Publication Date: January 31, 1997
Airlines Put Database Technology To Use
In Revenue Management Strategy
By Ken Shulman
In 1983, just after Delta Air Lines
reported its first annual loss, Robert G. Cross moved
from Delta's marketing department to its consultants
division to help find out how the company had ended
up in the red. He was talking with people throughout
the airline when he happened upon a group of 50 whose
job it was to determine the number of discount seats
to offer in future flights.
"I asked them how they made their
decisions," Cross recalls. "And essentially
they told me that they went on instinct. I thought a
minute and realized that these 50 people were setting
the marketing strategy for some 500,000 flights. It
was then that the light bulb lit up in my head."
The art of fine-tuning supply and demand, known as
yield management or revenue management, has become
the watchword of almost every major air carrier. The
strategy, designed to optimize revenue on every
flight, relies heavily on database technology.
Where it was once sufficient to know that April
was a slow month for Flight 107 from New York to Los
Angeles, today's airline must be able to distinguish
between the potential revenue of Flight 107 at 8:30
a.m. Tuesday and Flight 107 at 8:30 p.m. Saturday. It
must be able to strike the proper balance between
first class, full-fare economy, and discount seats on
an August 10 flight from Atlanta to London, and a
similar balance on the same flight in March.
"In any industry, the secret to profitability
is in knowing what the customer wants," says
Cross, an attorney by training and the founder and
president of Aeronomics
Inc., a revenue management consulting firm in
Atlanta, Ga. Cross recently completed a book, titled Revenue
Management (Broadway Books), and his firm has
assisted over 40 airlines, including 14 of the
world's 25 largest carriers.
"With the technology available to us today,
we are able to scrutinize every individual customer
transaction," says Cross. "We can see when
and where there is demand, and we can see it way in
advance. And as we can forecast future customer
behavior, we can price our product
appropriately."
A Customized Strategy
The concept of revenue management developed with
the airline industry because of its specific needs,
and it has led to the development of custom
applications that enable airlines to analyze flights
from the moment they are put up for sale until the
moment the boarding gates close. Past performances
are examined. Current trends are factored in.
Sophisticated mathematical models and algorithms are
applied to the information to predict the right mix
of price and availability.
"It's no longer profitable to think of
airlines as companies that sell seats," says
Dave Near, senior vice president of intuitive
products and interactive services at Galileo, a
computer reservation system owned by a consortium of
11 airlines. "Now I know that different people
will be willing to pay me different prices for that
seat. The businessman who must depart and return on
specific days and times is inclined to pay more for
that seat than the college kid leaving for a
backpacking trip across Europe. I have to determine
how to be able to obtain the maximum revenue from the
last-minute traveler without taking off with too many
empty seats. I need to know what happened on that
flight in December. What was the average price per
seat? Were there any empty seats or denied boardings?
There are millions of decisions to be made each day.
One thing is certain. You can't do revenue management
on a slide rule."
Revenue management requires sophisticated database
technology that can handle millions of decisions and
provide operators with responses in milliseconds. The
client/server architecture and UNIX platforms
required to host these systems are expensive, running
from $200,000 to $20 million, yet the potential
rewards are also great. According to industry
estimates, revenue management can boost revenue
between 5 and 10 percent. And, depending on expenses,
that additional revenue can translate into profit
increases of as much as 100 percent.
"Scheduling and pricing are pretty much fixed
in advance. Yield management helps us to fine-tune,
to adjust to the day-to-day variations in
demand," says Barry Smith, senior vice president
at SABRE
Decision Technologies in Dallas, Texas. Owned by
American Airlines parent AMR Corp., SDT is an
industry leader in revenue management. "In the
past, the concept was one of mass marketing,"
Smith says. "Now customers will begin to see
products more tailored to their specific needs. And
the new generation of hardware and software in yield
management allows airlines to develop and integrate
these new products into their overall marketing
scheme."
