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Applying knowledge graphs: Migrant decedent case trajectories in South Texas.
Molly Miranker1, Min-Hsueh Chiu2, Mayank Kejriwal2
1Department of Geography and Environmental Studies, Texas State University, San Marcos, Texas, USA.
Journal of Forensic Sciences
|April 13, 2026
Summary
A knowledge graph (KG) approach reveals patterns in migrant deaths along the Texas-Mexico border. The study highlights the United States Border Patrol
Area of Science:
- Forensic Science
- Data Science
- Border Studies
Background:
- Migrant deaths at the Texas-Mexico border are a documented issue.
- Understanding the spatial distribution and post-discovery outcomes of migrant remains requires advanced analytical methods.
- Existing research often lacks a comprehensive view of the entities and processes involved in migrant death investigations.
Purpose of the Study:
- To develop and apply a knowledge graph (KG) approach for analyzing qualitative data on migrant deaths.
- To elucidate spatial and temporal patterns in migrant death case outcomes.
- To identify the diverse entities involved in migrant death investigations in South Texas.
Main Methods:
- A knowledge graph (KG) was developed to aggregate qualitative information from 370 South Texas newspaper articles.
- Spatial analysis was employed to identify patterns in the geographical distribution of migrant deaths.
- Case outcome trajectories were analyzed to understand the involvement of different entities.
Main Results:
- The United States Border Patrol's jurisdictional purview was most prominent along the Rio Grande River, particularly during summer months.
- Cases away from the Rio Grande involved a more diverse range of entities, including local law enforcement and "Situational Participants".
- The study identified specific patterns in the handling and investigation of migrant remains.
Conclusions:
- Domain-specific knowledge graphs (KGs) combined with spatial analysis offer valuable insights into forensic investigations.
- This approach can reveal previously undetected patterns in the trajectories of migrant death cases.
- Understanding the roles of various entities, including "Situational Participants", is crucial for comprehensive forensic analysis in border regions.
Keywords:
Neo4j softwareUS‐Mexico borderforensic investigationknowledge graphsmigrant deathmortality trendsMore Related Videos
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