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.

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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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