REVENUE MANAGEMENT: MODELS AND METHODS
Kalyan T. Talluri
ICREA and Universitat Pompeu Fabra
Department of Economics and Business
Jaume I Building, Ramon Trias Fargas, 25-27
08005 Barcelona, SPAIN
Garrett J. van Ryzin
Columbia University
Graduate School of Business
3022 Broadway,
New York, NY 10027, U.S.A.
Itir Z. Karaesmen
University of Maryland
Robert H. Smith School of Business
4357 Van Munching Hall
College Park, MD 20742, U.S.A.
Gustavo J. Vulcano
New York University
Leonard N. Stern School of Business
44 West 4th Street, Suite 8-76
New York, NY 10012, U.S.A.
ABSTRACT
Revenue management is the collection of strategies and
tactics firms use to scientifically manage demand for their
products and services. The practice has grown from its
origins in airlines to its status today as a mainstream busi-
ness practice in a wide range of industry areas, including
hospitality, energy, fashion retail, and manufacturing. This
article provides an introduction to this increasingly impor-
tant subfield of operations research, with an emphasis on
use of simulation. Some of the contents are based on ex-
cerpts from the book The Theory and Practice of Revenue
Management (Talluri and van Ryzin 2004a), written by the
first two authors of this article.
1 INTRODUCTION
Every seller of a product or service faces a number of
fundamental decisions. You want to sell at a time when
market conditions are most favorable, but who knows what
the future might hold? You want the price to be right—not
so high that you put off potential buyers and not so low that
you lose out on potential profits. You would like to know
how much buyers value your product, but more often than
not you must just guess at this number. Businesses face
even more complex selling decisions. For example, how
can a firm segment buyers by providing different conditions
and terms of trade that profitably exploit their different
buying behavior or willingness to pay? How can a firm
design products to prevent cannibalization across segments
and channels? Once it segments customers, what prices
should it charge each segment? If the firm sells in different
channels, should it use the same price in each channel?
How should prices be adjusted over time based on seasonal
factors and the observed demand to date for each product? If
a product is in short supply, to which segments and channels
should it allocate the products? How should a firm manage
the pricing and allocation decisions for products that are
complements (seats on two connecting airline flights) or
substitutes (different car categories for rentals)?
Revenue management (RM) is concerned with the
methodology and systems required to make demand-
management decisions, which can be categorized into
(i) Structural decisions: Which selling format to use
(such as posted prices, negotiations or auctions); which
segmentation or differentiation mechanisms to use (if any);
which terms of trade to offer (including volume discounts
and cancelation or refund options); how to bundle products;
and so on.
(ii) Price decisions: How to set posted prices, individual-
offer prices, and reserve prices (in auctions); how to price
across product categories; how to price over time; how to
markdown (discount) over the product lifetime; and so on.
(iii) Quantity decisions: Whether to accept or reject an
offer to buy; how to allocate output or capacity to different
segments, products or channels; when to withhold a product
from the market and sale at later points in time; and so on.
Which of these decisions is most important in any
given business depends on the context. The timescale of
the decisions varies as well. Structural decisions about which
mechanism to use for selling and how to segment and bundle
products are normally strategic decisions taken relatively
145 978-1-4244-2708-6/08/$25.00 ©2008 IEEE
Proceedings of the 2008 Winter Simulation Conference
S. J. Mason, R. R. Hill, L. Mönch, O. Rose, T. Jefferson, J. W. Fowler eds.