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A new view of hillforts in the Andes: expanding coverage with systematic imagery survey
Open accessAbstract
In the Andean highlands, hilltop fortifications known as pukaras are common. Dating predominantly to the Late Intermediate Period (AD 1000–1450), pukaras are important to archaeological characterisations of a political landscape shaped by conflict but the distribution of these key sites is not well understood. Here, the authors employ systematic satellite imagery survey to provide a contiguous picture of pukara distribution on an inter-regional scale covering 151 103km 2 in the south-central highlands of Peru. They highlight the effectiveness of such survey at identifying pukaras and capturing regional variability in size and residential occupation, and the results demonstrate that satellite surveys of high-visibility sites can tackle research questions at larger scales of analysis than have previously been possible.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
Systematic satellite imagery survey across 151,103 km² of the south-central Andean highlands identified 1,249 high-confidence pukaras, showing they were broadly distributed but regionally variable. The authors argue this approach complements field research, while yielding a minimum count rather than a complete census.
Key findings
The combined dataset contains 1,249 high-confidence pukaras (1,210 identified through satellite survey and 39 from field visits or published sources), plus 211 low-confidence pukaras; non-residential pukaras were surprisingly frequent (n = 567) compared with residential pukaras (n = 682).
- Getis-Ord Gi* hot-spot analysis (15 km fixed-distance band) found large discrete clusters in the northern and southern Titicaca Basin, a separate hot spot in the altiplano to the south-east, and smaller hot spots in the Colca Valley and southern Cuzco; non-residential pukaras formed smaller, more discrete clusters.
- Size varied regionally: 76% of the 74 large and very large pukaras (>20 ha) were in the Lupaca-Pacajes survey area. In Zone A, median pukara size was 2.99 ha, no site exceeded 20 ha, and 60% were residential; in Zone B, median size was 8 ha and 86% were non-residential.
- Systematic survey outperformed ad hoc methods: an earlier non-systematic dataset missed 166 of 376 (44.1%) high-confidence pukaras; in the 20,580 km² overlap between GeoPACHA and Housse-Mouquet surveys, 95 of 193 (49.2%) high-confidence pukaras were identified independently by both surveys.
Methods
Three independent and partly overlapping systematic satellite imagery surveys using approximately 0.5 m imagery: two GeoPACHA surveys (a south-western complete imagery survey and a north-eastern pukara-focused survey) and the Housse-Mouquet Lupaca-Pacajes survey covering 31,888 km² in 5 × 5 km cells.
- GeoPACHA used 0.02° grid cells subdivided for fine-grain tracking; the north-eastern survey refined methods iteratively and excluded cells with mean elevation above 4,367 masl. The Lupaca-Pacajes survey inventoried known sites, divided the area into two zones, and ranked potential pukaras into low-confidence, high-confidence non-residential, and high-confidence residential classes.
- After merging datasets, each pukara locus was assigned a confidence score of 0–4 based on location, defensive architecture, and residential architecture; loci below 1.5 were removed and 1.5–2 coded low confidence. Analysis used Getis-Ord Gi* hot-spot analysis with a 7.3 km hexagonal grid and 15 km fixed-distance band, supplemented by targeted field visits to 158 sites over the years, including 29 ground-truthed in 2022.
Limitations
The paper states that satellite survey cannot detect every pukara: thick vegetation obscures visibility, naturally defensive landforms without substantial built defences cannot be identified unless they show residential or other architecture, and pukaras on low cultivated hills or mesa tops without visible residential architecture are sometimes missed. The dataset is therefore a minimum count, not a complete census, and cannot capture less visible site types or complete settlement patterns.
- The confidence-score system is stated to bias toward visible residential architecture and built defences over natural defences. Ground-truthing was limited to 29 sites, and two residential sites with dense surface ceramics but no remaining architecture were misclassified.
- Evident from the text: detection is variable across surveys—only 49.2% of high-confidence pukaras in the overlap were identified independently by both surveys, and comparisons with pedestrian surveys missed several known sites—so completeness and comparability across areas remain constrained.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
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- Findingreasoning
Even in regions with excellent visibility, naturally defensive landforms without substantial built defences could not be identified as pukaras from satellite imagery alone unless the site contained visible signs of residential use or other architecture.
“Even in regions with excellent visibility, naturally defensive landforms (e.g.mesas surrounded by cliffs) without substantial built defences could not be identified as pukaras from satellite imagery alone unless the site contained visible signs of residential use or other architecture.”
Quote in the paperSubstantial claim - Findingcitation
Pukaras are densely concentrated in places such as the Lake Titicaca Basin and the Colca Valley where previous field surveys had documented defensive settlement patterns.
“Pukaras are densely concentrated in places such as the Lake Titicaca Basin and the Colca Valley where previous field surveys had documented defensive settlement patterns (Hyslop 1976;Stanish et al. 1997;Frye & de la Vega 2005;Arkush 2011;Neira Avendaño 2011[1961]; Wernke 2013; Kohut 2016), but our satellite survey also found substantial concentrations of pukaras in many other parts of the south-”
Quote in the paperSubstantial claim0 of 3 sources checked - Findingown data
Comparison of satellite survey to full-coverage pedestrian surveys within the GeoPACHA analysis area found that smaller pukaras on low cultivated hills and mesa-top pukaras without visible residential architecture were sometimes missed.
