Sociopolitical evolution, population clustering, and technology among early sedentary communities in northeastern Andes, Colombia

• Muisca societies showed slow and non-linear settlement clustering. • Weak sociopolitical hierarchies emerged 400 BCE–800 CE in northeastern Andes, Colombia. • Development of information-processing technologies may require settlement clustering. Several prehistoric societies did not develop robust hierarchical systems even after centuries of population clustering and advancements in constructing structural earthworks and crafting materials like ceramics and alloys. What social dynamics characterized these non-state complex societies and how did they influence technological production? Here we analyze population clustering and hierarchical structures through two regional settlement studies in the northeastern Andes of Colombia. Employing both a traditional Inverse Distance Weighting interpolation (IDW) approach and an unsupervised machine learning method, Density-Based Spatial Clustering of Applications with Noise (DBSCAN), we identify settlement clusters within the pre-Columbian sedentary settlement sequence. Analyzing rank-size distribution and A -coefficients based on identified clusters, we discern differences in hierarchical systems between the two regions. Results reveal that these early sedentary communities did not establish strong settlement hierarchies over centuries of clustering. Our findings suggest that the lack of robust hierarchical systems in Muisca societies may be attributed to slow and non-linear settlement clustering and limited site specialization. We compare this with evidence for technologies in the Muisca area, arguing that the emergence of strong and permanent settlement clustering is a threshold for early communities before developing information-storage technologies, such as standardized representations for counting or writing.