Forecasting Arrivals to a Telephone Call Center

نویسندگان

  • Haipeng Shen
  • Jianhua Z. Huang
چکیده

Accurate forecasting of call arrivals is critical for staffing and scheduling of a telephone call center. We develop methods for day-to-day and dynamic within-day forecasting of incoming call volumes. Our approach is to treat the intra-day call volume profiles as a highdimensional vector time series. We propose to first reduce the dimensionality by singular value decomposition of the matrix of historical intra-day profiles and then apply time series and regression techniques. Both day-to-day dynamics and within-day patterns of call arrivals are taken into account by our approach. The proposed methods are applied to a real data set and show substantial improvements over existing industry standards in an out-of-sample forecast comparison. Our methods are computationally fast and therefore it is feasible to use them for real-time dynamic forecasting.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Interday Forecasting and Intraday Updating of Call Center Arrivals

Accurate forecasting of call arrivals is critical for staffing and scheduling of a telephone call center. We develop methods for interday and dynamic intraday forecasting of incoming call volumes. Our approach is to treat the intraday call volume profiles as a highdimensional vector time series. We propose to first reduce the dimensionality by singular value decomposition of the matrix of histo...

متن کامل

Modeling and Forecasting Call Center Arrivals: a Literature Survey

The effective management of call centers is a challenging task mainly because managers are consistently facing considerable uncertainty. Among important sources of uncertainty are call arrival rates which are typically time-varying, stochastic, dependent across time periods and across call types, and often affected by external events. Accurately modeling and forecasting future call arrival volu...

متن کامل

A Comparison of Univariate Time Series Methods for Forecasting Intraday Arrivals at a Call Center

Predictions of call center arrivals are a key input to staff scheduling models. It is, therefore, surprising that simplistic forecasting methods dominate practice, and that the research literature on forecasting arrivals is so small. In this paper, we evaluate univariate time series methods for forecasting intraday arrivals for lead times from one half-hour ahead to two weeks ahead. We analyze ...

متن کامل

Statistical Analysis of Call-center Operational Data: Forecasting Call Arrivals, and Analyzing Customer Patience and Agent Service

Call centers are modern service networks in which agents provide services to customers via telephones. They have become a primary contact point between service providers and their customers. Inbound call centers take calls that are initiated by customers. Examples include phone operations that support reservation and sales for hotels, airlines, and car rental companies, as well as service cente...

متن کامل

Forecasting Call Center Arrivals: Fixed-Effects, Mixed-Effects, and Bivariate Models

We consider different statistical models for the call arrival process in telephone call centers. We evaluate the forecasting accuracy of those models by describing results from an empirical study analyzing real-life call center data. We test forecasting accuracy using different lead times, ranging from weeks to hours in advance, to mimic real-life challenges faced by call center managers. The m...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2005