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Problem description The problem at hand relates to a waiting time management of queues in a typical bank. In a bid to improve the
Problem description The problem at hand relates to a waiting time management of queues in a typical bank. In a bid to improve the level of service at the tellers, a bank manager seeks to find strategies to employ for better service offering that will improve customer satisfaction. The manager is prepared to employ up to 5 cashiers, but not less than 1. The main management objectives are (i) To have a average customer to wait less than 2 minutes for service, and (ii) the average length of the queue (waiting line) to be 2 persons or fewer. The manager tests several models to help in the decision process. Model 1 Suppose the manager makes the following assumptions: The distribution of the length of time it takes the cashiers to carry out a service is exponential, with mean 2 minutes and standard deviation of 1.25 minutes; There is no limit to the queue length during business hours as the bank has a large floor area; Customers arrive is a Poisson distribution, with mean of 25 per hour Service is done on a first come first serve basis. Model 2 Suppose the manager uses empirical data collected from past observations, from which it is esti- mated that the bank serves 150 customers per day, and existing arrival and service times are as given in the tables below: Interarrival time (minutes) Probability 0 1 2 3 4 5 Table 1: Interarrival times 0.10 0.15 0.10 0.35 0.25 0.05 Service Time Probability 1 0.25 2 0.20 3 0.40 4 0.15 Table 2: Service times Model 3 Suppose management needs to adjust the service strategies in order to comply to the Covid 19. restrictions imposed for the use of public space. A typical requirement that banks needed to imple- ment was to have a limited number of customers within the service area and provide limited sitting outside the service area. Question 1 Describe the problem using the terminology of continuous time stochastic processes used in the study of this module, stating the processes and their distributions underlying the modelling. Your Assignment As a consultant you want to model the different scenarios so that you can make recommenda- tions to management, stating the criteria used and findings for your recommendations. To meet management expectation, you decide to base your decision analysis one the questions below. Question 2 How many tellers should be employed to meet the management objectives, based on the arrival and service patterns assumed in Model 1? Question 3 Is the customer service level in Model 2 satisfactory according to the manager guidelines/objectives? If not, determine (through modelling), the minimal changes for tellers required to accomplish the manager's goal. Question 4 In Model 3, do the Covid 19 restrictions require change in any of the assumptions made in Model: 1? With justification, you want to analyse the new scenario of Model 3 and determine how manage- ment should adjust their service level strategy to comply with the restrictions while meeting their objectives.
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To explain the problem effectively lets break it down into the components of continuoustime stochastic processes and analyze the different models based on the given assumptions Q1 ContinuousTime Stoch...Get Instant Access to Expert-Tailored Solutions
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