 Judkins et al. Aug 2003 B1
6639976 Shellum et al. Oct 2003 B1
6661889 Flockhart et al. Dec 2003 B1
6704410 McFarlane et al. Mar 2004 B1
6707904 Judkins et al. Mar 2004 B1
6714643 Gargeya et al. Mar 2004 B1
6744878 Komissarchik et al. Jun 2004 B1
6763104 Judkins et al. Jul 2004 B1
6774932 Ewing et al. Aug 2004 B1
6775378 Villena et al. Aug 2004 B1
6798876 Bala Sep 2004 B1
6829348 Schroeder et al. Dec 2004 B1
6832203 Villena et al. Dec 2004 B1
6859529 Duncan et al. Feb 2005 B2
6895083 Bers et al. May 2005 B1
6922466 Peterson et al. Jul 2005 B1
6937715 Delaney Aug 2005 B2
6956941 Duncan et al. Oct 2005 B1
6970821 Shambaugh et al. Nov 2005 B1
6970829 Leamon Nov 2005 B1
6978006 Polcyn Dec 2005 B1
7023979 Wu et al. Apr 2006 B1
7039166 Peterson et al. May 2006 B1
7050566 Becerra et al. May 2006 B2
7050567 Jensen May 2006 B1
7062031 Becerra et al. Jun 2006 B2
7068775 Lee Jun 2006 B1
7092509 Mears et al. Aug 2006 B1
7103172 Brown et al. Sep 2006 B2
7158628 McConnell et al. Jan 2007 B2
7184540 Dezonno et al. Feb 2007 B2
7209549 Reynolds et al. Apr 2007 B2
7231032 Nevman et al. Jun 2007 B2
7231034 Rikhy et al. Jun 2007 B1
7236584 Torba Jun 2007 B2
7245716 Brown et al. Jul 2007 B2
7245719 Kawada et al. Jul 2007 B2
7266251 Rowe Sep 2007 B2
7269253 Wu et al. Sep 2007 B1
7353388 Gilman et al. Apr 2008 B1
7398224 Cooper Jul 2008 B2
7593521 Becerra et al. Sep 2009 B2
7676034 Wu et al. Mar 2010 B1
7725339 Aykin May 2010 B1
7734032 Kiefhaber et al. Jun 2010 B1
7826597 Berner et al. Nov 2010 B2
7864944 Khouri et al. Jan 2011 B2
7899177 Bruening et al. Mar 2011 B1
7916858 Heller et al. Mar 2011 B1
7940917 Lauridsen et al. May 2011 B2
7961866 Boutcher et al. Jun 2011 B1
7995717 Conway et al. Aug 2011 B2
8000989 Kiefhaber et al. Aug 2011 B1
8010607 McCormack et al. Aug 2011 B2
8094790 Conway et al. Jan 2012 B2
8126133 Everingham et al. Feb 2012 B1
8140441 Cases et al. Mar 2012 B2
8175253 Knott et al. May 2012 B2
8229102 Knott et al. Jul 2012 B2
8249245 Jay et al. Aug 2012 B2
8295471 Spottiswoode et al. Oct 2012 B2
8300798 Wu et al. Oct 2012 B1
8359219 Chishti et al. Jan 2013 B2
8433597 Chishti et al. Apr 2013 B2
8472611 Chishti Jun 2013 B2
8565410 Chishti et al. Oct 2013 B2
8577706 Aykin Nov 2013 B1
8634542 Spottiswoode et al. Jan 2014 B2
8644490 Stewart Feb 2014 B2
8670548 Xie et al. Mar 2014 B2
8699694 Chishti et al. Apr 2014 B2
8712821 Spottiswoode Apr 2014 B2
8718271 Spottiswoode May 2014 B2
8724797 Chishti et al. May 2014 B2
8731178 Chishti et al. May 2014 B2
8737595 Chishti et al. May 2014 B2
8750488 Spottiswoode et al. Jun 2014 B2
8761380 Kohler et al. Jun 2014 B2
8781100 Spottiswoode et al. Jul 2014 B2
8781106 Afzal Jul 2014 B2
8792630 Chishti et al. Jul 2014 B2
8824658 Chishti Sep 2014 B2
8831207 Agarwal Sep 2014 B1
8879715 Spottiswoode et al. Nov 2014 B2
8903079 Xie et al. Dec 2014 B2
8913736 Kohler et al. Dec 2014 B2
8923504 Bracco et al. Dec 2014 B1
8929537 Chishti et al. Jan 2015 B2
8935172 Noble, Jr Jan 2015 B1
8938063 Hackbarth Jan 2015 B1
8995647 Li et al. Mar 2015 B2
9020137 Chishti et al. Apr 2015 B2
