Abstract
This article examines how inutero exposure to political violence affects early childhood health within the context of the 2003 Casablanca bombings in Morocco. Exploiting the variation across districts and birth months–years within a difference-in-differences framework, we uncover the detrimental association between inutero exposure to the bombings and child height. Prenatally exposed children are 0.743 standard deviations shorter for their age. Children who were prenatally exposed to the bombings are 0.743 standard deviations shorter for their age. When examining the relative importance of exposure timing, we found that being exposed to the bombings during the first trimester has the most impact on a child’s height.
Introduction
The number of cases of political violence in the world has tripled in the last decade, posing a threat to global peace and prosperity (Dupuy & Rustad, 2018). Political violence has cost the world US$14.3 trillion in 2016, accounting for 12.6%of the global gross domestic product (GDP) (United Nations Office for the Coordination of Humanitarian Affairs, 2017). Morocco, in particular, was hit by the 2003 Casablanca bombings, which were the deadliest terrorist attacks in the country’s history. The attacks were a series of suicide bombings in Casablanca, leading to 45 people being killed (33 victims and 12 suicide bombers).
In the setting of the 2003 Casablanca bombings, this study investigates how inutero exposure to political violence affects the height outcome of children. The study contributes to the literature in two ways. First, we examine the less visible but critical impact of political violence on early human health, whereas most research studies focus on individuals with immediate humanitarian needs. Second, the study adds to our understanding of the intergenerational effects of political violence, as the effects on a mother who is directly affected can be passed down to her child. In this regard, we focus on the early childhood outcomes of those who were prenatally exposed to the bombings, providing evidence of the long-term effects of negative prenatal shocks.
To examine the impacts of inutero exposure to political violence on a child’s height, we draw from the Moroccan Demographic and Health Surveys (DHS) and the Uppsala Conflict Data Programme Geo-Referenced Event Dataset (UCDP-GED). The former provides information on Moroccan children’s height and other attributes, as well as their mothers’ characteristics. The latter contains a record of the bombing locations where each incident of conflict is documented with the date and the location of occurrence is geo-referenced. In terms of identification, we employ the difference-in-differences (DiD) framework, which compares the outcomes of children born to mothers who experienced the bombings during pregnancy to the outcomes of children born to mothers who did not experience the bombings during pregnancy within the same district, in comparison to the analogous differences for mothers living in a different district.
This study presents the following findings. First, we find that foetal exposure to the bombings has a negative influence on a child’s height. The height-for-age z-score of prenatally exposed children is 0.743 standard deviations lower than that of unexposed children. Second, while exposure to any of the three trimesters is hazardous, we find that bombing exposure in the first trimester has the greatest influence on a child’s height. The results are consistent across a variety of model settings and outcome measurements.
Our research study sheds light on the less visible but catastrophic effects of political violence on human health in the early stages of life. Consequently, political violence obstructs progress towards not only Sustainable Development Goals (SDG) 16 (peace, justice and strong institutions) but also SDG3 (good health and well-being). Thus, our findings call for additional efforts in the prevention and mitigation of political violence. Mitigation actions should be implemented quickly and effectively. Food and medical attention for pregnant mothers facing political violence can assist in mitigating the negative consequences for their newborns. Post-violence reconstruction initiatives are also crucial. Children who have been affected by political violence should receive immediate aid from the government.
Literature Review
Our quantitative analysis is guided by the theory of Corman et al. in which infant health is modelled as an argument for the utility maximization problem faced by parents during the prenatal period (Corman et al., 1987). The solution to the utility maximization problem is infant health, which is stated as a function of maternal health and health inputs during the prenatal period (e.g., medical services, nutrients, etc.). The bombings in our context could have an impact on both maternal health and health inputs throughout pregnancy. Exposure to the bombings, for example, is a stressful event that can put pregnant women under a lot of stress. Stress hormones like norepinephrine and cortisol, which are released during pregnancy, may be particularly damaging to foetal development, compromising child health after birth (Copper et al., 1996; Nkansah-Amankra et al., 2010). The bombings may also lower present living standards, like overcrowding and lack of access to clean water and sanitation, thus raising the risk of infectious and communicable diseases (Gessner, 1994; Stark et al., 2015). Such complications of diseases during pregnancy can harm foetal development and early childhood health (Silasi et al., 2015). If the bombings cause damage to infrastructure and buildings, food supplies and healthcare services may be affected. During pregnancy, nutritional restriction and insufficient prenatal care have been proven to reduce foetal growth and poor delivery outcomes (Belkacemi e al., 2010; Ramakrishnan et al., 2012).
