University of Illinois at Chicago
College of Business Administration
Department of Information & Decision Sciences
IDS 472
Statistics for IS and Data Mining
Instructor Prof. Stanley L. Sclove
Cluster Analysis -- Synopsis of the Book The
Clustering of America
These notes Copyright © 2002 Stanley Louis Sclove
This is a synopsis of the book The Clustering of America by Michael
J. Weiss.
[The Nova program, "We Know Where You Live," available from the UIC
A&A Library (VCR cassette #T-1333), based in part on the book The
Naked Consumer by Erik Larson, tells how direct mail marketers use
life-style clusters.]
Cracking the Code (ZIPcode, that is)
The book The Clustering of America discusses the PRIZM cluster system
developed by the Claritas Corporation of Alexandria, Virginia. Claritas
provided demographic statistics, maps, tables and bar charts. In addition,
the book contains PRIZM-coded data drawn from Simmons Market Research Bureau
(SMRB), Mediamark Research Inc. (MRD), R. L. Polk & Co. and Targeting
Systems, Inc., under an agreement with Claritas Corp.
The book concerns social conditions in the U.S. since 1980, social life
and customs since 1971, and social aspects associated with the different
postal zones. It may be regarded as a particular type of social survey
of the U.S.
The PRIZM zoom lens looks at America in smaller and smaller units of
counties, zips and block groups. In the U.S. there are 254,000 census blocks,
each containing about 340 households. Other commonly used marketing units
are census tracts (about 1,270 households each) and zip codes (about 2,320
households each).
According to this population classification system, linking census data
to marketing and opinion surveys, America is made up of forty (now up to
62) very different types of neighborhoods.
These forty clusters were created by Jonathan Robbin, a social scientist/computer
expert turned entrepreneur who in the 1970s pioneered the computer-powered
marketing technique called "geodemographics." As a programmer during the
1950s, one of Robbin's projects was to help a geologist classify Bahamian
sea-bed fossils according to salt content, temperature and depth. On assignment
for the Office of Economic Opportunity, he used a wealth of federal studies
to draw a computer-based profile of every county in the country, resulting
in a massive 187,000-page report characterizing every jurisdiction's housing,
educational level, health problems, and poverty index. In 1971, Robbin
started Claritas Corp. to build a cluster system of U.S. neighborhoods
for marketing applications.
The Variables
There were hundreds of variables, in five groupings: social rank, mobility,
ethnicity, family life cycle and housing style. Robbin identified 34 key
factors that account for 87% of the variation among U.S. neighborhoods.
Finally, he rated each zip code on the 34 factors simultaneously in order
to assign it to one of the forty clusters.
Why Forty Clusters?
Claritas analysts tested more than three dozen experimental models, some
involving one hundred neighborhood types. The forty-cluster system is a
compromise between manageability and discriminating power. The forty groups
range in size from 0.5 to 6 percent of all American households.
In 1974, Claritas came out with a ranking of its forty "life style segments"
along a scale of affluence called a "Zip Quality" (ZQ) scale--from Blue
Blood Estates (with a ZQ rating of 1) to Public Assistance (ZQ40). Some
of the other clusters are named
-
Money & Brains,
-
Furs & Station Wagons,
-
Young Influentials,
-
Young Suburbia,
-
Bohemian Mix,
-
Shotguns & Pickups,
-
Blue Collar Nursery,
-
Coalburg & Corntown,
-
Grain Belt, and
-
Heavy Industry.
Examples.
-
(i) "Bohemian Mix" (ZQ 11) includes Greenwich Village, New York; Dupont
Circle, Washington, DC; Cambridge, Boston, MA; Lincoln Park, Chicago, IL;
Shadyside, Pittsburgh, PA; Haight-Ashbury, San Francisco, CA.
-
(ii) "Shotguns & Pickups" (ZQ 24) includes Molalla, OR; Zanesville,
OH; Ringgold, PA; Monroe, IN; Jewett, WV; Moravia, NY.
-
(iii) "Money & Brains" (ZQ 2) includes Georgetown, Washington, DC;
Grosse Point, MI; Palo Alto CA; Princeton, NJ; Park Cities, Dallas, TX;
Coral Gables, FL.
Note: Since the book came out, the number of clusters has been increased
to sixty-two (62).
PRIZM
In 1978, Claritas developed PRIZM-- for "Potential Rating
Index
by Zip Markets." This linked the clusters to dozens of surveys
concerning products, media and opinion. Among the surveys used were the
list of new-car buyers from R.L. Polk, the TV viewing diaries of A.C. Nielsen
and the consumer buying polls of Mediamark Research Inc. and Simmons Market
Research Bureau. Now, knowing only a community's cluster classification,
a marketer could predict the lifestyle of residents--everything from the
kinds of bread on the dining table to the magazines on the coffee table.
Such knowledge is power for target-market merchandisers who customize
their products and tailor their sales pitches to fit specialized markets.
Update on PRIZM: The cluster system has been expanded from 40
to 62 life-style clusters. Some of the information is available through
AOL. You might want to link to Claritas'
Web site or see what Jonathan Robbin
is up to these days.
References and Bibliography
Larson, Erik. The Naked Consumer: How Our
Private Lives Become Public Commodities. Hardcover: Henry Holt
& Co., 1992. Paperback: Penguin Books, New York, 1994. ISBN 0140233032
Weiss, Michael J. The Clustering of America. New York: Harper
& Row (a Tilden Press book), 1988. [A profile of the U.S. based on
Life-Style clusters.]
Weiss, Michael J. Latitudes and Attitudes: An Atlas of American Tastes,
Trends, Politics and Passions. New York: Little, Brown and Co., 1994.
(A profile of the U.S. based on its 211 Areas of Dominant Influence (ADIs),
geographically continguous areas defined by media, cultural and economic
forces.)
Created: 2 October 1998
Updated: 1 March 2002