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8/2/2019 Jennings and Craig_Politywide Analysis and Imperial Political Economy. the Relationship.....
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INTRODUCTION
Empires are massive, complex, political
entities that present formidable challenges
to traditional scales of archaeological analy-
sis. Since empires extend across political
boundaries, exchange systems, and envi-
ronmental zones, the organization of pop u-
lations before they fall und er imp erial con-
trol will undoubtedly vary from place to
place. Relying on different strategies to take
advantage of these local cond itions, an em-
pire will tend to form a mosaic of control
(Schreiber 1992:69). In this mosaic, imp erial
actions taken in one region may often differ
radically from those taken in an another.
These actions, however, are usually part of
a grand strategy of wealth extraction
(after Luttwark 1976). The traditional field
archaeology methods of settlement survey
and site excavation are alone insufficient
for understanding this grand strategya
site or region cannot serve as an imperial
microcosm. Politywide analysis that sys-
tematically synthesizes the results of these
smaller scale analyses is also necessary.
This article seeks to demonstrate the value
of such an analysis.
In this article, we present a mod el for the
political economy of the Wari Empire (AD
6001000) of Peru. This model argues that
Wari, outside of its imperial core, strove to
extract prestige goods. Based on this model,
we suggest that there is a strong relation-
ship between where the empire chose to lo-
cate its peripheral centers and the p olitical
organization of the local population in
which the center was placed. Sites located
near the geographic center of a population
are argued to function as local administra-
tive centers geared tow ard the organization
and exploitation of the areas wealth poten-
tial. These sites shou ld be found in areas of
low political organization. We argue that
sites located on the margins of a popula-
tion, on the other hand , functioned as gate-
Politywide Analysis and Imperial Political Economy: The Relationship
between Valley Political Complexity and Administrative Centers in the
Wari Empire of the Central AndesJustin Jennings and Nathan Craig
Department of An thropology, University of California, Santa Barbara, California 93106
E-mail: [email protected]
Received August 25, 2000; revision received January 17, 2001; accepted February 15, 2001;
pu blished on line October 26, 2001
This article tests a mod el for the p olitical economy of the Wari Empire (AD 6001000) of Peru. Thismod el divides the emp ire into core and periph ery zones. In the core, Wari political economy w as or-
ganized to extract surplus agricultural prod uction to feed the capital. In the p eriphery, the Wari strove
to extract prestige goods. We suggest that there is a strong relationship between where the empire
chose to locate its centers in the periphery and the political complexity of the local population in
wh ich the center w as placed. We argue that in areas of low p olitical organization sites should be lo-
cated near the geographic center of a popu lation. These sites will tend to function as local adm inistra-
tive centers geared tow ard the organization an d exploitation of the areas wealth p otential. In areas
with more complex political organization sites should be located on the margins of a population.
These sites should h ave functioned as gateway centers controlling, or at least p rofiting from, interre-
gional exchange. Our model was systematically tested through the use of Geographic Information
Systems (GIS). The results suggest that mu ch of the variability found in Wari site placemen t in the pe-riphery can be explained by d ifferences in local sociopolitical complexity. 2001 Academic Press
479
Journal of Anth ropological Archaeology 20, 479502 (2001)
doi:10.1006/ jaar.2001.0385, available online a t h ttp :// www.idealibrary.com on
0278-4165/ 01 $35.00
Copy right 2001 by Academic PressAll rights of reprodu ction in any form reserved.
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way centers controlling, or at least p rofiting
from, interregional exchange. These types
of sites would tend to be located in areas
with m ore complex political organization.
Archaeological data on the Wari Empire
remain sparse. A small fraction of the capi-tal city has been studied and the size and
the structure of the site are still not w ell un-
derstood. Only a hand ful of extensive stud-
ies of provincial Wari sites are available.
Our understanding of ancient travel corri-
dors and the location of many important
raw materials remains poor or, occasionally,
nonexistent. We feel, however, that suffi-
cient data exist to begin to understand thedynamics of Wari political economy. As the
old saying goes, it is better to light a cand le
than to cur se the darkn ess. A bit of light can
be shed on the emp ire by offering tentative
economic models and devising empirical
means of testing them on a politywide
level. In so doing, we hope, Wari studies
can provide insight into the political econ-
omy of other ancient empires.
A MOD EL OF WARI POLITICAL
ECONOMY
An empire can be defined as an expan-
sionist state that assumes effective control
over other polities of varying scope and
complexity (DAltroy 1992:9). The political
economy of an empire is shaped by howit produces, distributes, and exchanges
wealth (Stanish 1992:11). Although empires
vary tremendously in the ways that they
extract wealth (Claessen and Skalnik
1978; Sinopoli 1994a:165166), the imperial
strategies employed are usually used to
meet two essential needs. The first is the
subsistence demands of the urbanized cen-
ter of the empire (Johnson and Earle1987:247). In most cases, a capital develops
to such a degree that it is unable to easily
provide for the su bsistence needs of the res-
idents without help from outside producers
(e.g., Schwartz and Falconer 1994:3). Since
some agricultural products spoil quickly
and most are bulky to transport, the area
aroun d a capital often serves as the primary
bread basket. This is clearly seen in the agri-
cultural core of such empires as the Aztec
(Hassig 1985:133) and Vijayanagara (Sinop-
oli 1994b:226).
We suggest that the Wari Empire alsocontained an agricultural core that fed the
capitals burgeoning, increasingly special-
ized popu lation. By the midd le of the Mid-
dle Horizon, the population of the capital
city had risen to at least 10,000 people (pop-
ulation estimates for the city vary between
10,000 and 70,000; see Isbell 1997a:186).
Areas of craft specialization (Gonzalez
Carre 1981:94; Spickard 1983:153154; vonHagen and Morris 1998:130) and elite resi-
dences (Isbell 1997a:206) in the city suggest
that at least some of the residents w ere not
full-time farm ers. The cap ital lies in a valley
whose agricultural productivity, already
massively terraced and irrigated by the
smaller population of the previous period
(Lumbreras 1974b; Isbell 1988:7475), may
not have been able to sustain a large urbancenter (Lumbreras 1974a:163, Gonzalez
Carre 1981:88). It seems likely that agricul-
tural products must have been brought
from outside the valley. Research in areas
surrounding the valley supports this idea
by demonstrating a Wari focus on the inten-
sification of agricultural exploitation in
these localities (Raymond and Isbell 1969;
Isbell 1977; Vivanco and Valdez 1990; Ray-mond 1992; Browman 1999). We believe
that this region, the area of Ayacuchoan in-
fluence before imperial expansion (Lumbr-
eras 1981:23), prov ided the surp lus needed
to maintain the city.