“We compared the results of our satellite survey to full-coverage pedestrian surveys that fell within the GeoPACHA analysis area (the Housse-Mouquet survey integrated known sites from the outset) and found that smaller pukaras on low cultivated hills and mesa-top pukaras without visible residential architecture were sometimes missed.”
Quote in the paperSubstantial claim - Findingown data
A second important finding is the spatial patterning of pukara variability in size, defensibility, residential occupation, and other traits.
“A second important finding is the spatial patterning of pukara variability in size, defensibility, residential occupation, and other traits.”
Quote in the paperSubstantial claim - Findingown data
The satellite survey found substantial concentrations of pukaras in many other parts of the south-central Andes beyond previously documented areas.
“but our satellite survey also found substantial concentrations of pukaras in many other parts of the south-central Andes.”
Quote in the paperSubstantial claim
- Findingcitation
Only two of six pukaras recorded in a 79 km2 pedestrian survey south of Lake Umayo were independently identified in the satellite survey.
“Only two of six pukaras recorded in a 79km 2 pedestrian survey south of Lake Umayo (Arkush & Chávez J. 2010) were independently identified in the satellite survey.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Arkush & Chávez J. 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Findingreasoning
Satellite survey could not detect every pukara.
“From the outset it was obvious that satellite survey could not detect every pukara.”
Quote in the paperSubstantial claim - Findingreasoning
By co-ordinating data collection across teams with experienced archaeologists and undergraduate students, the authors were able to cover an unprecedented 151,103 km2.
“By co-ordinating data collection across teams with experienced archaeologists and undergraduate students, we were able to cover an unprecedented 151 103km 2 .”
Quote in the paperSubstantial claim - Findingown data
A total of 193 high-confidence pukaras fall in the 20,580 km2 area where the GeoPACHA and Housse-Mouquet surveys overlapped.
“A total of 193 high-confidence pukaras fall in the 20 580km 2 area where the GeoPACHA and Housse-Mouquet surveys overlapped.”
Quote in the paperSubstantial claim - Findingreasoning
Pukaras located on low hills that have been farmed intensively since abandonment are harder to detect.
“Furthermore, pukaras located on low hills that have been farmed intensively since abandonment are harder to detect.”
Quote in the paperNot a substantial claim - Findingown data
Transect results showed that pukaras were rare to non-existent in the highest altitude zones.
“The transect results showed that pukaras were rare to non-existent in the highest altitude zones.”
Quote in the paperSubstantial claim - Findingown data
In the south-western and Lupaca-Pacajes surveys, under three per cent of pukaras identified (13 of 478) were in cells above 4367m mean elevation.
“This altitude exclusion was not applied in the south-western survey (grey) or the separate Lupaca-Pacajes survey (red); however, in those surveys, under three per cent of pukaras identified (13 of 478) were in cells above 4367m mean elevation.”
Quote in the paperSubstantial claim - Findingown data
Of the 193 high-confidence pukaras in the overlap area, 95 (49.2%) were identified independently by both surveys.
“Of these, 95 (49.2%) were identified independently by both surveys.”
Quote in the paperSubstantial claim - Findingown data
In the south-central highlands, non-residential pukaras can generally be assigned to the Late Intermediate Period based on ceramic typologies and similarities to dateable residential pukaras in wall construction, preservation, mortuary architecture and occasionally proximity.
“Our ground visits indicate that, in the south-central highlands, non-residential pukaras can generally be assigned to the LIP based on ceramic typologies and similarities to dateable residential pukaras in wall construction, preservation, mortuary architecture and, occasionally, proximity.”
Quote in the paperSubstantial claim - Findingown data
Three of the other pukaras in the Lake Umayo survey were cliff-walled mesa landforms with no architecture visible in satellite imagery.
“Three of the others were cliff-walled mesa landforms with no architecture visible in the satellite imagery.”
Quote in the paperSubstantial claim - Findingreasoning
Combined, three complementary systematic satellite survey projects provide the first comprehensive, large-scale view of the pukara phenomenon across a more than 150,000 km2 region of the south-central Andean highlands.
“Combined, these surveys provide the first comprehensive, large-scale view of the pukara phenomenon across a more than 150 000km 2 region of the south-central Andean highlands.”
Quote in the paperSubstantial claim - Findingown data
A working dataset developed earlier by Arkush from non-systematic satellite and air photo survey and ground reconnaissance in the northern Titicaca Basin had missed 166 out of 376 (44.1%) high-confidence pukaras identified here.
“A working dataset developed earlier by one of us (Arkush) from non-systematic satellite and air photo survey and ground reconnaissance in the northern Titicaca Basin had missed 166 out of 376 (44.1%) high-confidence pukaras identified here.”
Quote in the paperSubstantial claim - Findingnone given
Thick vegetation obscures visibility, imposing a hard limit on the eastern reach of the survey.
“For instance, thick vegetation obscures visibility, imposing a hard limit on the eastern reach of the survey.”