9025757 Spottiswoode et al. May 2015 B2
9277055 Spottiswoode et al. Mar 2016 B2
9300802 Chishti Mar 2016 B1
9426296 Chishti et al. Aug 2016 B2
9692899 Rizvi Jun 2017 B1
9712679 Chishti et al. Jul 2017 B2
9781269 Chishti et al. Oct 2017 B2
9787841 Chishti et al. Oct 2017 B2
9930180 Kan et al. Mar 2018 B1
9942405 Kan et al. Apr 2018 B1
9955013 Chishti Apr 2018 B1
10027812 Kan et al. Jul 2018 B1
RE46986 Chishti et al. Aug 2018 E
10116800 Kan et al. Oct 2018 B1
10135987 Chishti et al. Nov 2018 B1
RE47201 Chishti Jan 2019 E
10284727 Kan et al. May 2019 B2
10326882 Chishti Jun 2019 B2
10404861 Kan et al. Sep 2019 B2
10567586 Xie et al. Feb 2020 B2
10863026 Chishti Dec 2020 B2
20010032120 Stuart et al. Oct 2001 A1
20010044896 Schwartz et al. Nov 2001 A1
20020018554 Jensen et al. Feb 2002 A1
20020046030 Haritsa et al. Apr 2002 A1
20020059164 Shtivelman May 2002 A1
20020082736 Lech et al. Jun 2002 A1
20020110234 Walker et al. Aug 2002 A1
20020111172 DeWolf et al. Aug 2002 A1
20020131399 Philonenko Sep 2002 A1
20020138285 DeCotiis et al. Sep 2002 A1
20020143599 Nourbakhsh et al. Oct 2002 A1
20020161765 Kundrot et al. Oct 2002 A1
20020184069 Kosiba et al. Dec 2002 A1
20020196845 Richards et al. Dec 2002 A1
20030002653 Uckun Jan 2003 A1
20030059029 Mengshoel et al. Mar 2003 A1
20030081757 Mengshoel et al. May 2003 A1
20030095652 Mengshoel et al. May 2003 A1
20030169870 Stanford Sep 2003 A1
20030174830 Boyer et al. Sep 2003 A1
20030217016 Pericle Nov 2003 A1
20040028211 Culp et al. Feb 2004 A1
20040057416 McCormack Mar 2004 A1
20040096050 Das et al. May 2004 A1
20040098274 Dezonno et al. May 2004 A1
20040101127 Dezonno et al. May 2004 A1
20040109555 Williams Jun 2004 A1
20040133434 Szlam et al. Jul 2004 A1
20040210475 Starnes et al. Oct 2004 A1
20040230438 Pasquale et al. Nov 2004 A1
20040267816 Russek Dec 2004 A1
20050013428 Walters Jan 2005 A1
20050043986 McConnell et al. Feb 2005 A1
20050047581 Shaffer et al. Mar 2005 A1
20050047582 Shaffer et al. Mar 2005 A1
20050071223 Jain et al. Mar 2005 A1
20050129212 Parker Jun 2005 A1
20050135593 Becerra et al. Jun 2005 A1
20050135596 Zhao Jun 2005 A1
20050187802 Koeppel Aug 2005 A1
20050195960 Shaffer et al. Sep 2005 A1
20050286709 Horton et al. Dec 2005 A1
20060098803 Bushey et al. May 2006 A1
20060110052 Finlayson May 2006 A1
20060124113 Roberts Jun 2006 A1
20060184040 Keller et al. Aug 2006 A1
20060222164 Contractor et al. Oct 2006 A1
20060233346 McIlwaine et al. Oct 2006 A1
20060262918 Karnalkar et al. Nov 2006 A1
20060262922 Margulies et al. Nov 2006 A1
20070036323 Travis Feb 2007 A1
20070061183 Seetharaman Mar 2007 A1
20070071222 Flockhart et al. Mar 2007 A1
20070116240 Foley et al. May 2007 A1
20070121602 Sin et al. May 2007 A1
20070121829 Tal et al. May 2007 A1
20070136342 Singhai et al. Jun 2007 A1
20070153996 Hansen Jul 2007 A1
20070154007 Bernhard Jul 2007 A1
20070174111 Anderson et al. Jul 2007 A1
20070198322 Bourne Aug 2007 A1
20070211881 Parker-Stephen Sep 2007 A1
20070219816 Van Luchene et al. Sep 2007 A1
20070274502 Brown Nov 2007 A1
20070291922 Matteo Dec 2007 A1
