Call centers with impatient customers:: Many-server asymptotics of the M/M/n plus G queue

被引:139
作者
Zeltyn, S [1 ]
Mandelbaum, A [1 ]
机构
[1] Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
关键词
queueing theory; telephone call centers; abandonment; reneging; impatience; quality and efficiency-driven approximations; Erlang-A;
D O I
10.1007/s11134-005-3699-8
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The subject of the present research is the M/M/n + G queue. This queue is characterized by Poisson arrivals at rate lambda, exponential service times at rate mu, n service agents and generally distributed patience times of customers. The model is applied in the call center environment, as it captures the tradeoff between operational efficiency (staffing cost) and service quality (accessibility of agents). In our research, three asymptotic operational regimes for medium to large call centers are studied. These regimes correspond to the following three staffing rules, as lambda and n increase indefinitely and mu held fixed: Efficiency-Driven (ED): n approximate to (lambda/mu) . (1-gamma), gamma > 0, Quality-Driven (QD): n approximate to (lambda/mu) . (1+gamma), gamma > 0, and Quality and Efficiency Driven (QED): n approximate to lambda/mu + beta root lambda/mu, -infinity < beta < infinity. In the ED regime, the probability to abandon and average wait converge to constants. In the QD regime, we observe a very high service level at the cost of possible overstaffing. Finally, the QED regime carefully balances quality and efficiency: agents are highly utilized, but the probability to abandon and the average wait are small (converge to zero at rate 1/root n). Numerical experiments demonstrate that, for a wide set of system parameters, the QED formulae provide excellent approximation for exact M/M/n + G performance measures. The much simpler ED approximations are still very useful for overloaded queueing systems. Finally, empirical findings have demonstrated a robust linear relation between the fraction abandoning and average wait. We validate this relation, asymptotically, in the QED and QD regimes.
引用
收藏
页码:361 / 402
页数:42
相关论文
共 48 条
[1]  
ARMONY M, 2004, STAFFING CONTROL LAR
[2]  
ARMONY M, 2004, DESIGN STAFFING CONT
[3]  
Baccelli F., 1981, Performance '81. Proceedings of the 8th International Symposium on Computer Performance Modelling, Measurement and Evaluation, P159
[4]  
Bain P, 2002, REORGANIZING SERVICE, P42
[5]  
BASSAMBOO A, 2004, UNPUB DESIGN CONTROL
[6]   Dimensioning large call centers [J].
Borst, S ;
Mandelbaum, A ;
Reiman, MI .
OPERATIONS RESEARCH, 2004, 52 (01) :17-34
[7]  
BOXMA OJ, 1994, ITC, V14, P743
[8]   Asymptotic results and a Markovian approximation for the M(n)/M(n)/s plus GI system [J].
Brandt, A ;
Brandt, M .
QUEUEING SYSTEMS, 2002, 41 (1-2) :73-94
[9]   On the M(n)/M(n)/s queue with impatient calls [J].
Brandt, A ;
Brandt, M .
PERFORMANCE EVALUATION, 1999, 35 (1-2) :1-18
[10]   Statistical analysis of a telephone call center: A queueing-science perspective [J].
Brown, L ;
Gans, N ;
Mandelbaum, A ;
Sakov, A ;
Shen, HP ;
Zeltyn, S ;
Zhao, L .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2005, 100 (469) :36-50