Quote in the paperSubstantial claim - Findingown data
Pukaras were broadly distributed.
“While this survey shows that pukaras were broadly distributed”
Quote in the paperSubstantial claim - Findingown data
Non-residential pukaras form smaller, more discrete clusters.
“By contrast, non-residential pukaras (Figure 6B) form smaller, more discrete clusters”
Quote in the paperNot a substantial claim - Findingown data
The majority (72%) of pukaras are concentrated along the densely terraced shores of the lake, in a strip of land less than 20km wide.
“The majority (72%) of pukaras are concentrated along the densely terraced shores of the lake, in a strip of land less than 20km wide.”
Quote in the paperNot a substantial claim - Findingown data
The distribution of residential pukaras shows similar patterns of clustering to the dataset as a whole.
“The distribution of residential pukaras (Figure 6A) shows similar patterns of clustering to the dataset as a whole (Figure 5).”
Quote in the paperNot a substantial claim - Findingnone given
Results were significantly improved by having multiple surveyors independently review each grid cell.
“and that results were significantly improved by having multiple surveyors independently review each grid cell.”
Quote in the paperSubstantial claim - Findingown data
Systematic satellite survey generated a more complete and comprehensive dataset than nonsystematic imagery prospecting.
“We found that systematic satellite survey generated a more complete and comprehensive dataset than nonsystematic imagery prospecting”
Quote in the paperSubstantial claim - Findingown data
Pukara site size clusters along distinct regional lines.
“In addition to residential and non-residential classes, pukara site size (defined by the outer extent of walls and barriers) clusters along distinct regional lines.”
Quote in the paperSubstantial claim - Findingown data
Residential settlements are significantly closer to the lake on average than non-residential pukaras.
“But the bias is greater for residential settlements, which are significantly closer to the lake on average (Figure 9).”
Quote in the paperNot a substantial claim - Findingown data
Hot-spot analysis (15km distance band) shows distinct distributions for residential and non-residential pukaras.
“Hot-spot analysis (15km distance band) shows distinct distributions for residential and non-residential pukaras.”
Quote in the paperSubstantial claim - Findingown data
The Lupaca-Pacajes survey area has the greatest concentrations of non-residential pukaras.
“This is also where we see the greatest concentrations of non-residential pukaras.”
Quote in the paperNot a substantial claim - Findingnone given
The immense pukaras of Zone B are surrounded by thin, low walls of poor construction quality.
“These immense pukaras are surrounded by thin, low walls of poor construction quality.”
Quote in the paperSubstantial claim - Findingown data
This survey identified 567 non-residential pukaras.
“yet the large number of non-residential pukaras identified in this survey (n = 567) was surprising.”
Quote in the paperSubstantial claim - Findingown data
The scale of this dataset reveals that responses to warfare were localised and varied.
“At the same time, the scale of this dataset also reveals that responses to warfare were localised and varied.”
Quote in the paperSubstantial claim - Findingown data
Over three-quarters (76%) of the 74 large and very large pukaras-those greater than 20ha-are located in the Lupaca-Pacajes survey area.
“Over three-quarters (76%) of the 74 large and very large pukaras-those greater than 20ha-are located in the Lupaca-Pacajes survey area (Figure 7).”
Quote in the paperSubstantial claim - Findingown data
The largest pukaras are concentrated in the uplands to the south and south-east of Lake Titicaca.
“The largest pukaras are concentrated in the uplands to the south and south-east of Lake Titicaca.”
Quote in the paperNot a substantial claim - Findingown data
Very small and primarily residential pukaras are dispersed throughout the eastern valleys lining the north-eastern edge of the survey area.
“Also notable is the preponderance of very small and primarily residential pukaras dispersed throughout the eastern valleys lining the north-eastern edge of the survey area.”
Quote in the paperNot a substantial claim - Findingown data
From certain locations in the bottom of the Viacha Valley it is possible to observe nearly 35 pukaras simultaneously.
“From certain locations in the bottom of the valley it is possible to observe nearly 35 pukaras simultaneously (figure by authors).”
Quote in the paperSubstantial claim - Findingown data
There is significant variation in the density of pukaras.
“it also demonstrates significant variation in the density of pukaras”
Quote in the paperSubstantial claim - Findingown data
Even considering only areas where pukaras are densely clustered, the research is beginning to show significant regional variation that had previously remained largely undetectable.
“In addition, even considering only those areas where pukaras are densely clustered, our research is beginning to show significant regional variation that had previously remained largely undetectable.”
Quote in the paperSubstantial claim - Findingown data
In Zone A, 60 per cent of pukaras are residential.
“In this zone, 60 per cent of pukaras are residential.”
Quote in the paperNot a substantial claim - Findingown data
The results resoundingly confirm previous impressions about the prevalence of pukaras in the south-central Andean highlands.
“The results resoundingly confirm previous impressions about the prevalence of pukaras in the south-central Andean highlands.”
Quote in the paperSubstantial claim - Interpretationown data
Despite these limitations, systematising imagery survey with a grid clearly yields superior results compared to ad hoc methods.
“Despite these limitations, systematising imagery survey with a grid clearly yields superior results compared to ad hoc methods.”