20080002823 Fama et al. Jan 2008 A1
20080008309 Dezonno et al. Jan 2008 A1
20080046386 Pieraccinii et al. Feb 2008 A1
20080065476 Klein et al. Mar 2008 A1
20080109797 Khetarpal et al. May 2008 A1
20080118052 Houmaidi et al. May 2008 A1
20080144803 Jaiswal et al. Jun 2008 A1
20080152122 Idan et al. Jun 2008 A1
20080181389 Bourne et al. Jul 2008 A1
20080199000 Su et al. Aug 2008 A1
20080205611 Jordan et al. Aug 2008 A1
20080267386 Cooper Oct 2008 A1
20080273687 Knott et al. Nov 2008 A1
20090043670 Johansson et al. Feb 2009 A1
20090086933 Patel et al. Apr 2009 A1
20090190740 Chishti et al. Jul 2009 A1
20090190743 Spottiswoode Jul 2009 A1
20090190744 Xie et al. Jul 2009 A1
20090190745 Xie et al. Jul 2009 A1
20090190746 Chishti et al. Jul 2009 A1
20090190747 Spottiswoode Jul 2009 A1
20090190748 Chishti et al. Jul 2009 A1
20090190749 Xie et al. Jul 2009 A1
20090190750 Xie Jul 2009 A1
20090232294 Xie et al. Sep 2009 A1
20090234710 Belgaied Hassine et al. Sep 2009 A1
20090245493 Chen et al. Oct 2009 A1
20090249083 Forlenza et al. Oct 2009 A1
20090304172 Becerra et al. Dec 2009 A1
20090305172 Tanaka et al. Dec 2009 A1
20090318111 Desai et al. Dec 2009 A1
20090323921 Spottiswoode et al. Dec 2009 A1
20100020959 Spottiswoode Jan 2010 A1
20100020961 Spottiswoode Jan 2010 A1
20100054431 Jaiswal et al. Mar 2010 A1
20100054452 Afzal Mar 2010 A1
20100054453 Stewart Mar 2010 A1
20100086120 Brussat et al. Apr 2010 A1
20100111285 Chishti May 2010 A1
20100111286 Chishti May 2010 A1
20100111287 Xie et al. May 2010 A1
20100111288 Afzal et al. May 2010 A1
20100142689 Hansen et al. Jun 2010 A1
20100142698 Spottiswoode et al. Jun 2010 A1
20100158238 Saushkin Jun 2010 A1
20100183138 Spottiswoode et al. Jul 2010 A1
20110022357 Vock et al. Jan 2011 A1
20110031112 Birang et al. Feb 2011 A1
20110069821 Korolev et al. Mar 2011 A1
20110125048 Causevic et al. May 2011 A1
20110206199 Arora Aug 2011 A1
20120051536 Chishti et al. Mar 2012 A1
20120051537 Chishti et al. Mar 2012 A1
20120087486 Guerrero Apr 2012 A1
20120183131 Kohler et al. Jul 2012 A1
20120224680 Spottiswoode et al. Sep 2012 A1
20120278136 Flockhart et al. Nov 2012 A1
20130003959 Nishikawa et al. Jan 2013 A1
20130051545 Ross et al. Feb 2013 A1
20130251137 Chishti et al. Sep 2013 A1
20130251138 Spottiswoode et al. Sep 2013 A1
20130287202 Flockhart et al. Oct 2013 A1
20140044246 Klemm et al. Feb 2014 A1
20140079210 Kohler et al. Mar 2014 A1
20140119531 Tuchman et al. May 2014 A1
20140119533 Spottiswoode et al. May 2014 A1
20140270133 Conway et al. Sep 2014 A1
20140341370 Li et al. Nov 2014 A1
20150055772 Klemm et al. Feb 2015 A1
20150237208 Chishti et al. Aug 2015 A1
20150281448 Putra et al. Oct 2015 A1
20160080573 Chishti Mar 2016 A1
20160171422 Wicaksono Jun 2016 A1
20170013131 Craib Jan 2017 A1
20170064080 Chishti et al. Mar 2017 A1
20170064081 Chishti et al. Mar 2017 A1
20170126893 Boutcher et al. May 2017 A1
20170316438 Konio et al. Nov 2017 A1
20180159977 Danson et al. Jun 2018 A1
20180191898 Chishti Jul 2018 A1
20180191902 Chishti Jul 2018 A1
20180191904 Chishti Jul 2018 A1
20180316793 Kan et al. Nov 2018 A1