Forecasting demand relies on the proper analysis
of past demand. For a major airline that offers close
to a million flights a year, the idea of mining
through the mountains of data produced by those
flights is a daunting one. Delta's database occupies
300 gigabytes of space; it would be 10 times larger
were it not entered in summarized form. Yet it is not
the size of a database that makes it valuable to an
airline. It is, instead, the capacity to interpret
the information within the data, and to apply it to
current market conditions.
"This is not a simple historical
relationship," says Cross, who has applied
revenue management to industries including car
rental, cruise lines, hotels, utilities and
broadcasting. "What we are interested in is what
our history tells us about our future. The future is
predicted on a proper assessment of the past. If you
don't examine the right factors, you're not going to
be able to come up with a very good forecast."
Cross' revenue management system includes four
steps:
- The data-gathering stage.
- The information stage, in which
information is gleaned from that data.
- The knowledge stage, which involves
predicting future passenger behavior.
- The wisdom stage, in which the company
decides how to best profit from the
forecast.
Cross' strategy is to maintain a relatively narrow
focus, intent on identifying a company's greatest
opportunities for revenues. His system has an
internal error detection feature that calls
suspicious results to the operator's attention.
"There are still 50 people working in that
division at Delta," Cross says with
satisfaction. "They now handle about twice as
many flights as they did when I was there in 1983.
And they do it a hell of a lot more
effectively."
New Systems, Refined Information
With the introduction of fourth-generation yield
and revenue management systems three years ago,
airlines have been able to further distinguish
between customers and to analyze their value as
passengers.
"The third-generation systems that we were
using could tell me how many business, full-fare, and
discount passengers took Flight 240 from Dallas to
Seattle," says Terry Elliott, managing
consultant at the Unisys
airline development and support center in
Minneapolis, Minn. Unisys has provided over 120
airlines with yield management systems, and manages
similar systems for 200 more carriers. "But I am
in error if I assume that all the passengers in a
single class are of equal value to me. Some of them
might just be flying from Dallas to Seattle. But some
of them might have boarded in Miami. Others might be
en route to Japan. With the fourth-generation
technology, I can identify these customers according
to their itineraries, their origins and destinations.
Some of these passengers might be connecting with
another carrier with whom our pro-ration agreement is
not particularly good. With this knowledge, I can
make this flight more profitable."
The same technology that allows airlines to
predict customer behavior is allowing certain travel
agencies to better suit their clients' travel needs.
Travel agencies can use the market knowledge gleaned
from their data to negotiate better package deals
with airlines, hotels and rental car companies, and
to target specific segments of the market with those
deals. They can also capture a company's travel data
and construct databases to analyze expenditures. In
many cases, the client is provided direct access to
these databases.
"We instruct them how to make specific
queries," says Dean Sivley, vice president of
marketing and chief information office for Rosenbluth
International in Philadelphia. With over 1,000
wholly owned locations and representatives in more
than 40 countries, Rosenbluth is one of the world's
largest travel agencies. "A client can ask the
system to show him how much he spent on hotels in
Chicago last November. He can see whether he has
spent his travel dollar well, or whether he might be
more efficient."
Individual airline customers also stand to benefit
from the carriers' investment in information
technology. "Airlines have got to change their
faceless transactions into something more
personal," says Elliott. "Imagine calling
an airline or travel agent to make a booking. And as
soon as your name is entered into the computer, the
agent gets a readback that you are entitled to a free
upgrade because your last two flights with this
airline were delayed. Fixing a problem like that, in
a timely manner, makes people more loyal than they
would be if they'd never had a problem. And customer
loyalty is one of the keys to profitability. We are
not too far away from being able to do this. In fact,
we are building this capability right now."
Ken Shulman writes from Cambridge, Mass.
DCI's
Data Warehouse World and DCI's
Database and Client/Server World cover the
hottest topics in database technology. Please see the
lastest online brochures for program and registration
details.