Quote in the paperSubstantial claim - Study design and conductnone given
The authors' projects utilise a systematic grid-based approach to satellite survey that ensures complete imagery coverage.
“By contrast, our projects utilise a systematic grid-based approach to satellite survey that ensures complete imagery coverage.”
Quote in the paperSubstantial claim - Premisereasoning
Data on the full extent and intensity of the pukara phenomenon and its distribution remain imprecise, in part because of the limited spatial coverage possible through ground survey.
“Data on the full extent and intensity of the pukara phenomenon and its distribution remain imprecise, in part because of the limited spatial coverage possible through ground survey.”
Quote in the paperSubstantial claim- Rests on an assumption: Pukaras are a common and widespread category of site in the Andean highlands, especially the Andean sierra.
- Premisereasoning
The relationship between residential and non-residential pukaras is poorly understood.
“However, the relationship between residential and non-residential pukaras is poorly understood.”
Quote in the paperSubstantial claim - Premisereasoning
Pukaras are particularly well-suited to satellite survey because their large, linear and concentric arrangements of barriers and strategic hilltop positions make them exceptionally visible and distinctive in satellite imagery.
“Pukaras are particularly well-suited to this approach; their large, linear and concentric arrangements of barriers and strategic hilltop positions make them exceptionally visible and distinctive in satellite imagery.”
Quote in the paperSubstantial claim - Premisenone given
Intensive field research has been biased strongly towards large, densely occupied residential pukaras.
“Intensive field research has been biased strongly towards large, densely occupied residential pukaras.”
Quote in the paperSubstantial claim - Premisecitation
Non-residential pukaras, often called refuges, characterised by one or more concentric walls on hilltops with minimal internal architecture or surface ceramics, are a major component of the pukara phenomenon.
“Yet this defensive site type, characterised by one or more concentric walls on hilltops with minimal internal architecture or surface ceramics, is a major component of the pukara phenomenon (Parsons et al. 2000;Stanish 2003;Arkush 2011;Anderson 2014;Kohut 2016;Williams 2018;Connell et al. 2019;Housse 2021).”
Quote in the paperSubstantial claim0 of 3 sources checked - Study design and conductown data
Getis-Ord Gi* hot-spot analysis confirmed the patterns of pukara concentrations.
“These patterns were confirmed by Getis-Ord Gi* hot-spot analysis (ESRI ArcGIS Pro optimised hot-spot analysis) to identify statistically significant concentrations of pukaras.”
Quote in the paperSubstantial claim - Interpretationreasoning
Pukaras form an important component of Late Intermediate Period settlement systems oriented toward defence.
“Pukaras thus form an important component of LIP settlement systems oriented toward defence.”
Quote in the paperSubstantial claim - Study design and conductown data
A 15km fixed distance band was appropriate for identifying smaller-scale clustering.
“A 15km fixed distance band was appropriate for identifying smaller-scale clustering.”
Quote in the paperSubstantial claim - Interpretationreasoning
More localised processes account for the distribution of non-residential pukaras.
“suggesting that more localised processes account for their distribution.”
Quote in the paperSubstantial claim - Study design and conductown data
The classification of residential versus non-residential pukaras from satellite imagery appears to be relatively reliable.
“Despite the challenges associated with identifying them, noted above, our classification of residential versus non-residential pukaras from satellite imagery appears to be relatively reliable.”
Quote in the paperSubstantial claim- Rests on an assumption: The 29 ground-truthed sites are representative of all classified sites for assessing classification reliability.
- Interpretationreasoning
Non-residential pukaras may have corresponded to more pastoral activities.
“and may have corresponded to more pastoral activities.”
Quote in the paperNot a substantial claim - Study design and conductreasoning
Hot-spot analyses excluded pukaras identified only in ground-based field survey to avoid artificially biasing local clustering toward localities where field survey had previously taken place.
“Hot-spot analysis excluded the 39 pukaras identified only in ground-based field survey, to avoid artificially biasing local 'clustering' toward localities where field survey had previously taken place (figure by authors).”
- Also stated in: § Conclusions · plain
“Pukaras identified only in ground-based field survey are excluded (figure by authors).”
Quote in the paperSubstantial claim - Also stated in: § Conclusions · plain
- Interpretationown data
The dataset radically expands the known corpus of non-residential sites.
“our dataset radically expands the known corpus of nonresidential sites and makes possible some statements about their distribution.”
Quote in the paperSubstantial claim - Interpretationreasoning
These pukara patterns appear to reflect distinct defensive logics that were likely driven by regional differences in domestic economy, territorial concerns, and the size and scale of socio-political units.
“These pukara patterns appear to reflect distinct defensive logics that were likely driven by regional differences in domestic economy, territorial concerns, and the size and scale of socio-political units.”
Quote in the paperNot a substantial claim - Interpretationown data
For the first time, the authors have a dataset with a scale appropriate to addressing questions about models of pukara concentrations.
“Any of these models requires further analysis, but for the first time we have a dataset with a scale appropriate to addressing such questions.”
Quote in the paperSubstantial claim - Study design and conductown data
Ground-truthing of 29 pukaras identified in the survey found that these sites had been correctly classified, except for two residential sites with dense surface ceramics but no remaining architecture.