20180316794 Kan et al. Nov 2018 A1
20190222697 Kan et al. Jul 2019 A1
20190306316 Chishti Oct 2019 A1
20210092230 Chishti Mar 2021 A1
Foreign Referenced Citations (52)
Number Date Country
2008349500 May 2014 AU
2009209317 May 2014 AU
2009311534 Aug 2014 AU
2015243001 Nov 2015 AU
102457623 May 2012 CN
102301688 May 2014 CN
102017591 Nov 2014 CN
104202492 Dec 2014 CN
104778532 Jul 2015 CN
104854829 Aug 2015 CN
105100517 Nov 2015 CN
0493292 Jul 1992 EP
0949793 Oct 1999 EP
1032188 Aug 2000 EP
11-098252 Apr 1999 JP
2000-078291 Mar 2000 JP
2000-078292 Mar 2000 JP
2000-092213 Mar 2000 JP
2000-236393 Aug 2000 JP
2001-292236 Oct 2001 JP
2001-518753 Oct 2001 JP
2002-297900 Oct 2002 JP
3366565 Jan 2003 JP
2003-187061 Jul 2003 JP
2004-056517 Feb 2004 JP
2004-227228 Aug 2004 JP
2006-345132 Dec 2006 JP
2007-324708 Dec 2007 JP
2011-511533 Apr 2011 JP
2011-511536 Apr 2011 JP
5421928 Feb 2014 JP
2014-207707 Oct 2014 JP
5631326 Nov 2014 JP
5649575 Jan 2015 JP
2015-167279 Sep 2015 JP
2019-205186 Nov 2019 JP
316118 Dec 2013 MX
322251 Jul 2014 MX
587100 Oct 2013 NZ
587101 Oct 2013 NZ
591486 Jan 2014 NZ
592781 Mar 2014 NZ
I-2010-501704 Feb 2014 PH
I-2010-501705 Feb 2015 PH
WO-1999017517 Apr 1999 WO
WO-0070849 Nov 2000 WO
WO-2001063894 Aug 2001 WO
WO-2006124113 Nov 2006 WO
2007055250 May 2007 WO
WO-2010053701 May 2010 WO
WO-2011081514 Jul 2011 WO
WO-2016048290 Mar 2016 WO
Non-Patent Literature Citations (40)
Entry
Anonymous. (2006) “Performance Based Routing in Profit Call Centers,” The Decision Makers' Direct, located at www.decisioncraft.com, Issue Jun. 2002 (3 pages).
Cleveland, William S., “Robust Locally Weighted Regression and Smoothing Scatterplots,” Journal of the American Statistical Association, vol. 74, No. 368, Dec. 1979, pp. 829-836 (8 pages).
Gans, N. et al. (2003), “Telephone Call Centers: Tutorial, Review and Research Prospects,” Manufacturing & Service Operations Management, vol. 5, No. 2, pp. 79-141.
Koole, G. (2004). “Performance Analysis and Optimization in Customer Contact Centers,” Proceedings of the Quantitative Evaluation of Systems, First International Conference, Sep. 27-30, 2004 (4 pages).
Koole, G. et al. (Mar. 6, 2006). “An Overview of Routing and Staffing Algorithms in Multi-Skill Customer Contact Centers,” Manuscript, 42 pages.
Ntzoufras, “Bayesian Modeling Using Winbugs”. Wiley Interscience, Chapter 5, Normal Regression Models, Oct. 18, 2007, Redacted version, pp. 155-220 (67 pages).
Press, W. H. and Rybicki, G. B., “Fast Algorithm for Spectral Analysis of Unevenly Sampled Data,” The Astrophysical Journal, vol. 338, Mar. 1, 1989, pp. 277-280 (4 pages).
Riedmiller, M. et al. (1993). “A Direct Adaptive Method for Faster Backpropagation Learning: The RPROP Algorithm,” 1993 IEEE International Conference on Neural Networks, San Francisco, CA, Mar. 28-Apr. 1, 1993, 1:586-591.
Stanley et al., “Improving call center operations using performance-based routing strategies,” Calif. Journal of Operations Management, 6(1), 24-32, Feb. 2008; retrieved from http://userwww.sfsu.edu/saltzman/Publist.html.
