In this paper I investigate the community-level articulation of imperial and local political structures during the Inka occupation of the Collagua Province, located in the Colca Valley of highland southern Peru. Combined ethnohistorical and archaeological analysis document the emergence of a hybrid imperial/local political formation in the shift from autonomous rule during the Late Intermediate period (A.D. 1000–1450) to the Inka occupation during the Late horizon (A.D. 1450–1532). Documentary evidence reveals considerable but uneven penetration of Inka imperial institutions across the two ranked moieties that structure local community organization, with remarkably close conformity between Inkaic ideals of rank and hierarchy among the communities (ayllus) of the lower moiety, but greater autonomy among the higher-ranking ayllus of the upper moiety. New data from a systematic survey around the provincial capital documents a decentralized Late Intermediate period settlement pattern associated with fortifications, suggesting segmentary autonomous political organization. The subsequent Late horizon settlement pattern signals overall occupational continuity, but with the establishment of an Inka administrative center and the installation of central plazas and Inka structures at large settlements with local elite domestic architecture. The two data sets combined provide a integrated view of centralized, but locally mediated, Inka administration.

Archaeologists study many phenomena that scale beyond even our most geographically expansive field methodologies. The promise of collecting archaeologically relevant data beyond the scale of regional surveys is among the most exciting prospects of the “data revolution.” Yet previous efforts have either struggled to generate high-quality data within expansive regions or to use well-edited interregional datasets to address novel research questions. We discuss the development of two collaborative research projects that seek to address these problems—GeoPACHA (Geospatial Platform for Andean Culture, History and Archaeology) and LOGAR (Linked Open Gazetteer of the Andean Region). The former is an online platform facilitating virtual archaeological survey of satellite and historical aerial imagery; the latter collates primary source information on Andean places. We illustrate the potential of both tools through presentation and analysis of a comprehensive basemap of the planned colonial towns built during a mass resettlement program instituted in the viceroyalty of Peru in the 1570s C.E.

Archaeological surveys conducted through the inspection of high-resolution satellite imagery promise to transform how archaeologists conduct large-scale regional and supra-regional research. However, conducting manual surveys of satellite imagery is labour- and time-intensive, and low target prevalence substantially increases the likelihood of miss-errors (false negatives). In this article, the authors compare the results of an imagery survey conducted using artificial intelligence computer vision techniques (Convolutional Neural Networks) to a survey conducted manually by a team of experts through the Geo-PACHA platform (for further details of the project, see Wernke et al. 2023). Results suggest that future surveys may benefit from a hybrid approach—combining manual and automated methods—to conduct an AI-assisted survey and improve data completeness and robustness.

Imagery-based survey is capable of producing archaeological datasets that complement those collected through field-based survey methods, widening the scope of analysis beyond regions. The Geospatial Platform for Andean Culture, History and Archaeology (GeoPACHA) enables systematic registry of imagery survey data through a ‘federated’ approach. Using GeoPACHA, teams pursue problem-specific research questions through a common data schema and interface that allows for inter-project comparisons, analyses and syntheses. The authors present an overview of the platform's rationale and functionality, as well as a summary of results from the first survey campaign, which was carried out by six projects distributed across the central Andes, five of which are represented here.