The second basic need of an emp ire is the
support and legitimization of the imperial
hierarchy (Brumfiel and Earle 1987:3; Earle
and DAltroy 1989:187; Brumfiel 1994:1).This need can be met by a number of means,
several of which are often found operating
within the same society (Blanton
1998:141148). One of the most prevalent
ways is through the extraction of prestige
items or the conversion of staple goods into
wealth. Since surp lus produ ction in the core
480 JENN INGS AND CRAIG
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of the empire is often primarily geared to-
ward sustaining the urban center, these
goods must be largely collected in the pe-
riphery. As a heuristic, imperial extraction
strategies can be divided into wealth and
staple finance systems (DAltroy and Earle
1985). Staple finance involves obligatory
payments in kind to the state of subsistence
goods such as grains, livestock, or clothing(DAltroy and Earle 1985:188). In a staple fi-
nance system, the bulk and potential
spoilage of staple goods (DAltroy and Earle
1985:188) necessitates a substantial invest-
ment in storage facilities in peripheral ex-
traction centers (e.g., LeVine 1992). Despite
earlier convictions (Rowe 1963:14), scholars
have yet to find comp elling evidence for the
use of massive storage facilities in the WariEmpire.1,* Although it is possible that Wari
storage systems have yet to be identified,
present evidence suggests that the empire
did not use a staple finance system.
Wealth finance, on the other hand, in-
volves the manufacture and procurement
of special products (valuables, primitive
money, and currency) (DAltroy and Earle
1985:188). An empire will generally benefitby adop ting a wealth finance system for sup-
porting the imperial hierarchy. This switch
typically allows for a reduction in transporta-
tion and storage costs since wealth goods
are often less bulky and more durable than
staple goods. (DAltroy and Earle 1985:
193194). Exchange of metals, obsidian, dec-
orated ceramics, textiles, turquoise, and spe-
cific marine shell (spond ylus and strombus)
increase during the Middle Horizon (Burger
and Asaro 1977; Lechtman 1980; Shady Sols
1988). These items, found both in ritual con-
text in Wari administrative centers (Cook
1985, Cook 1992:359; Williams et al. 2000:73)and at the site of Wari itself (Cabera Romero
1996:8891, Prez Caldern 1995: 8586,
Gonzalez Carre et al. 1996: 100102;
Isbell 1985:70), were prestige items for at
least 2 millennia in the Andes. The
increased exchange of these goods, com-
bined with an absence of evidence for state
storage system of staple surplus, suggests
that the Wari organized its peripheral politi-cal economy around the production and ex-
change of prestige objects.
The means by which the empire ex-
tracted goods from the core and periphery
were undoubtedly variable. As Schreiber
has noted (1992:267), the empire adapted its
strategies to local cond itions. A regions dis-
tance from the core, political organization,
wealth potential, and tolerance to outsiderule largely determined the amount of in-
vestment that the empire would make in
the area. In m any regions, the emp ire chose
to construct imperial sites.
Over 30 sites have been found that con-
tain buildings that follow a rigid architec-
tural canon (Schreiber 1978; Spickard 1983;
POLITYWIDE AN ALYSIS OF WARI POLITICAL ECONOMY 481
FIG. 1. Wari ad ministrative architecture from the site of Jincamocco From Wari Imperialism in Mid-
dle Horizon Peru (p. 174), by K. Schreiber, 1992, Ann Arbor, Univ. of Michigan. University of Michi-
gan. Adapted with p ermission.
*See Notes section at end of article for all footnotes.
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Isbell 1991b). Aspects shared by these cen-
ters (see Fig. 1) includ e (a) a high, rectangu -
lar enclosure wall; (b) limited accessusu-
ally only one or two entrances were made
into the site; (c) interior d ivided into rectan-
gular cells that are composed of an opencourtyard flanked by corridors on at least
two sides; and (d) restricted access through
the stru cture and between cells. The centers
are imp osing structures that m ay have been
designed to appear invincible and bureau-
cratically efficient (Spickard 1983:141). The
centers, however, were not military gar-
risons. They were neither bu ilt in d efensive
locations nor built or organized to defendany kind of attack. Instead, excavations at
the centers ind icate that the centers hou sed
a group of elites whose tastes ran more for
feasting and ritual than for battle (Schreiber
1992, McEwan 1998).
A HYPOTHESIS FOR THE WARI
PERIPHERY
This article tests if the locations chosen
for administrative centers fits with the ex-
pectations of our model. According to our
model of Wari political economy, the impe-
rial strategy in the periphery w as to extract
prestige good s. This strategy w ill cause ad-
ministrative sites, if they are established at
all, to be located in significantly different
geographic locations in regard to the localpopulations that these sites are situated to
control.
The degree of comp lexity will largely de-
termine what strategy the empire must pur-
sue when entering a valley. We argue that
Wari sites built in valleys of low political
complexity will be found near the geo-
graphic center of the valleys pop ulation. In
independent villages dominated by a kin-based mode of production, village leaders
will tend to have difficulty coercing surp lus
production on a regular basis (Cobb
1996:254). Another level of political hierar-
chy would therefore be needed to extract
wealth from the region (Schreiber 1992:24).
One of the strategies used to build a politi-
cal organization is to construct a regional
administrative center (Schreiber 1992:24).
According to central-place theory, the posi-
tion of service centers, even in nonmarket
based societies, will tend to be located cen-trally to the people that use them (Smith
1976:7). Since an administrative center of a
valley functions to exercise political and
econom ic control over th e people of the val-
ley, the op timal location of this site is where
the costs of maintaining control would be
the lowest. The administrative site will
therefore tend to be located near the center
of the valleys population.Another imperial control strategy is to
place sites on th e margins of valley as gate-
way ad ministration centers. Sites located at
strategic locations on the edges of regions
are ideally suited to the control of interre-
gional exchange (Hirth 1978:37). An admin-
istrative center in this location would tend
to focus more on controlling a valleys ex-
ternal exchange than the p olitical control ofthe valley itself. These gateway centers
(after Hirth 1978) should be found in val-
leys of high political complexity. In more
complex societies, elites often actively par-
ticipate in the long distance exchange of
prestige goods (Cobb 1996:258). These
goods are often the major means by which
elite power is maintained (Cobb 1996; Earle
1997:7; Baines and Yoffe 1998:253). In con-trolling the exchange routes of these goods,
an empire can siphon off a portion of these
resources to feed the appetite of the core. By
adopting these strategies, Wari could
cheaply and effectively control the areas of
high political complexity under its influ-
ence. Administrative centers in areas of
high political complexity therefore will
tend to be found near the margins of valleyas gateway centers controlling long-dis-
tance exchange.
In archaeology, we rarely have the luxury
of studying variables in the way that we
would like. In this case, directly analyzing
the relationship between site location and
482 JENN INGS AND CRAIG
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local political organization p roved to be im-
possible. We would ideally measure the
distance of each Wari site from the center of
a valleys population. Unfortunately, we sim-
ply do not know where populations were
dur ing this period for most of the valleys inwhich Wari centers are found. Valleys in the
Andes, however, are sharply bound oases
of arable land and p ermanent settlement in-
terspersed within high puna, mountains,
and desert. Although these nonvalley areas,
especially the high pu na, were core comp o-
nents of the Andean economy, population
size was very small in these regions and
usually directly associated with valley set-tlements. The geographic boundaries of these
valleys were therefore used as proxy mea-
surements for the extent of local popula-
tions in our analysis.
