yahyejama-cmyk/ICT4Ag-Puntland-Digital-Exclusion-Study

Repository Description Replication materials, datasets, analytical scripts, and visualization code for the study "Digital Exclusion and ICT4Ag Adoption Among Smallholder Farmers in Puntland, Somalia: Structural Gatekeepers, Awareness–Usage Disparities, and Institutional Pathways for Inclusive Digital Agriculture." Digital Exclusion and ICT4Ag Adoption Among Smallholder Farmers in Puntland, Somalia Overview This repository contains the datasets, analytical scripts, statistical outputs, and visualization code used in the study: Jama YA, Nyamweya NM, Yusuf MA, Ahmed MY, Ali RM. Digital Exclusion and ICT4Ag Adoption Among Smallholder Farmers in Puntland, Somalia: Structural Gatekeepers, Awareness–Usage Disparities, and Institutional Pathways for Inclusive Digital Agriculture. The study investigates barriers to Information and Communication Technologies for Agriculture (ICT4Ag) adoption among smallholder farmers in Puntland State, Somalia, with emphasis on digital exclusion, awareness–usage disparities, smartphone ownership, institutional extension services, and pathways for inclusive digital agriculture. Authors Yahye Abdalle Jama Citycot Institute for Applied Research and Innovation (CIARI) Citycot University, Puntland, Somalia Nathan Mongute Nyamweya Mohamed Abshir Yusuf Mohamoud Yusuf Ahmed Roble Mohamed Ali Repository Structure data/ ├── Puntland_Agri_Barriers_dataset.csv ├── Data_Dictionary.txt code/ ├── Analysis_Script_R_ggplot2.R ├── Analysis_Script_Stata.do ├── Analysis_Script_Python_Stats.py ├── Statistical_Analysis_Workflow.txt extended_data/ ├── Survey_Questionnaire_English_Somali.pdf ├── Participant_Information_Sheet_and_Verbal_Consent_Script.pdf ├── Digital_Survey_Responses_Summary.pdf ├── Annex_1_Tables_with_Legends.pdf ├── Annex_2_Figures_with_Legends.pdf ├── Ethical_Approval_Letter_CIARI.pdf figures/ ├── Figure1_Geographic_Barriers.png ├── Figure2_Awareness_Usage_Gap.png ├── Figure3_Extension_Effectiveness.png ├── Figure4_Education_Smartphone_Ownership.png ├── Figure5_Three_Pillar_Framework.png Software Requirements R version 4.3 or higher Required R Packages: • ggplot2 • dplyr • tidyr • readr • scales • patchwork Stata 17 or higher Python 3.11 or higher Required Python Packages: • pandas • numpy • matplotlib • scipy • statsmodels Reproducibility All statistical a …