Autonomous driving paper index

Mobile money, and the welfare of women and youths in fragile states: Evidence from Mozambique

2026-08-07 · PLoS ONE

autonomous driving

One-line summary

Specifically, mobile money reduces reliance on own food production, indicating improved market integration and liquidity, while enhancing consumption smoothing and investment in human capital.

Engineering notes

Key topics: autonomous driving. See the paper for implementation details and experimental results.

Chinese explanation / 中文解读

中文解读待补充:本站会优先为端到端自动驾驶、BEV感知、3D目标检测、轨迹预测、路径规划、LiDAR感知等高价值论文补充中文说明。

Original abstract

Mobile money has emerged as a low-cost financial instrument with strong potential to improve livelihoods, particularly in economies with weak formal financial systems. This paper examines the welfare effects on women and youth in Mozambique, a fragile, post-conflict country exposed to climate shocks. Using 900 household observations from the 2019 FinScope Survey and an instrumental variable approach to address selection bias, the study provides robust evidence on welfare outcomes. Results show that mobile money improves household welfare, with effects driven by active usage rather than mere account ownership. Specifically, mobile money reduces reliance on own food production, indicating improved market integration and liquidity, while enhancing consumption smoothing and investment in human capital. Welfare gains are transmitted through remittances and financial inclusion, strengthening household resilience. Women benefit through increased financial autonomy, consistent with evidence that digital financial services improve women's entrepreneurship, financial decision-making, and economic empowerment [33], while youth rely on remittances to stabilize consumption. However, the instrumental variable approach relies on the assumption that network availability affects welfare only through mobile money adoption, a claim that cannot be fully tested and should be interpreted with caution. These findings suggest that policies should prioritize active usage and ecosystem integration over access alone.

5.0Engineering value
7.0Research novelty
6.0Business relevance

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