In this article, we test the relationship be-
tween administrative site location and local
political organization. In valleys of simple
political complexity, Wari administrative
sites should tend be placed near the centerof the valley. In valleys occupied by more
complex polities, administrative sites
should tend to be located toward the mar-
gins of the valleyfurther from the valleys
center. The remainder of this article demon-
strates how th is relationship was tested and
what the results of this test were.
DATA: VALLEY POLITICALORGANIZATION AND
ADMINISTRATIVE CENTERS
At least, 20 Wari peripheral administra-
tive centers are found in 11 valleys across
mu ch of modern-day Peru2 (Fig. 2). To pro-
vide an ad equate sample to test our site lo-
cation model, all centers, even those that
are disputed, are included in this analysis.Those centers, however, conclusively
shown to be non-Wari design, such as
Pampa de las Llamas (Pozorski and Po-
zorski 1987:32), El Purgatorio (Pozorski and
Pozorski 1987:38; T. Pozoski personal com-
munication and 1999), and Chimu Capac
(Valkenier 1995:279), were not included.
Further, numerous sites attributed to the
emp ire, such as San N icols in the valley of
Supe (Lumbreras 1974b:155), Yanahuanca
in the Pasco valley (Isbell 1988:186), and
Wisajirca (MacNeish, Patterson, and Brow-man 1975:60) in Huanaco, could not be in-
cluded in this analysis because insufficient
data exist to consider the nature of these
sites.
Data on pre-Wari political organization
were also compiled for each of the valleys
in which administrative centers have been
found. Archaeological literature pertaining
to each valley was examined for this pre-ceding period, the Early Intermediate Pe-
riod (AD 0700), and the valleys political
organization was ranked as either simple or
complex. For our purposes, if a valleys in-
habitants w ere organized in a political hier-
archy above the village level, the valley was
labeled complex. If the inhabitants lived as
in independent villages and / or as scattered
agropastoralists, the valley was labeled assimp le. The list below p rovides a valley-by-
valley account of the data used to assess
valley political organization and identify
Wari administrative centers. The data, in
par t, are summarized in Table 1.
CajamarcaHuamacucho Valley
Early Intermediate Organization. Duringthe Early Intermediate period, this large
valley was divided into two polities that
were probably organized as paramount
chiefdoms with wide-ranging trade rela-
tions (Ravines 1985:15). The first polity in
the north was centered on the site of Coyor
(Julien 1988:240). The second polity, in the
south, was centered on the site of Marc-
ahuamacucho (Thatcher 1975; Topic andTopic 1984, 1987).
Huacaloma de Sulluscocha (Julien 1988:265).
A 2.45-hectare site, Huacaloma consists of a
50 25 m rectangular enclosure sur-
rounded by local architecture. In his settle-
ment survey, Julien associates the structure
POLITYWIDE AN ALYSIS OF WARI POLITICAL ECONOMY 483
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484 JENN INGS AND CRAIG
FIG. 2. Loca tor Map of the study area showing the 20 Wari admin istr ative sit es included in th is analysis.
The site of Wari is shown with a pentagon, while Wari Adminis trat ive s ites are shown as white t riangles. TheGTOPO30 digital elevation model is shown with analytical hillshading to illustrate topography. These data are
Lambert-Equal Azimuth Projected with a longitude of origin at 60 and a latitude of or igin a t 15.
with Wari by its architecture. The surrou nd -
ing settlement may p ostdate the enclosure.
El Palacio (Julien 1988:262). A 0.3-hectare
site, El Palacio consists of a large rectangu-lar compound measuring 70 50 m. The
structure, based on its architectural ele-
ments, is Wari.
Ichabamba (Williams and Pineda 1985:59). A
0.9-hectare site, Ichabamba is a 120 70 m
rectangular enclosure that is identified as
Wari by its architecture. The identification
of the site is based solely on air p hotos.
Santa Delia (Julien 1988:270). The largest
site found in Juliens survey, Santa Deliacovers some 75 hectares. Within the site,
several medium - to large-sized rectangu lar
enclosures are found that, based on their ar-
chitectural elements, are Wari. Julien does
not specify the number or exact size of
these enclosures.
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Viracochapampa (M cCown 1945; Topic andTopic 1987; Topic 1991). A massive rectan-
gular enclosure, Viracochapampa coversan area of 32 hectares. The site, however,
may never have been completed or occu-
pied. Ceramic sherds associated withtemp orary labor camps d ate the constru c-
tion of Viracochapampa to Middle Hori-
zon 2A.
Pampa de Yamobamba (Williams and Pineda1985:59; Julien 1988:292). A 1.3-hectare site,
Yamobamba is a rectangu lar comp ound
measuring 130 210 m. The sites architec-
ture is Wari.
Callejon de Huaylas Valley
Early Intermediate Organization. In the
1960s, Gary Vescelius conducted an exten-sive project of survey and excavation in the
region. The notes for the project are fa-
mously lost and only brief summaries re-
garding this work exist (Lanning 1965:140;
Buse 1965:317333). These summaries sug-
gest that stratified societies populated the
region and the presence of monumentaltombs (Isbell 1997b:195205), both rich and
poor burials (Larco Hoyle 1966:106; Gried er
1978:45) and large sites with monumental
architecture (Greider 1978; Bennet 1944)
support these claims. Current research in
the region (George Lau, personal comm un i-
cation and 2000) demonstrates that chief-
dom level societies existed in at least some
areas of the valley.Honcopampa (Isbell 1989, 1991a). A
densely occupied 3-hectare site is mad e upprimarily of individual patio groups (at
least 18) and two D-shaped enclosures.The site is clearly Wari bu t its architecture
is more reminiscent of that seen in the
Capital City than the rectangular enclo-sures typical of domestic architecture. Pot-
tery from the site appears to date to Mid-d le Horizon 2A.
Pariamarca (Williams and Pineda 1985:60).
This 0.96-hectare site is made up of a 120
80 m rectangular enclosure. The architec-
ture has been identified as Wari by air pho-
tographs.