“Our ground-truthing found that these 29 sites had been correctly classified, except for two residential sites with dense surface ceramics but no remaining architecture.”
Quote in the paperSubstantial claim
- It may state two separate claims as one. 37
- Probably not a substantial claim. 15
It may state two separate claims as one.
FindingreasoningIn low-hill contexts, residential architecture has often disappeared, and defensive walls have been incorporated as terrace walls.
“Here, residential architecture has often disappeared, and defensive walls have been incorporated as terrace walls.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
FindingreasoningRepurposed or modified walls are harder to distinguish, although their long contiguous and concentric forms may actually be easier to identify from above than in ground survey.
“Repurposed or modified walls are harder to distinguish, although their long contiguous and concentric forms may actually be easier to identify from above than in ground survey.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataThe final combined dataset includes 1249 high-confidence pukaras (1210 identified through satellite survey and 39 not clearly visible in satellite imagery but identified through field visits or published sources) and 211 low-confidence pukaras.
“The final combined dataset includes 1249 high-confidence pukaras (1210 identified through satellite survey and an additional 39 not clearly visible in satellite imagery but identified through field visits by the authors or in published sources) and 211 low-confidence pukaras (Figures 3 & 4).”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataVisual inspection of the results suggests that hilltop fortifications are strongly concentrated in parts of the Lake Titicaca Basin, with other concentrations in the altiplano and upper drainages to the south-east and north-west.
“Visual inspection of the results suggests that hilltop fortifications are strongly concentrated in parts of the Lake Titicaca Basin, with other concentrations in the altiplano (highland plateau) and upper drainages to the south-east and north-west.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataIn a 580 km2 area in the northern Titicaca Basin near Arapa and Taraco covered by pedestrian survey in 2002, satellite survey identified 10 of the 14 pukaras recorded, with one coded as low confidence.
“For example, a 580km 2 area in the northern Titicaca Basin near Arapa and Taraco was covered in a pedestrian survey in 2002 (Stanish et al. 2018).Our satellite survey identified 10 of the 14 pukaras recorded in Stanish's survey, with one coded as low confidence.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Stanish et al. 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
It may state two separate claims as one.
Findingown dataThere are areas where pukaras appear to be absent or infrequent, including extremely high-elevation zones, expansive plains where defensible landforms are largely absent, and other areas where the absence of pukaras is harder to explain.
“There are also areas where pukaras appear to be absent or infrequent, including extremely highelevation zones, expansive plains where defensible landforms are largely absent, and other areas where the absence of pukaras is harder to explain.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
FindingcitationIn the Tacna precordillera areas surveyed in the field by Housse (2021:182), vegetation and low walls obscured sites, and only three of six pukaras were identified in satellite survey.
“In the areas of the Tacna precordillera surveyed in the field by Housse (2021: 182), vegetation and low walls obscured sites, and only three of six pukaras were identified in satellite survey.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Housse (2021: 182)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
It may state two separate claims as one.
Findingown dataThe dataset presents strong patterning in the density of pukaras across regions, including clusters and gaps, and in certain pukara characteristics.
“The dataset also presents strong patterning both in the density of pukaras across regions, including clusters and gaps, and in certain pukara characteristics (see below).”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataThe authors' results both confirm and refute current understanding of the distribution and density of pukaras.
“Our results both confirm and refute current understanding of the distribution and density of pukaras.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataOf the four pukaras missed in the Arapa-Taraco comparison, one was defended almost entirely by cliffs and another was on a low cultivated hill.
“Of the missing four, one was defended almost entirely by cliffs and another was on a low cultivated hill.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
FindingreasoningThe confidence-score system reflects a built-in bias: loci with visible residential architecture scored higher than those without, and those with built defences scored higher than those with natural defences.
“This built-in bias is reflected in the confidence-score system in Table 1.Loci with visible residential architecture were more clearly archaeological sites and scored higher than those without, and those with built defences (walls and ditches) scored higher than those with natural defences (cliffs).”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataThe hot-spot analysis shows large but discrete high-confidence hot spots in the northern and southern Titicaca Basin, a separate hot spot in the altiplano to the south-east, and smaller hot spots to the north-west in the Colca Valley and provinces of southern Cuzco.
“This result (Figure 5) shows large but discrete high-confidence hot spots in the northern and southern Titicaca Basin, a separate hot spot in the altiplano to the south-east, and smaller hot spots to the north-west in the Colca Valley and provinces of southern Cuzco.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataPukaras coded as non-residential are surprisingly frequent; they are present throughout the study region in only slightly smaller numbers (n=567) than residential pukaras (n=682).
“Pukaras coded as nonresidential are surprisingly frequent; they are present throughout the study region in only slightly smaller numbers (n = 567) than residential pukaras (n = 682; Figure 3).”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataThe project involved systematic imagery survey of 151,103 km2 of the southern Andean highlands and a registry of 1249 high-confidence pukaras identified in satellite imagery.
“The result is systematic imagery survey of 151 103km 2 of the southern Andean highlands and a registry of 1249 high-confidence pukaras identified in satellite imagery.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingnone givenResidential sites in Zone B, though scarce, are even larger on average than non-residential pukaras.
