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Virtual queue

Virtual queue is a computer science topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Virtual queue rather than just read about it. In short: The virtual queue is a concept used in both inbound call centers and other businesses to improve wait times for users. Call centers use an Automatic Call Distributor (ACD) to distribute incoming calls to specific resources (agents) in the center.

Virtual queue — main illustration
Virtual queue — illustration

Key takeaways

  • Virtual queue belongs to computer science; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Virtual queue to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Virtual queue from memory before moving on to harder problems.

Reference excerpt

The virtual queue is a concept used in both inbound call centers and other businesses to improve wait times for users. Call centers use an Automatic Call Distributor (ACD) to distribute incoming calls to specific resources (agents) in the center. ACDs hold queued calls in First In, First Out order until agents become available. Virtual queue systems allow callers to receive callbacks instead of waiting in an ACD queue. This solution is analogous to the “fast lane” option used at amusement parks, such as Disney's FastPass, in which a computerized system allows park visitors to secure their place in a “virtual queue” rather than waiting in a physical queue. In brick-and-mortar retail and the business world, virtual queuing for large organizations similar to Disney's FastPass and Six Flags' Fast Lane, have been in use since 1999 and 2026 respectively. For small businesses, virtual queue management can be implemented through SMS text notification services or apps on smartphones and tablet devices, with in-app notification and remote queue status views. The online queue often referred to as a virtual-waiting-room is the brain child of UK Inventor and entrepreneur Matt King whose 2004 patented process EP1751954b1 was the first solution online to prevent visitor websurges and crashes. Before that the online queue to prevent visitor websurges and crashes was invented and patented by Masanori Kubo in 2000. The term virtual-waiting-room was coined by Akamai Technologies in 2004 for its Edge Computing web-based service to prevent visitor websurges and crashes and amongst other used by leading online ticketing agencies, proved valuable to MLB.com's (Major League Baseball) successful ticket sales.

Types of Virtual queue

Call center queue A virtual queue in a call center is a cloud based system that places calls into an waiting line while eliminating the need for callers to stay on hold. Instead of waiting on the phone, customers can request a callback and receive an agent's call when their turn arrives. It manages queue order, reduces hold times, and improves the overall efficiency and experience of call center operations. While there are several different varieties of virtual queuing systems, a standard First In, First Out that maintains the customer's place in line is set to monitor queue conditions until the Estimated Wait Time (EWT) exceeds a predetermined threshold. When the threshold is exceeded, the system intercepts incoming calls before they enter the queue. It informs customers of their EWT and offers the option of receiving a callback in the same amount of time as if they waited on hold. If customers choose to remain in a queue, their calls are routed directly to the queue. Customers who opt for a callback are prompted to enter their phone number and then hang up the phone. A “virtual placeholder” maintains the customers' position in the queue while the ACD queue is worked off. The virtual queuing system monitors the rate at which calls in queue are worked off and launches an outbound call to the customer moments before the virtual placeholder is due to reach the top of the queue. When the callback is answered by the customer, the system asks for confirmation that the correct person is on the line and ready to speak with an agent. Upon receiving confirmation, the system routes the call to the next available agent resource, who handles it as a normal inbound call. Call centers do not measure this "virtual queue" time as "queue time" because the caller is free to pursue other activities instead of listening to hold music and announcements. The voice circuit is released between the ACD and the telecommunications network, so the call does not accrue any queue time or telecommunications charges.

Universal Queue Universal queue (UQ) is concept in contact center design whereby multiple communications channels (such as telephone, fax and email) are integrated into a single 'universal queue' to standardize processing and handling, enabling coherent customer relations management (CRM). UQ is generally used for standardised routing, recording, handling, reporting, and management of all communications in a contact center (or across an entire organisation). Although UQ was discussed at least as far back as 2004, difficulties in implementing this system prevented its widespread uptake. As of 2008, there is little data available online regarding existing UQ implementations.

Web based Virtual Waiting Room A web based virtual waiting room is an online traffic control system used during high demand events or sudden traffic surges. It places visitors in a temporary queue and releases them into the website at a controlled pace. By regulating inflow, it prevents overload, slows, and outages, ensuring the site remains stable, responsive, and available for all users. It is widely used across ticketing, e-commerce, and travel services, where large traffic spikes frequently occur.

Hybrid virtual queue A hybrid queue is a system where people join a queue online for an activity that ultimately takes place in person. Users queue digitally and are free to use their time however they wish while waiting. When their turn approaches, they return to the physical location to receive service or enter the venue. This is commonly used in theme parks, restaurants, and similar venues where guests wait via an app or website and return to the location when their turn arrives.

… excerpt ends here. Continue reading the full article.

Illustrations

Virtual queue: A customer in Sembach, Germany, scanning a QR code to be added to a virtual queue for a vehicle registration process
A customer in Sembach, Germany, scanning a QR code to be added to a virtual queue for a vehicle registration process

Worked examples

Example 1 — a first encounter with Virtual queue

Start with the simplest possible case. Write down what Virtual queue claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In computer science, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Virtual queue before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Virtual queue ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Virtual queue

In research
Virtual queue appears in computer science research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Virtual queue in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Virtual queue is common in secondary-school and first-year university syllabi. It links to neighbouring topics Computer telephony integration, Telemarketing, so understanding it makes those chapters shorter.
In everyday life
Look for Virtual queue outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.
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How to study Virtual queue in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Virtual queue means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Virtual queue out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Virtual queue in simple terms?

The virtual queue is a concept used in both inbound call centers and other businesses to improve wait times for users. Call centers use an Automatic Call Distributor (ACD) to distribute incoming calls to specific resources (agents) in the center.

Why does Virtual queue matter?

Because it connects several computer science ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Virtual queue?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Virtual queue.

Tags

  • Computer telephony integration
  • Telemarketing

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