POLITYWIDE AN ALYSIS OF WARI POLITICAL ECONOMY 485
TABLE 1
Pre-Wari Valley Political Organization and Our Predictions for Wari Site Placement
Site Name Valley Name Valley Organization Wari Site Placement
Acachiwa Colca Simple Valley center
Cerro Baul Upper Moquequa Simple Valley centerCerro Mejia Upper Moquequa Simple Valley center
Collota Cotahuasi Simple Valley center
El Palacio Cajamarca-Huamacucho Complex Valley edge
Honcopampa Callejon de Huallyas Complex Valley edge
Huacaloma Cajamarca-Huamacucho Complex Valley edge
Huaro Cuzco Simple Valley center
Ichabamba Cajamarca-Huamacucho Complex Valley edge
Jincamocco Carhuarazo Simple Valley center
Numero 8 Chuquibamba Simple Valley center
Pariamarca Callejon de Huallyas Complex Valley edge
Pataraya Nasca Complex Valley edgePikillacta Cuzco Simple Valley center
Santa Delia Cajamarca-Huamacucho Complex Valley edge
Sonay Camana Simple Valley center
Tocroc Callejon de Huallyas Complex Valley edge
Viracochapampa Cajamarca-Huamacucho Complex Valley edge
Yamobamba Cajamarca-Huamacucho Complex Valley edge
Socos Chillon Complex Valley edge
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Tocroc (Williams and Pineda 1985:60). This
0.96-hectare site is made up of a 120 80 m
rectangular enclosure. The architecture has
been identified as Wari by air ph otographs.
Carhuarazo Valley
Early Intermediate Organization. Before the
Midd le Horizon, settlers in the valley lived
in 7 small villages and 17 seasonally occu-
pied hamlets (Schreiber 1987:95). With
Wari, the valley became centrally organized
and agriculture was intensified (Schreiber
1987, 1992:143144). The valley was not po-
litically centralized and no status differenti-ation within or between villages appears to
have existed (Schreiber 1992:144).
Jincamocco. A 15-hectare rectangu lar en-
closure, this site dates from the MH 1B to 2A
(Schreiber 1992). The valley also contains
three smaller sites from the Midd le Horizon
that probably assisted imperial actions.
Cuzco Valley
Early Intermediate Organization. Survey in
the va lley dates all major sites to the Middle
Horizon or later (McEwan 1987). The
tremendous rate of natural erosion in the
valley may have buried some early sites
(McEwan 1987:7), and Early Intermediate
Period ceramics have been found in the
soundings and surface collections (McE-wan 1984:12). No evidence for comp lex so-
cial organization h as yet been found for the
region.
Huaro (Glowacki and Z apata 1998). In 1995,
Julinho Zapata found wh at app ears to be a
massive Wari complex scattered over ap-
proximately 150 hectares. Evidence from
preliminary excavations suggest that a few
of the buildings contain aspects of adminis-trative architecture. Ceramics date from
Midd le Horizon 1B to 2A.
Pikillacta (McEwan 1987, 1989, 1991, 1996,
1998). A massive 47-hectare rectangular en-
closure measuring 630 745 m, Pikillacta
was never completed. Unlike Viracocha-
pampa, a portion of the site was occupied.
Ceramics found at the site date from the Mid-
dle Horizon 1B to 2A (Glowacki 1996:479).
Chillon Valley
Early Intermediate Organization. During
much of the Early Intermediate Period, the
valley was made up of politically indepen-
dent villages that participated in interre-
gional trade (Gonzales Carbajal 1998:56) By
the end of the period, how ever, the Chillon
valley became part of the Lima polity
(Shady Sols 1982:18). Differences in settle-ment size and monumental architecture
suggest that the political complexity of th is
polity was at least two-tiered (Arguto
Calvo 1984:84; Shady Sols 1989:6; Bruhns
1994:199).
Socos (Isla and Guerrero 1987). The site
contains a number of different structures
over an area of at least 13 hectares. The
largest building appears to be a rectangu larenclosure measuring 180 86 m. Other
buildings also exhibit Wari-derived archi-
tectural traits. The enclosure d ates to Mid-
dle Horizon 2B. It is possible that the bulk
of the site postdates the enclosure.
Nasca Valley
Early Intermediate Organization. Surveywork in the Nasca valley suggests that the
valley was organized into a series of small
polities by the end of the Early Intermedi-
ate Period (Schreiber 1999:168). Although
not a centralized state, political organiza-
tion in N asca w as clearly above the village
level (Schreiber 1999).
Pataraya (Schreiber 1999:169). A 0.2-
hectare site, Pataraya is a rectangu lar enclo-sure measuring 40 50 m. Ceramics associ-
ated w ith the site date to Midd le Horizon 2.
A small area of domestic architecture lies
immediately adjacent to the enclosure and
may be part of the site.
486 JENN INGS AND CRAIG
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Camana Valley
Early Intermediate Organization. Although
the area has not been intensively surveyed,
archeological work in the valley suggests
that it was occup ied by the Early Interm edi-ate Period (Manriqu e and Cornejo 1990). As
far as current research indicates, however,
there is nothing to suggest anything bu t vil-
lage-level political organization in the re-
gion during this period (Malpass personal
communication, 1999).
Sonay (M alpass et al. 1997). This 0.45-
hectare site is mad e up of a rectangu lar en-
closure measuring 90 50 m. Excavationsat the site uncovered Wari derived sherds
that have not yet been fully analyzed.
Cotahuasi Valley
Early Intermediate Organization. Accord-
ing to su rvey w ork on the valley, the valley
was organized into a number of small vil-
lages by the beginning of the Midd le Hori-zon (Chvez Chvez and Salas Hinijoza
1990:18, Trawick 1994:71, and Jennings in
preparation). No site size hierarchy is ap-
parent in the valley and no evidence for so-
cial stratification is known.
Collota (Chvez Chvez 1982:8689; Traw-
ick 1994:72). The site is made up of two
rectangular enclosures covering approxi-
mately 0.75 hectares. The first enclosu remeasuring 90 50 m and the second 30
20 m. An associated Wari site con tains ce-
ramics from MH 2 and 2A (Jennings, in
preparation.).
Colca Valley
Early Intermediate Organization. The ar-
chaeological work done in the valley sug-gests that the Early Intermediate occupa-
tion in the valley w as most likely confined
to pastoralists and small, independent vil-
lages (de la Vera Cruz 1987:115, de la Vera
Cruz 1988:121122, Brooks 1998:299).
Acachiwa (de la Vera Cruz 1987:9798).
This 35-hectare site is made up of a rectan-
gular enclosure m easuring 500 700 m. Al-
though the internal subd ivisions are poorly
preserved, the ceramics are derived Middle
Horizon 2. Some scholars (Schreiber1992:104), however, dispute the authentic-
ity of the site.
Chuquibamba Valley
Early Intermediate Organization. Survey in
the valley suggests low population densi-
ties before the Middle Horizon (Sciscento
1989, Cardones Rosas 1993). No site size hi-erarchy is apparent in the sites that may
date to directly before the introduction of
Wari occupation in the valley (Sciscento
1989:275) and no indication for social strati-
fication has yet been found. The existing ev-
idence suggests that political organization
in the valley before the Middle Horizon
was simp le.
Numero 8: (Sciscento 1989). This 6.5-hectare site is one of the largest in the valley
and dates from the Middle Horizon
through the Inka period (Sciscento
1989:206). Among the sites local architec-
ture, a 40 50 rectangu lar enclosure stands
out. Although the investigator felt it p rema-
ture to classify this enclosure as a Wari cen-
ter (Sciscento 1989:266), architectural de-
tails of the structure are sufficient enough toinclude the site in our analysis.