“Residential sites, though scarce, are even larger on average than non-residential pukaras.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingnone givenZone B non-residential sites are built on low relief but locally prominent hills and extend over tens or even hundreds of hectares.
“These latter sites are built on low relief but locally prominent hills and extend over tens or even hundreds of hectares.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataZone A is characterised by a high density of relatively small pukaras: median size is 2.99ha and no site exceeds 20ha.
“Zone A is characterised by a high density of relatively small pukaras: median size is 2.99ha and no site exceeds 20ha.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataIn Zone B, almost all the sites are very large non-residential pukaras located on small hills on either side of the heavily cultivated Viacha Valley; no sites were found beyond this area in the surrounding highlands.
“Here, almost all the sites are very large nonresidential pukaras located on small hills on either side of the heavily cultivated Viacha Valley; no sites were found beyond this area in the surrounding highlands.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Findingown dataNon-residential pukaras have a slightly higher average elevation and are more commonly located further from the lake.
“In contrast, non-residential pukaras, which have a slightly higher average elevation, are more commonly located further from the lake”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataPukaras in Zone B are much larger, with a median size of 8ha, and 86 per cent are non-residential.
“By contrast, pukaras in Zone B are much larger, with a median size of 8ha, and 86 per cent are non-residential.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataSmall pukaras are concentrated around the northern margins of Lake Titicaca and areas in the southern provinces of Cuzco located in the northwestern part of the survey area.
“Small pukaras, by contrast, are concentrated around the northern margins of Lake Titicaca and areas in the southern provinces of Cuzco located in the northwestern part of the survey area.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
FindingreasoningPukaras are densest in the former area, with its less rugged terrain and access to lake and agricultural resources.
“Pukaras are densest in the former area, with its less rugged terrain and access to lake and agricultural resources.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
Findingown dataMost regions where pukaras are found display a mix of both residential and non-residential pukaras, but their prevalence and size vary in important ways.
“Most regions where pukaras are found display a mix of both residential and non-residential pukaras, but their prevalence and size vary in important ways (Figure 6).”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
Findingnone givenZone A straddles a limit between the highlands of the altiplano and the lowlands of the eastern Andean slopes.
“Zone A straddles a limit between the highlands of the altiplano and the lowlands of the eastern Andean slopes (Figure 9).”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
InterpretationreasoningSatellite survey cannot capture less visible kinds of sites, so complete settlement patterns are not achievable through this method.
“Of course, satellite survey cannot capture less visible kinds of sites, so complete settlement patterns are not achievable through this method.”
Quote in the paperSubstantial claimProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
InterpretationreasoningThe limitations of satellite survey must be counterbalanced by the immense and cost-effective geographic coverage achievable.
“Overall, the limitations of satellite survey must be counterbalanced by the immense and cost-effective geographic coverage achievable.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
Premisenone givenAll surveys focused on highland areas above 2000m above sea level where pukaras are more frequent.
“All surveys focused on highland areas above 2000m above sea level (masl) where pukaras are more frequent.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
PremisecitationIn the south-central highlands, ceramic chronologies and radiocarbon dates place pukaras overwhelmingly in the Late Intermediate Period (AD 1000-1450), especially after AD 1300, with a few examples of earlier Formative to Early Intermediate or later Late Horizon occupation.
“For the south-central highlands, ceramic chronologies and radiocarbon dates place these sites overwhelmingly in the Late Intermediate Period (hereafter LIP; AD 1000-1450), especially after AD 1300 (Arkush et al. in press); with a few examples of pukaras having additional earlier, Formative to Early Intermediate (c.500 BC-AD 200), or later, Late Horizon (hereafter LH; AD 1450-1532), occupation.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Arkush et al. in press
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim.
Study design and conductreasoningTo identify and remove false positives, each pukara locus was systematically assigned a confidence score between zero and four based on location, presence of defensive architecture and presence of residential architecture.
“To identify and remove false positives, after the conclusion of all surveys and the merging of the GeoPACHA and Housse-Mouquet datasets, each 'pukara' locus was systematically assigned a confidence score between zero and four based on location, presence of defensive architecture and presence of residential architecture (Table 1).”
Quote in the paperSubstantial claimIt may state two separate claims as one.
PremisecitationHigh-resolution satellite imagery of approximately 0.5m is now widely available and has previously been used to detect archaeological features.
“High-resolution (approximately 0.5m) satellite imagery is now widely available and has previously been used to detect archaeological features (see Liang et al. 2018;Luo et al. 2018).”
Quote in the paperSubstantial claim0 of 2 sources checkedProbably not a substantial claim. It may state two separate claims as one.
Study design and conductnone givenRegional editors with field experience of pukaras re-examined each surveyed cell to catch false negatives, review loci and attributes, and remove false positives.
“Regional editors who had field experience of pukaras then re-examined each surveyed cell to catch false negatives, review loci and attributes, and remove false positives.”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper may give no reason why it holds.
Premisenone givenSatellite survey inevitably can result in a non-trivial volume of false positives, in this case non-sites or sites incorrectly identified as pukaras.
