Credit Access is Associated with Improved Food Security in the Horn of Africa

Jordi Cerdà-Bautista, Vasileios Sitokonstantinou, José Manuel Veiga López-Peña, Duccio Piovani, José María Tárraga +1 more
9/21/2026
cs.LG

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Abstract

The intensification of climate change poses a growing threat to food security, especially in vulnerable communities. This study employs an observational machine-learning framework to estimate the causal association between access to credit and acute food insecurity in Somalia and across the Horn of Africa, drawing on a harmonized dataset spanning key environmental, socioeconomic, and conflict-related factors from 2015 to 2022. Results indicate that greater credit access is associated with a 2% reduction in acute food insecurity at the population level over the study period. Given that, on average, 16% of the population is in crisis, this effect represents a meaningful shift within the at-risk group. We interpret these estimates under explicit identification assumptions and complement them with robustness and refutation tests. The results provide context-specific evidence on how financial access correlates with food security outcomes in data-scarce, crisis-affected settings, and offer a transparent framework for integrating heterogeneous data sources when randomized evaluations are infeasible.

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Cite this paper

@article{cerdbautista2026credit,
  title  = {Credit Access is Associated with Improved Food Security in the Horn of Africa},
  author = {Jordi Cerdà-Bautista and Vasileios Sitokonstantinou and José Manuel Veiga López-Peña and Duccio Piovani and José María Tárraga and Gustau Camps-Valls},
  year   = {2026},
  eprint = {2609.24382},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2609.24382v1}
}

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