Upper Moquequa Valley
Early Intermediate Organization. Research
in the valley ind icates that population den-
sities were low un til the advent of the Mid-
dle Horizon (Rice and Wantanabe 1990:26).
During this period, a colony of the Ti-wanaku State moved in the area to central-
ize the midd le portion of the valley and sys-
tematize agriculture (Goldstein 1990:36).
The Wari Empire also established a site in
the upper portion of the valley and sub-
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stantially modified the landscape. Al-
though the relative timing of each politys
intrusion into the valley d uring the Midd le
Horizon and their extent of interaction is
still unclear (Williams 1999), political com-
plexity of the region dur ing the Early Inter-med iate Period d id not appear to rise above
the village level.
Cerro Baul (Moseley et al. 1991; Williams
1997). On the sum mit of an imp osing m esa,
this 5-hectare site dates from the MH1B-
MH2A. The sites architecture consists of
rectilinear structures with corridors and pa-
tios and occasionally structures of circular
or D-shaped form.Cerro Mejia (Moseley et al. 1991; Williams
1997). Situated on a hill adjacent to Cerro
Baul, this 7 hectare site also dates from the
MH1B-2A. The architecture on the site is
sparser and more poorly preserved that
that on Cerro Baul. Surface remains suggest
that some of the buildings on the site were
rectangular compounds in the Wari style
(Moseley et al. 1991:135).
DATABASE CONSTRUCTION
The imp osition and maintenance of im-
perial control, be it by Wari or by any
other polity, is an explicitly spatial prob-
lem. Descriptions and explanations of
whole systems, like polities, should at-
tempt to take into account th e activities ofeach of the systems component parts
(Mayr 1984). Politywide analysis mu st in-
tegrate both local and regional scales of
analysis from data collected by multiple
researchers working on different projects.
Geographic Information Systems (GIS)
provides an information infrastructure
permitting organization of data collected
by independent research efforts and al-lows systematic analysis at varying spa-
tial scales (Zubrow 1990; Crumley and
Marquard t 1990:7374). GIS w as therefore
used to test the relationship between site
location and valley comp lexity in ou r d ata
set.
The data on administrative centers and
valley political complexity was integrated
into an ArcView 3.0a GIS database. The fol-
low in g step s w ere taken to con stru ct th e
database used to test our ideas about Wari
site p lacement. First, an elevation modelwas obtained and cropped to the study
area. Second, site locations were obtained
and represen ted in the computer database
as a set of p oin ts. Th ird , valleys w ere d e-
fined and modeled as polygons. Fourth , a
method of determin ing valley cen ter w as
chosen and ap plied to each valley. Last,
varyin g m easu rem en ts of d istan ce from
center to site w ere d eterm ined and com -pared. Each of these steps is covered in turn.
Map Database
An empire, like Wari, covers an enor-
mou s spatial extent. A mod el of the earth,
covering the entire extent of the p olity in a
common resolution and projection, was
needed for this analysis. Fine-resolutiontopographic maps covering this expansive
region h ave not yet been d igitized and or-
ganized into a single coregistered database.
Coarse resolution digital elevation data,
however, do exist for the entire Earth and
are available for free over the World Wide
Web [from Earth Resources Observation
System Data Center (EDC) Distributed Ac-
tive Archive Center (DAAC) (http :/ /edcwww.cr.usgs.gov/ landd aac/ glcc/ glcc.
html)]. These 1-km, or 30 arc sec, data are
part of the GTOPO30 global digital eleva-
tion m odel. Using a cropp ed p ortion of the
GTOPO30 data set fulfills the basic need of
having a consistent Earth m odel into which
sites can be placed for executing spatial
analysis. The GTOPO30 data have been
widely used for a variety of modelingpurposes including hydrologic analysis
and d rainage basin delineation (http:/ /
edcsnw3.cr.usgs.gov/ topo/ hydro/ apps.ht
ml). While the data are not at an optimal
resolution (Kvam me 1990:112), they d o p ro-
vide the basis for p roceeding w ith a polity-
488 JENN INGS AND CRAIG
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wide analysis of Wari administrative center
site selection until finer resolution data can
be constructed.
Wari Site Location
Accurate site location information was
crucial for this analysis. In most cases, site
coordinates w ere obtained directly from re-
searchers who visited or worked at these
sites. When this was not possible, coordi-
nates have been taken from published
maps onto which site locations have been
plotted. Once values for site locations were
obtained these were entered into the GISand represented as a layer, or theme, of
points. Additional attributes abou t each site
(size, type, previous occup ation, and infor-
mation references) were added to the
themes attribute table prior to analysis.
Wari peripheral administrative centers that
are included in the analysis are reported in
Table 1.
Defining Valleys
Examining possible variation in how
Wari invested in the construction and
maintenan ce of control in d ifferent valley
systems forms a core question of this re-
search. In ord er to pur sue the p roblem, it
was necessary to define the spatial extent
of each valley system in which we exam-ine Wari administrative site selection. A
variety of objective methods for defining
valley limits were considered. However,
objective valley definition was quite diffi-
cult given the broad spatial setting and
the features we wished to model.3 Valley
extents were determined by examining
the p hysical structure of each valley repre-
sented in the Earth model. An isoplethmap of elevation was constructed such
that isobars representing contour lines
were drawn for the entire region (John-
ston 1998:80; DeMers 1997:258). Contour
lines, or isobars, were then displayed on
top of the Digital Elevation Mod el. Inspec-
tion of the contour lines p rovided a good
way of representing where valley edges
met with flatter intervalley puna high-
lands.
On an isopleth m ap, the flatter h ighlands
are represented by isobars that are furtherapart due to the fact that there is less
change across distance (DeMers 1997:260).
Likewise isopleth mapping of steep valley
edges produces closely spaced isobars due
to greater slope. Know ing these facts of iso-
pleth mapping, it was possible to identify
individu al contours where the slope within
a polygon was high wh ile the slope outside
of the polygon w as much lower. For each ofthe valleys, higher resolution topographic
and land cover maps were examined. On
the coast these higher resolution map s were
particularly important sources of informa-
tion on valley extents, since valleys tend not
to produce the deep d rainage channels seen
in the highlands. The extent of arable land
as represented on these maps became an
important source of information for defin-ing coastal valley limits.
Transitional isolines and additional infor-
mation abou t valley structure were used for
defining valley system bound aries on a val-
ley by valley basis (Fig. 3). This subjective
method of feature definition has precedents
in geography (Clarke personal comm un ica-
tion and 1999). In order to proceed with
analysis it was necessary to make a deci-sion, and occasionally those decisions must
be arbitrary. We hope to have m ade our val-
ley definition decision rules explicit, and
we encourage researchers to comment on
how valley extents were defined . If it is pos-
sible to improve the model by modifying
the shape and extent of a particular valley
we are interested in incorporating those
changes.