“Satellite survey inevitably can result in a non-trivial volume of false positives: in this case non-sites or sites incorrectly identified as pukaras.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
PremisecitationRecent field research on several Late Intermediate Period societies has failed to find evidence for coherent, well-integrated regional polities.
“although recent field research on several LIP societies has failed to find evidence for coherent, well-integrated regional polities (Sillar & Dean 2002;Frye & de la Vega 2005;Bauer & Kellett 2010;Arkush 2011).”
Quote in the paperNot a substantial claim0 of 3 sources checkedProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
InterpretationreasoningSatellite survey is a complementary method to field research, providing broader contextual framing and generating insights and research questions that would not otherwise be possible.
“We see it as a complementary method to field research, providing broader contextual framing and generating insights and research questions that would not otherwise be possible.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
Study design and conductreasoningEach GeoPACHA cell was reviewed by at least two surveyors.
“As a result, each cell was reviewed by at least two surveyors.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
PremisecitationResearchers have previously used aerial and satellite imagery to detect pukaras on a limited and ad hoc basis, but it has been difficult to ensure systematic coverage.
“Researchers have previously used aerial and satellite imagery to detect pukaras on a limited and ad hoc basis (e.g.Arkush 2011;Brown Vega et al. 2011;Kohut 2016); however, it has been difficult for researchers to ensure systematic coverage.”
Quote in the paperSubstantial claim0 of 3 sources checkedIt may state two separate claims as one.
Interpretationown dataThe authors are confident that the dataset has identified almost all pukaras with anthropogenic defensive features visible in high-resolution (approximately 0.5m) satellite imagery and is representative of their overall distribution.
“We are confident that the dataset has identified almost all pukaras with anthropogenic defensive features visible in high resolution (approximately 0.5m) satellite imagery and is representative of their overall distribution.”
Quote in the paperSubstantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
Study design and conductnone givenOver the years, including projects before these surveys, the authors collectively made field visits to 158 of these sites, including detailed architectural mapping, artefact collections and excavations.
“Over the years, including projects before these surveys took place, we have collectively made field visits to 158 of these sites, including detailed architectural mapping, artefact collections and excavations.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
InterpretationreasoningThe dataset obtained from combined satellite surveys is not a complete census of every pukara in the surveyed region; it is a minimum count showing that pukaras are extremely prevalent.
“In short, the dataset obtained from combined satellite surveys is certainly not a complete census of every pukara in the surveyed region.Instead, it is a minimum count, showing that they are extremely prevalent.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Interpretationown dataSome small non-residential pukaras are associated with residential pukaras and appear to be watch posts, but many do not fit this description, suggesting a diversity of functions.
“Some small non-residential pukaras are associated with residential pukaras and appear to be watch posts, but many do not fit this description, suggesting a diversity of functions.”
Quote in the paperSubstantial claimProbably not a substantial claim. It may state two separate claims as one.
Study design and conductreasoningLoci with confidence scores below 1.5 were removed from the dataset, while those scoring 1.5-2 were coded as low confidence.
“Loci with confidence scores below 1.5 were removed from the dataset, while those scoring 1.5-2 were coded as low confidence.”
Quote in the paperSubstantial claimProbably not a substantial claim. It may be too vague to check against evidence.
Study design and conductnone givenThe strength of this project lies in the co-ordination of data collection and validation across a large team of regional experts, experienced archaeologists and trained undergraduate students, including those working on GeoPACHA.
“The strength of this project lies in the co-ordination of data collection and validation across a large team of regional experts, experienced archaeologists and trained undergraduate students, including those working on GeoPACHA.”
Quote in the paperNot a substantial claimIt may state two separate claims as one.
InterpretationreasoningThe relative scarcity of residential pukaras and the prevalence of large non-residential pukaras with low, unostentatious walls seems to indicate a different logic to pukara-building that is not clearly tied to differences in domestic economy.
“The relative scarcity of residential pukaras and the prevalence of large non-residential pukaras with low, unostentatious walls seems to indicate a different logic to pukara-building that is not clearly tied to differences in domestic economy.”
Quote in the paperSubstantial claimProbably not a substantial claim. It may state two separate claims as one.
InterpretationreasoningThe exceptionally high visibility-and high intervisibility-of the Viacha Valley sites may suggest distinctive functions in this area, whether to appropriate and assert claims to territory, send visual signals or monitor potential enemies.
“Meanwhile, the exceptionally high visibility-and high intervisibility-of the Viacha Valley sites (Figure 10) may suggest distinctive functions in this area, whether to appropriate and assert claims to territory, send visual signals or monitor potential enemies.”
Quote in the paperSubstantial claimIt may state two separate claims as one.
Interpretationown dataNon-residential pukaras likely had distinct defensive purposes and interacted with local geographies and residential pukaras in different ways.
“Non-residential pukaras likely had distinct defensive purposes and interacted with local geographies and residential pukaras in different ways.”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper may give no reason why it holds.
Study design and conductnone givenAll ground-checked pukaras are considered high confidence.
“All ground-checked pukaras are considered high confidence (figure by authors).”
Quote in the paperNot a substantial claimProbably not a substantial claim. The paper’s conclusions may not depend on it.