Our work is empirically tied to two lines of research. The first set of studies examines how vulnerable a child’s health is to extreme occurrences. Extreme weather, in particular, has been shown to have a negative impact on children’s health. Extreme rainfall and temperature events, for example, have been shown to affect a child’s weight and height (Deschênes et al., 2009; Lazzaroni & Wagner, 2016; Le & Nguyen, 2021a, 2021b). Furthermore, prior evidence suggests that children exposed to economic downturns have poorer health and nutrition outcomes as a result of the decline in household living standards (Maluccio, 2005; Page et al., 2019). Other events like famine and air pollution have also been reported to be harmful to children’s health (Currie et al., 2009; Kiros & Hogan, 2001). By exploring the influence of political violence as an extreme event on the height outcome of young children, this research study contributes to this body of knowledge. The study also falls into the second line of studies, focussing on the cost of political violence on human health. Previous studies have shown that mothers from underdeveloped nations who have experienced political violence during their pregnancy are more likely to have light-weight and slow-growing children (Bundervoet et al., 2009; Le & Nguyen, 2020a, 2020b; Mansour & Rees, 2012). Terrorism in developed countries has also been linked to adverse birth outcomes (Camacho, 2008). We add to the body of knowledge by looking at the consequences of inutero exposure on outcomes that do not occur immediately after birth. As a result, the study adds to our understanding of the long-term impacts of negative shocks during pregnancy, such as the bombings, on later health outcomes.
Data
Data on Children
Data on children is drawn from the MoroccoDHS. We mainly utilize the DHS child file, which focuses on Moroccan children under the age of 5(0–59 months old) whose mothers are between the ages of 15 and 49 at the time of the survey. To measure a child’s height, the anthropometric height-for-age is utilized. This anthropometric z-score indicates how many standard deviations a child’s height is below or above the reference population median value from the National Centre for Health Statistics/World Health Organization. The DHS also provides information on a variety of maternal and child characteristics, including maternal education, mother’s age, child’s month–year of birth and child’s birth order, among others.
We also limit our sample to wave 4 of the Morocco DHS because this wave not only covers the bombing period but is also supplemented with the global positioning system (DHS-GPS). In the DHS-GPS, participating households are geo-referenced by a pair of latitude and longitude that can be used to determine the residential district in which the child’s household is located. Such detailed spatial information enables us to combine the child data with the bombing data.
Data on the Bombings
Information on the 2003 Casablanca bombings is retrieved from the UCDP-GED, which is compiled and managed by the Department of Peace and Conflict Research of Uppsala University. Since 1989, the UCDP-GED has kept track of political violence around the world. The date and location of the occurrence are recorded for each bombing incident. A pair of longitude and latitude coordinates can be used to pinpoint the location of the attack.
Using spatial data from the DHS-GPS and the UCDP-GED, we can determine whether the mothers’ district of residence was affected by the bombings. Because the child’s month–year of birth is known via the DHS-GPS, the prenatal period can be backed out. Then, we can tell if a child was exposed to the bombings throughout his or her prenatal period. Consider the case of a child born in September of 2003. If the bombings occurred in his or her mother’s district between January and September of 2003, the child would have been exposed to the bombings during the inutero period. Our explanatory variable is an indicator, Exposed to the Bombings (EB), which takes a value of 1 if the child was prenatally exposed to the bombings and 0 otherwise. Returning to the preceding example, EB has a value of 1 when bombings occur between January and September of 2003, and a value of 0 otherwise.
Summary Statistics
Summary Statistics.
Empirical Methodology
To explore the effects of inutero exposure to the bombings on children’s height outcomes, we estimate the DiD model given as follows:
The coefficient of interest is β1, which captures the effects of inutero exposure to political violence on a child’s height. Within this DiD framework, we compare the height outcomes of children born to mothers who experienced the bombings during pregnancy with the height outcomes of children born to mothers who did not experience the bombings during pregnancy within the same district, relative to the analogous differences for mothers living in a different district. The identifying assumption is that the timing of the bombings is independent of within-district unobserved characteristics that could potentially affect the child’s height.
Results
Main Results
Exposed to the Bombings and Child Height.