Defining Valley Center
Once valley systems were defined and
modeled as polygons, it was necessary to
develop a spatial point of reference that
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490 JENN INGS AND CRAIG
FIG. 3. (a) The top ography of the Cotahu asi Valley and the Wari adm inistrative site of Collota. Con-
tour interval of the isolines is 100 m. (b) The boundary defined for the Cotahuasi Valley. The valleys
centroid is indicated by the circle with a cross. The Wari adm inistrative site of Collota is represented as
a triangle. (c) Dotted contour lines represent d istance from the centroid of the Cotahu asi Valley. The
un its are in hours w alking and the contour interval is 1h. The valleys centroid is ind icated by the cir-
cle with a cross. The Wari adm inistrative center of Collota is represented as a tr iangle.
could be used to test theoretical predictions
about where Wari sites are located with re-
spect to the center of each of those systems.
Defining the center of a polygon is a com-
plex geographic problem, and there are avariety of solutions to the question of
where is the center of this polygon. For
this analysis, we comp uted a p olygons cen-
troid using the trapezoid rule with a
weighted mean center (DeMers 1997:195;
Clarke 1995). Using this method it is possi-
ble to have a centroid that is outside of its re-
spective polygon. Since we wanted to
model centrality within valley systems, cen-
troids were forced to occur within polygons.
Distance from Center
Since our theoretical expectations relate
to the distance Wari sites are predicted to
fall from a valleys center, we computed
two kinds of distance from layers that
cover the stud y area u sing the GTOPO30 el-
evation data. First, we computed a raster
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theme such that each cell contains a value
representing the isotropic Euclidean dis-
tance from each valleys centroid in units of
meters. Second, applying Toblers hiking
function (Tobler 1993; Kantner 1997) we
computed a cost surface that representsspace nonisotropically in terms of walking
time.
Aldenderfer (1998:12) has tested Toblers
h iking function by comparing compu ter
generated travel times to actual walking
trip s in the And ean high-sierra and p una
rim region of the Ro Osmore d rainage.
Aldenderfers test walkers included both
ind igenou s Aym ara sp eakers and N orthAmerican researchers. Ten trips were timed
and com pared to the sam e trip s m od eled
on the computer using Torlber s (1993) hik-
ing function . Walking trips ranged in d is-
tance from about a half a kilometer to 16
km. Results of Aldenderfers tests showed
that the m od el slightly u nd erestim ates
travel times, but that it appears to be a
reasonably good estimator of travel timesin mountainous terrain (Ald end erfer
1998:15).
For execution in the Arc/ Info GIS pack-
age, Toblers transformation can be ex-
pressed using the following formula pro-
vided by Kantner (1997):
TD/ (6 exp (3.5 * abs(S .6))),
where T traveltime across a given demcell,D euclidean distance across a given
dem cell, and S slope of a given cell.
This non isotropic friction su rface was ap-
plied in computing a cost distance grid
theme using each valleys centroid as the
source cells. This resulted in a grid such
that cell values represented distances from
valley centers in units of hours walking.
AN ALYTICAL METHODS
After constructing the database, we
needed to develop a statistic that wouldallow us to test our expectations about the
relationships between early Intermediate
Period political complexity and the place-
ment of Wari adm inistrative centers dur ingthe Midd le Horizon. Recall that when Wari
expanded into politically complex valleys,
we expect sites to be located in places thatfacilitate the movement of goods back to
the core since the emp ire is co-opting exist-ing prestige good exchange networks.
When this is the case, on average we expect
sites to be located further away from thevalleys center. Likewise, we expect Wari
would have had to develop an administra-
tive infrastructure in those valleys wherethe preexisting political complexity was
low. In these cases, we expect Wari sites to
be closer to the center of the valley sincethere is a need to establish political and eco-
nomic control over unorganized settle-ments w ithin the valley.
The metr ic we developed treats each ad-
ministrative center as an independent caseand relies on d ifferences betw een ob-
served and expected values in Euclideand istances from the cen troid . For each val-
ley, we randomly generated a 20% sampleof poin ts (R) such that no two poin ts cou ldbe closer than a kilometer. We forced
points to be further than 1 km apart so
th at no grid cell w ithin the valley w ill besampled more than once. These randomly
generated poin ts represen t expected sitelocation s if n o factors w ere in flu en cin g
Wari site selection.
The random points layer for each valleywas used to query the Euclidean distance
grid theme. The mean values returned
from each (R) set of points was calculated
independently on a valley-by-valley basis.
This produced an isotropic, Euclidean, av-
erage expected d istance from the center for
each valley (mR). The points representing
Wari sites were also used to query the Eu-
clidean grid theme returning an isotropicmeasure of observed d istance from the cen-
troid for each site (W). Each Wari site is
treated as an independent case regardless
of whether or not it was the on ly site in the
valley. Once isotropic observed and ex-
pected values were computed we sub-
tracted observed Wari distances from cen-
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ter from the expected distance from center
(mR W), producing a residual. This resid-
ual, in units of meters, describes how aver-
age expected distances from the centroid
differ from an observed distance from the
centroid within each valley. Positive residu-als ind icate sites that a re closerto the center
than expected , wh ile negative residu als rep-
resent sites that are furtherfrom the center
than the mean of our 20% rand om sample.
In order to place all of the sites, dispersed
between 12 different valleys of varying
size, on a comparable axis we divided the
residu al (mR W) by the square root of val-
ley area (A ), which was measured in unitsof square meters. Division by the square
root of a va lleys area cancels ou t any u nits
leaving a unitless numerical descriptor
(Fig. 4).
Tw o key d ata con strain ts n eed ed to be
taken in to accoun t w hen develop ing th is
spatia l metr ic. First , valley definit ion was
judgmen tal and su bject to revision. How-
ever, the metric should be rela tively resis-tan t to m ost ch an ges in valley sh ap e. It is
clear that if cor rections need to be made to
a valleys boundar ies then location of the
polygons cen troid w ill move. Th is is po-
ten tially sign ifican t since th e cen troid
which is a higher order feature forms a
referen ce p oin t for an alysis. H ow ever,
changing the shape of a valley system will
also modify where the randomly selectedpoints can be placed . The d istance of
every p oin t to th e cen ter w ill ch an ge, bu t
w here a particu lar War i site falls w ith re-
spect to the fu ll range of possibilities
sh ou ld rem ain resistan t to all excep t the
most drast ic changes in valley shape. Sec-
ond , valley area is not constan t some val-
leys are very large and others are quite
sm all. An y d istance m etric u sed to com -p are valleys of d iffering sizes m ust ac-
cou nt for th e fact th at there is great vari-
ab ility in the spatial exten t of the valleys.
While large valleys will have a much
greater average distance from the center,
d ivid in g by valley area stan d ard izes th e
metr ic controlling for th is source of var i-ability.
