Differences and the CAGE Distance Framework 1
Pankaj Ghemawat
After analyzing the cases in section 1, the reality of semiglobalization
and the importance of cross-country differences should be clear. This
section introduces the CAGE distance framework, which is used to
identify and prioritize the differences between countries that companies
must address when developing cross-border strategies. 2
Begin by considering the example summarized in exhibit 2-1, which
plots Walmart’s operating margin by country in 2004 against the
distance between each country’s capital and Walmart’s headquarters in
Bentonville, Arkansas. The impact of geographic distance is obvious, but
what other types of difference or distance can you identify that separated
the markets that were profitable for Walmart from those that weren’t?
Exhibit 2-1
Walmart International’s Operating Margin by Country (2004 estimates)
Figure 2-1: Wal-Mart International’s Operating Margin by
Country, 2004 (Estimated)
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The CAGE distance framework disaggregates distance or difference into
four major categories: Cultural, Administrative, Geographic, and
Economic. Differences along these dimensions generally have a negative
effect on many cross-border interactions, although in some cases,
differences along a limited subset of CAGE dimensions can actually
encourage rather than discourage such interactions. 3 Each of these broad
types of difference or distance is illustrated by the Walmart example.
Cultural distance: Culture can be defined as the collection of beliefs, values, and social norms—the unwritten, unspoken rules
of the game—that shape the behavior of individuals and
organizations. Cultural distance encompasses differences in
religious beliefs, race/ethnicity, language, and social norms and
values. Societies even differ in their social attitudes toward
market power and globalization in ways that have important
effects, both formally via regulation and informally, on how
businesses operate. 4
Interestingly, Walmart’s four profitable
markets share linguistic, religious and ethnic similarities or, at
least, ties through large diaspora.
Administrative distance: Historical and political associations between countries—colonial links, free trade agreements, the
tenor of current relationships—profoundly affect economic
exchange between them—which is the same as saying that
differences along these dimensions matter a great deal. So, of
course, do administrative attributes specific to a particular
country such as autarchic policies or weak institutions and high
levels of corruption. In the Walmart example, note that two of the
profitable countries, Canada and Mexico, partner with the United
States in a regional free trade agreement, the North American
Free Trade Agreement (NAFTA). And a third profitable ―country‖
as classified by Walmart, Puerto Rico, is officially an
unincorporated territory of the United States.
Geographic distance: The geographic dimension of distance involves more than just how far two countries are from each
other: other attributes to be considered include contiguity, a
country’s physical size, within-country distances to borders,
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access to the ocean, topography, and even time zones. Exhibit 2-
1 makes it clear that the capital city of each of Walmart’s four
profitable ―countries‖ is geographically closer to Walmart’s
headquarters than the capitals of any of the unprofitable ones; in
addition, Canada and Mexico share a common land border with
the United States.
Economic distance: Consumer wealth and income and the cost of labor are the most obvious (and related) determinants of
economic distance between countries. Others include differences
in availability (or lack) of resources, inputs, infrastructure and
complements, and organizational capabilities. It seems a bit
harder for Walmart to do well in poorer countries—although the
number of data points is very limited. Note, however, that
economic distance has not been entirely or even primarily a
liability for Walmart. The company saves more money by
procuring merchandise from China—exploiting economic
distance, particularly in terms of labor costs—than it makes from
its entire international store network. We will return to such
strategies in section 5, which discusses arbitrage.
What the Numbers Tell Us
International economists have adapted Newton’s law of universal
gravitation to describe trade and other international economic
interactions. Thus, the simplest gravity model of international trade
between two countries predicts that trade will be directly related to their
economic sizes (a unilateral attribute of each country) and inversely
related to the physical distance between them (a bilateral or country-pair
attribute). Augmented gravity models add measures of other types of
differences as well as unilateral attributes. Exhibit 2-2 shows the results
of one such analysis that evaluated cultural, administrative, geographic,
and economic effects on trade.
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