Formula library

Single-Server Queue Waiting Time

Single-Server Queue Waiting Time
\[W_q=\frac{\lambda}{\mu(\mu-\lambda)}\]

Variables

Wqaverage waiting time in queue
lambda[λ]arrival rate (customers/time)
mu[μ]service rate (customers/time)

Description

What is this formula?


The Single-Server Queue Waiting Time formula calculates the average time customers spend waiting in line before service begins in an M/M/1 queueing system.


It is one of the most important performance measures in queueing theory.


When to use it


Use this formula when:


- Analyzing customer waiting times.

- Designing service facilities.

- Evaluating call centers.

- Studying manufacturing bottlenecks.

- Optimizing staffing levels.


Example


A service desk receives:


λ = 18 customers/hour


The service rate is:


μ = 24 customers/hour


Formula:


Wq = λ/[μ(μ−λ)]


Substitution:


Wq = 18/[24(24−18)]


Wq = 18/144


Wq = 0.125 h


Result:


The average waiting time in queue is 0.125 hours or 7.5 minutes.


Applications


- Queueing theory

- Call centers

- Manufacturing systems

- Retail operations

- Healthcare services

- Transportation systems


Note


This formula applies specifically to M/M/1 queues with Poisson arrivals, exponential service times, and a single server. More complex queueing systems require different models and equations.

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