It is not logical to app ly the d istance met-
ric to the nonisotropic cost surface pro-
duced using Toblers (1993) hiking function
because it does not make sense to divide
units of hours by square meters. Therefore
we did not attempt to control for valley
area with the nonisotropic measure of dis-
tance. Differences in walking times couldbe influenced by valley area, but expressing
distances in units of hours walking should
provide a useful basis for comparing sites
distances from center in different valleys.
RESULTS AN D DISCUSSION
Results from all d istance measu res show
a trend for Wari administrative sites in po-litically complex valleys to be further from
the center than one wou ld expect on aver-
age. Likewise, Wari administrative sites
placed in politically simple valleys tend to
be closer to the center than the mean of our
20% samp le. A rank order plot of our d is-
tance metric, whose computation is de-
scribed above, illustrates these trends (Fig.
6a). The cost distance from a Wari site to th egeographic center of a valley further sup-
ports our predictions (Fig. 6b). Application
of Toblers hiking algorithm show s that ad -
ministrative sites in politically complex val-
leys are a greater walking time away from
the center than all bu t one of the sites found
492 JENN INGS AND CRAIG
FIG. 4. The distance statistic formula is shown on
the left and a schematic example of a valley is show non the right. In the diagram on the right the valley
centroid is represented by a cross, rand omly sampled
points are shown as dots, and the location of a Wari
site in th is hypothetical case is shown as a triangle.D
distance from center statistic; R distance from
center for a %20 random sample based on area; W
distance of a Wari site;A valley area.
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in valleys exhibiting simple Early Interme-
diate Period political complexity.
Differences between Wari sites found in
politically simple and complex valleys is
significant in th ree measures of d istance: (1)
raw untransformed Euclidean distance issignificant at t 5.77, p 0.0001, while (2)
our distance (D) metric is also significant
(t 3.21, p 0.0048.), and (3) Toblers
costdistance function is significant at t
5.35,p 0.0001. All three measu res ind icate
that there is a significant separability in the
distance from center between politically
comp lex and simple valleys.
These results are promising, but wewould expect valley size to exert influence
on m easures of d istance. In th is popu lation,
four of five politically complex valleys have
larger areas than simple ones (Fig. 5), and
we would expect area to correlate with
measures of distance. We attemp ted to deal
with the p roblem of valley size in the d evel-
opment of our distance (D) metric dis-
cussed above, and regression analysisshows that valley area is not the sole source
of variability (Table 2). Hold ing area as the
independent measure it accounts for about
half of the variability of raw un transformed
Euclidean distance from center (R2 0.52).
Our distance metric (D) factors area out
(Fig. 4), and as we would expect regression
demonstrates that valley area accounts for a
very small fraction of variability when
using this d istance statistic (R2 0.06). Area
app ears to accoun t for a good portion of To-blers costdistance formula (R2 0.59),
but the measure has the significant ad van-
tage of being in easily interpretable units.
Area and complexity are directionally cor-
related as are distance from center and
complexity. Simple valleys are small and
sites in complex valleys should be further
from the center. Our distance (D) metric,
which stand ardizes valley area yet discrim-inates cases well, shows that the greater
distances from center seen in large and
complex valley systems have more to do
with placement of administrative centers
within the valley rather than by the effects
of a valleys size alone.
Four of the 20 sites do not follow trends
that w e would expect. Two sites in comp lex
valleys are closer to the center than anisotropically measured 20% random sam-
ple, and two sites located in politically sim-
ple valley systems are further from the cen-
ter than the 20% sample. Sonay, located in
the coastal valley of Camana, and Jin-
POLITYWIDE AN ALYSIS OF WARI POLITICAL ECONOMY 493
FIG. 5. Rank order plot of valley area. The units for the y axis are squ are kilometers. Valleys with
complex pre-Wari political organization are represented by horizontal lines while valleys with simple
pre-Wari political organization are show n with d iagonal hatching.
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camocco, located in the highland valley of
Carhuarazo, are both further from the cen-
ter than the mean for a 20% random sam-
ple. However, both are about a days walk
from the center. Pariamarca and Honco-
pampa are closer to the center than the
mean for a 20% random sample for the
Callejon de Huaylas, where they are lo-
cated. However, they appear to have travelcosts to the center that are similar to other
Administrative sites located in complex
valley systems. It is interesting to note that
the relative positions of Honcopampa and
Pariamarca do not necessarily run counter
to the proposed model. Both sites are lo-
cated along the boundary of the long nar-
row ellip tically shap ed Callejon d e Hu aylas
valley. These sites are located in a positionwhere travel time from the center, up the
steep flanks of the valley, is high while Eu-
clidean distance from center is low. It is sig-
nificant to note that both H oncopam pa and
Pariamarca are located on the eastern flanks
of the valley, closer to the Wari core. More
extensive research in these two regions is
needed to determine w hat other local con-
ditions imp acted site placement.
Desp ite the fou r excep tions described
above, results strongly matched our predic-
tions. The technique allowed us to test pre-
d ictions in 12 local systems that varygreatly in size over a vast horizontal extent.
Valley area ranges from less than 200 km2 to
over 2500 km2, an d th e n orth ern m ost val-
ley is abou t 1380 km aw ay from the sou th -
ern most valley. Early Intermediate Political
com p lexity ten ds to h ave occu rred m ore
often in larger valley system s. t- Tests
showed significant differences in Wari Ad-
minist ra tive site placement depending onw heth er th ey w ere located in valleys ex-
hibit ing simple or complex Early Interme-
d iate Period social complexity. Area and
complexity are correlated, and so it is diffi-
cult to tell from the distance measures alone
w hether Early In termed iate Period com-
plexity or valley area is a better predictor for
Wari Adm inistrative site placement. Regres-
sion shows that our distance metr ic was notcorrelated with valley area. The combination
of significant differences in Wari site place-
ment between simple and complex valleys
and the lack of correlation between valley
area and our distance metr ic indicates that
Early Intermediate Period political complex-
ity is the likely source of variation in Wari
site placement with respect to the centrality
of site location in a valley system.From a methodological and analytical
perspective these GIS based techniques of
spatial analysis have the advantage that
they perm it additional analysis of and com-
parisons between the survey results from
numerous independent research efforts.
This permits examination and mod eling of
systems that are mu ch larger than any one
person could collect the data to test. Thesesame techniques should be applicable to
other archaeological contexts.
CONCLUSIONS
Imperial conquest and consolidation is a
complex process that is strongly shaped by
494 JENN INGS AND CRAIG
TABLE 2
Results of Regression Analys is Holding Area as the
Independent Variable
Linear Fit Euclidean d istance by
valley area
Euclidean distance Valley area
Sum mary of fit
R2 0.52
R2 adj. 0.49
RMS error 12822.51
(D) Statistic by valley area
(D) statistic Valley area
Sum mary of fit
R2 0.06
R2 adj. 0.008
RMS error 431.15
Linear fit Cost distance by valley area
Cost distance Valley area
Sum mary of fit
R2 0.59
R2 adj. 0.56
RMS error 3.32
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POLITYWIDE AN ALYSIS OF WARI POLITICAL ECONOMY 495
FIG. 6. (a) Isotropic distance measure in a rank order p lot where they axis is prod uced by ap plying
the distance metric described in the analytical methods section. In this figure sites that are located in
complex valleys have horizontal hatching while sites located in simple valleys have diagonal hatch
marks. (b) Nonisotropic costdistances in a rank order plot. They axis is in u nits of hours walking time
established u sing Tobler s (1993) hiking function w ith the GTOPO30 data set. Sites located in comp lex
valleys have horizontal hatching w hile sites located in simple valleys have d iagonal hatch marks.
