Back

Evaluating the Synergistic Impact of Digital Logistics Systems (eLMIS) and Financial Auditing (APTS) on Essential Commodity Availability in Ethiopian Public Healthcare Facilities: A Multilevel Analysis of the 2024/2025 National Survey

Gelaw, y. D.; Gebiru, A. M.

2026-10-07 health systems and quality improvement
10.64898/2026.10.05.26364822 medRxiv
Show abstract

Background: Chronic pharmaceutical stock outs hinder Universal Health Coverage in Ethiopia. To address this, the Ministry of Health introduced the electronic Logistics Management Information System for inventory visibility and Auditable Pharmaceutical Transactions and Services for financial management. However, no national study has tested their combined impact. This study evaluated the individual and synergistic effects of electronic Logistics Management Information System and Auditable Pharmaceutical Transactions and Services on essential commodity availability across Ethiopian public healthcare facilities. Methods; We conducted a secondary analysis of the 2024/2025 Ethiopian Service Provision Assessment dataset utilizing 1245 public facilities nested within 125 clusters. The primary outcome was optimal essential commodity availability (zero stock outs and 100% tracer commodity presence). A two-level mixed-effects logistic regression model with an interaction term evaluated synergy, reporting Adjusted Odds Ratios with 95% Confidence Intervals. Results; Overall optimal availability was 54.2% (95% CI; 51.4%-57.0%). Implementation rates were 41.2% for eLMIS, 38.2% for APTS and 26.5% for dual implementation. Facilities using eLMIS alone (AOR = 2.15; 95% CI: 1.52-3.04) and APTS alone (AOR = 1.82; 95% CI; 1.28-2.58) showed higher security. Dual implementation showed a profound synergistic effect (AOR = 4.32; 95% CI; 3.25-5.74, p < 0.001). Positive predictors included functional cold chains (AOR = 2.08), qualified staffing (AOR = 1.68), hub proximity (AOR = 1.58) and urban settings (AOR = 1.95). The model explained 66.2% of regional variance. Conclusion; Dual implementation of electronic Logistics Management Information System and Auditable Pharmaceutical Transactions and Services creates a powerful synergistic impact on pharmaceutical availability. Synchronized national scale-up and cold chain investments are urgently needed to achieve supply chain resilience and Universal Health Coverage in Ethiopia.

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.