Operation allied force: unintended consequences of the North Atlantic Treaty Organization bombing on children’s outcomes

Abstract This paper estimates the causal effect of NATO's Operation Allied Force in Serbia in 1999 on health and educational outcomes of children who were in the womb during the bombing. We use entire birth records of the Serbian Statistical Office and educational outcomes provided by the Ministry of Education. The estimation results of the difference-in-differences models, combined with propensity score matching, suggest that children who were in utero during the bombing were 2 percentage points (pp) more likely to be born with a below average (<3,500 g) birthweight and 1pp less likely to be born with high birthweight (≥4,000 g). We find no effects for low birthweight (<2,500 g) and stillbirth outcomes. In the medium-term, we find a statistically significant negative effect of the bombing on grades in mathematics (around −0.9%) and Serbian language (around −0.6%) at the end of primary school, and a 1pp decrease in the preference for/enrolment in academically oriented secondary school. Our results emphasise that war-related bombing has devastating consequences for pregnant women and affected children, and the necessity of policy intervention to prevent conflicts and mitigate their consequences for the most vulnerable part of the population.

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Publication Details

Journal
Journal of the Royal Statistical Society Series A (Statistics in Society)
Published
2025-03-28
DOI
https://doi.org/10.1093/jrsssa/qnaf032
Primary Topic
Health and Conflict Studies
Type
article
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article

Operation allied force: unintended consequences of the North Atlantic Treaty Organization bombing on children’s outcomes

Miloš R. Popović, Lara Lebedinski, Sunčica Vujić, Giuseppe Migali
Journal of the Royal Statistical Society Series A (Statistics in Society)
Health and Conflict Studies
article

Operation allied force: unintended consequences of the North Atlantic Treaty Organization bombing on children’s outcomes

Miloš R. Popović, Lara Lebedinski, Sunčica Vujić, Giuseppe Migali
article en

Abstract

Abstract This paper estimates the causal effect of NATO's Operation Allied Force in Serbia in 1999 on health and educational outcomes of children who were in the womb during the bombing. We use entire birth records of the Serbian Statistical Office and educational outcomes provided by the Ministry of Education. The estimation results of the difference-in-differences models, combined with propensity score matching, suggest that children who were in utero during the bombing were 2 percentage points (pp) more likely to be born with a below average (<3,500 g) birthweight and 1pp less likely to be born with high birthweight (≥4,000 g). We find no effects for low birthweight (<2,500 g) and stillbirth outcomes. In the medium-term, we find a statistically significant negative effect of the bombing on grades in mathematics (around −0.9%) and Serbian language (around −0.6%) at the end of primary school, and a 1pp decrease in the preference for/enrolment in academically oriented secondary school. Our results emphasise that war-related bombing has devastating consequences for pregnant women and affected children, and the necessity of policy intervention to prevent conflicts and mitigate their consequences for the most vulnerable part of the population.

Journal of the Royal Statistical Society Series A (Statistics in Society)
University of Vienna (AT), University of Antwerp (BE), IZA - Institute of Labor Economics (DE), Magna Graecia University (IT), Lancaster City Council (GB), Institute of Economic Sciences (RS), University of Bath (GB), Lancaster University (GB), Vrije Universiteit Amsterdam (NL), Bath Spa University (GB)
Openalex Percentile: Top 90%
Health and Conflict Studies
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Operation allied force: unintended consequences of the North Atlantic Treaty Organization bombing on children’s outcomes — Miloš R. Popović, Lara Lebedinski, et al. · Journal of the Royal Statistical Society Series A (Statistics in Society) (2025) | TGRS Research Map | TGRS