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the local conditions that are encountered
during expansion. Scholars stud ying partic-
ular sites and areas can only hope to eluci-
date the imp act of these local cond itions on
their study area. The overall importance of
these conditions in imperial strategies,however, must be left to conjecture. We sug-
gest that politywide analysis can build on
these local analyses to measure the impact
varying local cond itions th roughou t an em-
pire.
In this case, we considered the effect of
an areas political organization on Waris
imperial strategies. We suggest that the em-
pire developed a w ealth finance system an-chored by a nu mber of administrative cen-
ters. At the time of Wari expansion, a
number of complex societies flourished in
the northern Highlands and coastal Peru.
The long distance exchange of prestige
goods app ears to have formed a fund amen-
tal aspect of the p olitical economies of these
polities (Shady Sols 1978:27, Topic and
Topic 1983; Arguto Calvo 1984:8487). In-stead of destroying these exchange relation-
ships, the empire co-opted them. Wari ad-
ministrative centers were placed at the
margins of these polities to control their ex-
change netw orks. The end result was an in-
crease in both the scale of trade and re-
gional economic prosperity that may have
benefited local groups as well (Shady Sols
1982, 1988). Outside of these areas of highpolitical complexity, the empire encoun-
tered areas settled by independ ent villagers
and, more rarely, pastoralists. In these
cases, Wari control focused on the develop-
ment and then control of these areas and
their local wealth potential (de la Vera Cruz
1996:150151). Administrative centers for
these areas tend ed to be located tow ard the
center of the population in order to orga-
nize these populations cheaply and effec-
tively.
Over the past 2 decades, research into an-
cient empires has underscored the incredi-
ble variety of imperial practices. Under-
neath and running though these practices,
we sincerely hope, lie patterns. Tantalizing
parallels to the processes described in this
model may exist, for example, in Egyptian
imperial practices in Nubia (Smith
1998:8081); Assyrian strategies on theirnorthern frontiers (Parker 1998:379381);
and the mixed economy of trade and trib-
ute of the Turks, Tibetans, and Uighurs of
Central Asia (Di Cosmo 1999:3032). With-
out systematic spatial analysis at a polity-
wide level, however, the applicability of
this model to the understanding of other
emp ires can on ly be tentative. We hop e that
this article has demonstrated the value ofsuch a level of analysis in the study of an-
cient empires and other macroregional
processes.
ACKNOWLEDGMENTS
We thank David Browman, Michael Malpass, Gor-
don McEwan, William Isbell, J. Scott Raymond , Katha-
rina Schreiber, John Topic, Teresa Topic, and Ryan
Williams for their assistance in the identification and
location of man y of the Wari sites d iscussed in the text.
We also than k Keith Clarke for his feedback on the d e-
velopment of our distance metric. This article bene-
fited enormously from the editorial advice of Mark
Aldend erfer, Karen And erson, Christina Conlee, John
OShea, Stuart Smith, Kevin Vaugh n, and four anony-
mou s reviewers. We than k Katharina Schreiber for al-
lowing u s to revise a figure from the site of Jincamocco.
NOTES
1 Eviden ce for storage capacity above th e basic sub-
sistence needs of a peripheral center was long though t
to come from the enclosures of Viracochapampa and
Pikillacta. In these centers, there are massive blocks of
small rooms w ith raised d oorways that h ave been in-
terpreted as storage facilities (Menzel 1964). The prin-
cipal investigators of these sites, however, now sug-
gest that these facilities never operated as such in any
significant way. Viracochapampa was abandoned be-
fore it was finished and put to use (Topic 1991:151),
while only a portion of Pikillactas room blocks were
in use during the sites occupation (McEwan 1991,
1996). Even the rooms put into use at Pikillacta were
used for a variety of fun ctions and only occasionally, if
at a ll, used for storage (McEwan 1996:183). While it is
possible that storage facilities of the empire remain
496 JENN INGS AND CRAIG
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un identified in the record, we suggest that the massive
storage and control of perishable, nonprecious goods
may not have served an important aspect in the Wari
political economy.2 In this article, admin istrative centers are differenti-
ated from offering dep osits and temple centers. A com-
mon practice in Wari studies (Isbell and Schreiber1977, Schreiber 1992, Cook 1985), this distinction is
based on the d ifferent functions of the three site types.
The offering deposits, consisting of intentionally
smashed decorative wares, are thought to have had a
ritual function. Temple centers, such as Pachacamac
and Wari Willka, most likely functioned as pilgrimage
centers and d id not, strictly speaking, have an ad min-
istrative use.
All sites included in the analysis are treated
equally regardless of variations in site size. In 1978,
William Isbell and Katharina Schreiber suggestedthat the Wari emp ire was arranged into a three level
administrative hierarchy with the site Wari the first
ord er site, Viracochap amp a and Pikkillacta as second
order centers, and the other enclosures as third order
sites (379). Recent work however suggests that Vira-
cochap amp a was still und er construction when it was
aband oned an d contains only limited occup ation d e-
bris (Topic 1991:152). Pikillacta was also under con-
struction at the time of abandonment and only a
small por tion of the site was ever occup ied (McEwan
1996:181). We believe that it is likely that these cen-ters never rose to become true second-order sites in
the Wari adm inistrative hierarchy.3We struggled for several months in an attempt to
find more object ive means to determine valley bound-
ar ies. A more objective definition does not seem to be
possible for several reasons. First, the vertical extent of
vegetation zones is not consistent through out the study
area.In general, the northern portion ofthe study area is
wet ter while the southern extent tents to be more arid.
Furthermore, valleys included in analysis are found on
the coast, the highlands, and the eastern flanks of the
Andes. Each radically different environmental zones.
Therefore, horizontal variation in the nature of vertical
ecology would not permit uniform objective valley defi-
nition based on a consistent upper elevation threshold.
Secon d, anoth er com mon ap proach is to d elin eate
drainage basins through down slope accumulation in
order to define valleys (Johnston 1998:91). Drainage
basin delineation has been explored to some extent with
this earth model. However, given the entities we want to
examine, downslope accumulation modeling is not ap-propriate. Application of the technique produces polyg-
onal objects that define the limits of basin catchments
rather than valley extents (Johnston 1998:95). For exam-
ple, when the method was applied to our data set catch-
ment basins often included large sections of puna high-
lands. However, we wish to define valleys based on the
limits of arable agricultural land and habitable space.
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