The estimation results in Table 2 imply that inutero exposure to the bombings reduces Moroccan children’s height-for-age z-score. Those prenatally exposed to the bombings have a 0.264 standard deviation inferior height-for-age z-score, according to the most conservative specification (column 1). However, without proper controls that could influence both exposure status and the child’s height, these estimates just show the correlation between the child’s height and inutero exposure to the bombings.
In column 2, unobserved factors that may be associated with child’s height and exposure status simultaneously are accounted for by adding birth month–year and district fixed effects. For example, children in places with high-quality health experts and infrastructure may be better equipped to withstand the potential health consequences of the bombings. After accounting for time and location fixed effects, we still find that prenatal exposure to the bombings has a detrimental and significant influence on a child’s height-for-age z-score.
In column 3, we further account for the mother’s attributes that may be linked to both exposure and the child’s height, thus biassing our results. For example, given the importance of a mother’s education, those born to highly educated mothers are more likely to have better health and less likely to face unfavourable shocks than those born to less educated mothers (Le & Nguyen 2020c). As shown in column 3, prenatal exposure to the bombings is associated with a 0.758 standard deviation decrease in a child’s height-for-age z-score, respectively.
Finally, in the most extensive specification (column 4), we further control for the child’s characteristics in addition to the characteristics of the mother, birth month–year fixed effects and district fixed effects. We find that Moroccan children exposed to the bombings during pregnancy are 0.743 standard deviations shorter for their age. The estimates remain statistically significant.
Trimester Analysis
So far, we have discovered that inutero exposure to the bombings has a deleterious impact on the child’s height. While the majority of the literature agrees that negative shocks during pregnancy are hazardous to the health of the child, the relative importance of exposure timing remains a subject of disagreement. While some studies claim that negative shocks in the first trimester have the most influence (Camacho, 2008; Le & Nguyen, 2020a, 2021b), others believe that second-trimester exposure is just as essential (Field & Diego, 2008; Guendelman et al., 2008). However, several studies have found that the effects are mainly concentrated in the third trimester (Currie et al., 2009; Deschênes et al., 2009).
The relative importance of exposure timing is examined in this section. In other words, this section examines which trimester of violence exposure has the greatest impact on a child’s height. To do so, we substitute three dummy variables for the single exposed to the bombings indicator. These variables include 1st trimester exposed, 2nd trimester exposed and 3rd trimester exposed, which take the value of 1 if the mother was exposed to political violence during the first, second or third trimesters of pregnancy, and 0 otherwise.
Exposed to the Bombings and Child Height: Trimester Analysis.
Other Specifications and Measures
Exposed to the Bombings and Child Height: Other Specifications.
Remember that in our baseline regressions, sample weight is used. Next, we rerun our main model (same as column 4 in Table 2) without the sampling weight and present the estimates in column 2 of Table 4. We continue to observe the detrimental and statistically significant effect on a child’s height from prenatal exposure to the bombings. Specifically, children who have been exposed to the bombings prenatally are 0.725 standard deviations shorter for their age. While the statistical significance level is maintained, the magnitude of the estimates decreases slightly when compared to the main estimates (the one in column 4 of Table 2).
Because early pregnancy is connected to poor newborn and children’s health, it is possible that the negative impacts of the bombings found in this study are due to teenage mothers. To address this issue, we removed teenage mothers from the sample and re-estimated our model. As indicated in column 3 of Table 4, inutero exposure to the bombings results in a 0.784 standard deviation lower height-for-age z-score in early childhood. The estimate is statistically distinct from 0 and slightly larger than the main estimates (the one in column 4 of Table 2), thus suggesting that early pregnancy is not an issue in our analysis.
Exposed to the Bombings and Child Height:Other Measures.
Falsification Tests
In this section, we further strengthen our argument in the main analysis by performing falsification tests, supporting the causal interpretation of our estimated effects. To do so, we turned the exposure dummy into one for children born before the bombings in the affected districts, and 0 otherwise. We rerun our most extensive specification (similar to column 4 of Table 2) with the new exposure variable, exposed to the bombings (falsification), and various height outcomes (i.e. height-for-age z-scores, height-for-age percentiles and being stunt). If local unobserved characteristics are uncorrelated with the probability of being exposed to the bombings, there should be no relationship between the health outcomes prior to the bombings and the placebo exposure status. In other words, if the bombings indeed have a negative impact on children’s height, we expect the placebo estimates to be statistically insignificant.