PremisecitationThe variability of pukaras in size, defensibility, residential occupation and other traits is well documented.
“The variability of pukaras in size, defensibility, residential occupation and other traits is well documented (e.g.Covey 2008;Arkush 2011;Kohut 2016Kohut , 2022;;McCool 2017;Housse 2021)”
Quote in the paperNot a substantial claim0 of 3 sources checked
The paper relies on this without support.
Pukaras are a common and widespread category of site in the Andean highlands, especially the Andean sierra.
“This is a common and widespread category of site, especially in the Andean sierra.”
The paper relies on this without support.
The great majority of pukaras investigated in field studies in the south-central highlands date to the LIP.
“The great majority of pukaras investigated in field studies in the south-central highlands date to the LIP.”
The paper relies on this without support.
The pukara dataset here dates to the LIP.
“If this holds true for the pukara dataset here, then our survey indicates how extremely prevalent a concern for defence was during this phase.”
The paper relies on this without support.
Many fundamental questions about the pukara phenomenon in the highland Andes remain unanswered despite nearly two decades of close archaeological investigation.
“Many fundamental questions about the pukara phenomenon in the highland Andes remain unanswered despite nearly two decades of close archaeological investigation.”
The paper relies on this without support.
Prior to this research, it was impossible to ascertain the extent to which local defensive settlement patterns were representative of the wider pukara phenomenon, or of more distinct localised processes.
“Prior to this research, it was impossible to ascertain the extent to which local defensive settlement patterns were representative of the wider pukara phenomenon, or of more distinct localised processes.”
The paper relies on this without support.
Traditional field methods provide a more limited lens for studying large-scale phenomena.
“These gaps in our knowledge reveal broader challenges associated with studying large-scale phenomena through the more limited lens provided by the scale of traditional field methods.”
The paper relies on this without support.
The 29 ground-truthed sites are representative of all classified sites for assessing classification reliability.
“Our ground-truthing found that these 29 sites had been correctly classified, except for two residential sites with dense surface ceramics but no remaining architecture.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Conclusion counts ground-only sites as identified in satellite imagery
MinorThe conclusion says all 1249 high-confidence pukaras were identified in satellite imagery, but the methods report that only 1210 were identified that way; the remaining 39 came from field visits or published sources.
“The result is systematic imagery survey of 151 103km 2 of the southern Andean highlands and a registry of 1249 high-confidence pukaras identified in satellite imagery.”
“The final combined dataset includes 1249 high-confidence pukaras (1210 identified through satellite survey and an additional 39 not clearly visible in satellite imagery but identified through field visits by the authors or in published sources)”
Citations
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(2016)
Self-citation
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Cited by
Sorted by citations
Wernke, S. A., VanValkenburgh, P., Zimmer-Dauphinee, J. R., Whitlock, B., Morrow, G. S., Smith, R., Smit, D. K., Ortega, G. R., Jara, K. R., Plekhov, D., et al. (2023) · Antiquity · doi:10.15184/aqy.2023.177 · Cited by 21
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AQY volume 98 issue 397 Cover and Front matter
(2024) · Antiquity · doi:10.15184/aqy.2024.8
Housse, R., Praet, E., Chacón, S. D., Méreuze, R., & Delaere, C. (2025) · Bulletin de l’Institut français d’études andines · doi:10.4000/15r3q
Self-citationMesía-Montenegro, C., & Sánchez-Borjas, A. (2026) · Journal of Cultural Heritage · doi:10.1016/j.culher.2026.02.004
Defensive networks provide basis for late pre-Hispanic Andean polities
Kohut, L. E., Arkush, E. N., Smith, R. D., Housse, R., Suarez, N., & Wernke, S. A. (2026) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2617622123
Self-citation
Metadata
- Authors
- Arkush, E., Kohut, L. E., Housse, R., Smith, R. D., & Wernke, S. A.
- Affiliations
- University of Pittsburgh (US)
- Vanderbilt University (US)
- Corresponding author
- Arkush, Elizabeth
- Venue
- Antiquity
- Publisher
- Antiquity Publications
- Published
- 2023-12-18
- Volume
- 98
- Issue
- 397
- Pages
- 172-192
- ISSN
- 0003-598X (ISSN-L)
- 1745-1744
- OpenAlex
- W4389912521
- Semantic Scholar
- eae4c5310fae9f0422cdf6ac725334ffdc0ffdea
- Cited by
- 7
- References
- 34
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 2 · 2023: 1
- FWCI
- 3.81
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Antiquity (publishedVersion, cc-by)
- Funders
- University of Pittsburgh (CRDF "Spatial logic and settlement organization in)
- American Council of Learned Societies (Digital Extension Grant: Extending Geospatial Plat)
- Topics
- Social Sciences › Archeology › Archaeological Research and Protection
- Social Sciences › Arts and Humanities › Archeology (arts and humanities) › Archaeology and Cultural Heritage
- Social Sciences › Arts and Humanities › Archeology (arts and humanities) › Archaeological and Geological Studies
- Keywords
- Pukara, hillfort, Late Intermediate Period, Andean highlands, site distribution, political landscape, conflict
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