Ioannis Ntzoufras “Bayesian Modeling Using Winbugs an Introduction”, Department of Statistices, Athens University of Economics and Business, Wiley-Interscience, A John Wiley & Sons, Inc., Publication, Chapter 5, Jan. 1, 2007, pp. 155-220 (67 pages).
Non-Final Office Action issued in U.S. Appl. No. 17/191,015 dated Apr. 23, 2021, 49 pages.
Non-Final Office Action issued in U.S. Appl. No. 17/191,000 dated May 26, 2021, 44 pages.
Canadian Office Action issued in Canadian Patent Application No. 2713526, dated Oct. 25, 2016 (7 pages).
India Examination Report issued in India Patent Application No. 7583/CHENP/2014, dated Jun. 27, 2019 (7 pages).
International Preliminary Report on Patentability issued in connection with PCT Application No. PCT/US2009/066254 dated Jun. 14, 2011 (6 pages).
International Search Report and Written Opinion issued by the European Patent Office as International Searching Authority for International Application No. PCT/IB2016/001762 dated Feb. 20, 2017 (15 pages).
International Search Report and Written Opinion issued by the European Patent Office as International Searching Authority for International Application No. PCT/IB2016/001776 dated Mar. 3, 2017 (16 pages).
International Search Report and Written Opinion issued by the European Patent Office as International Searching Authority for International Application No. PCT/IB2017/001748 dated Aug. 1, 2018 (20 pages).
International Search Report and Written Opinion issued by the U.S. Patent and Trademark Office as International Searching Authority for International Application No. PCT/US17/66988 dated Jan. 29, 2018 (13 pages).
International Search Report issued in connection with International Application No. PCT/US13/33268 dated May 31, 2013 (2 pages).
International Search Report issued in connection with PCT Application No. PCT/US/2009/054352 dated Mar. 12, 2010 (5 pages).
International Search Report issued in connection with PCT Application No. PCT/US2008/077042 dated Mar. 13, 2009 (3 pages).
International Search Report issued in connection with PCT Application No. PCT/US2009/031611 dated Jun. 3, 2009 (5 pages).
International Search Report issued in connection with PCT Application No. PCT/US2009/066254 dated Feb. 24, 2010 (4 pages).
International Search Report issued in connection with PCT/US2009/061537 dated Jun. 7, 2010 (5 pages).
International Search Report issued in connection with PCT/US2013/033261 dated Jun. 14, 2013 (3 pages).
International Search Report issued in connection with PCT/US2013/33265 dated Jul. 9, 2013 (2 pages).
Japanese Office Action issued by the Japan Patent Office for Application No. 2015-503396 dated Jun. 29, 2016 (7 pages).
Subsequent Substantive Examination Report issued in connection with Philippines Application No. 1-2010-501705 dated Jul. 14, 2014 (1 page).
Substantive Examination Report issued in connection with Philippines Application No. 1/2011/500868 dated May 2, 2014 (1 page).
Written Opinion of the international Searching Authority issued in connection with PCT Application No. PCT/US2008/077042 dated Mar. 13, 2009 (6 pages).
Written Opinion of the International Searching Authority issued in connection with international Aoolication No. PCT/US13/33268 dated May 31, 2013 (7 pages).
Written Opinion of the International Searching Authority issued in connection with PCT Application No. PCT/US/2009/054352 dated Mar. 12, 2010 (5 pages).
Written Opinion of the International Searching Authority issued in connection with PCT Application No. PCT/US2009/031611 dated Jun. 3, 2009 (7 pages).
Written Opinion of the International Searching Authority issued in connection with PCT Application No. PCT/US2009/066254 dated Feb. 4, 2010 (5 pages).
Written Opinion of the international Searching Authority issued in connection with PCT/US2009/061537 dated Jun. 7, 2010 (10 pages).
Written Opinion of the International Searching Authority issued in connection with PCT/US2013/033261 dated Jun. 14, 2013 (7 pages).
Written Opinion of the International Searching Authority issued in connection with PCT/US2013/33265 dated Jul. 9, 2013 (7 pages).
English Translation of Japanese Office Action issued in Japanese Patent Application No. 2021-110562, dated Jan. 11, 2022 (6 pages).
Chinese Office Action issued in Chinese Patent Application No. 202110360089.2, dated Nov. 3, 2021 (19 pages).
Related Publications (1)
Number Date Country
20210195027 A1 Jun 2021 US
Continuations (3)
Number Date Country
Parent 17113715 Dec 2020 US
Child 17191028 US
Parent 16445014 Jun 2019 US
Child 17113715 US
Parent 15395529 Dec 2016 US
Child 16445014 US