Exposed to the Bombings and Child Height:Falsification Tests.
Discussion and Conclusion
In the context of the 2003 Casablanca Bombings in Morocco, we have discovered evidence indicating a negative relationship between in-utero exposure to political violence and children’s health. In particular, children prenatally exposed to the bombings tend to have a height-for-age z-score lower by 0.743 standard deviations compared to unexposed children. Furthermore, our trimester analysis suggests that it is the first-trimester exposure that has the most devastating repercussions. Our results hold up under a variety of model settings and outcome metrics.
There could be three pathways in which in-utero exposure to the bombings can impair a child’s height. First, exposure to the bombings is a stressful event that can put pregnant women under a lot of stress. Stress hormones like norepinephrine and cortisol, which are released during pregnancy, may be particularly damaging to foetal development, compromising child health after birth (Copper et al., 1996; Nkansah-Amankra et al., 2010). In terms of timing, foetal development is especially sensitive to maternal stress during the first trimester rather than the last two trimesters (Schneider et al., 1999; Van den Bergh et al., 2005). Therefore, we observe the greatest impact of first-trimester exposure to bombings.
The second pathway could be the health risks associated with the bombings. The bombings may also lower present living standards, such as overcrowding and lack of access to clean water and sanitation, thus raising the risk of infectious and communicable diseases (Gessner, 1994; Stark et al., 2015). Such complications of diseases during pregnancy can harm foetal development and early childhood health (Silasi et al., 2015). Regarding exposure timing, disease contraction in the first trimester might aggravate the health outcomes of newborns; thus, child’s health because many important organs of the foetus are formed during this critical time (Silasi et al., 2015). As a result, first-trimester exposure to bombings produces the largest consequences.
The third potential pathway can be the lack of important health inputs. If the bombings cause damage to infrastructure and buildings, food supplies and healthcare services may be affected. During pregnancy, nutritional restriction and insufficient prenatal care have been proven to reduce foetal growth and poor delivery outcomes (Belkacemi e al., 2010; Ramakrishnan et al., 2012). Such deprivations could be particularly devastating if they occur during the first trimester rather than the remaining ones (Rodriguez-Bernal et al., 2010).
Our findings are consistent with earlier studies on child health’s vulnerability to extreme events. Negative shocks such as famine, economic difficulty and extreme weather are just a few examples of negative shocks that can stunt a child’s growth and raise their risk of malnutrition (Deschênes et al., 2009; Lazzaroni & Wagner, 2016; Le & Nguyen, 2021a, 2021b; Maluccio, 2005; Page et al., 2019; Kiros & Hogan, 2001). Our findings are also consistent with past research on political violence’s health effects. For example, mothers who have experienced political violence during their pregnancy are more likely to have light-weight and slow-growing children (Bundervoet et al., 2009; Le & Nguyen, 2020a, 2020b; Mansour & Rees, 2012).
Unfortunately, our study is subject to several limitations. First, due to data limitations, we could not conduct empirical analyses on the mechanisms through which the bombings affect child height. Therefore, we can only provide suggestions for the potential channels based on prior studies. Second, if there were unobserved characteristics that could jointly affect child height and bombings, our estimates would be biased. Since it is impossible to control for every potential factor, we must follow a common approach in the literature by conducting falsification tests (see section ‘Falsification Tests’). While the results from the tests suggest that local unobserved characteristics are unlikely to be uncorrelated with being exposed to the bombings, we are not entirely certain and the counterfactual can never be observed.
Our research sheds light on the less visible but catastrophic effects of political violence on human health in the early stages of life. Consequently, political violence obstructs progress towards not only SDG-16 (peace, justice, and strong institutions) but also SDG-3 (good health and wellbeing). Thus, our findings call for additional efforts in the prevention and mitigation of political violence. Mitigation actions should be implemented quickly and effectively. Food and medical attention for pregnant mothers facing political violence can assist in mitigating the negative consequences for their newborns. Post-violence reconstruction initiatives are also crucial. Children who have been affected by political violence should receive immediate aid from the government.
Footnotes
Data Availability Statement
The data underlying this research can be obtained from the Moroccan Demographic and Health Surveys and the Uppsala Conflict Data Programme Geo-referenced Event Dataset.
Declaration of Conflicting Interests
The author declared no potential conflicts of interest with respect to the research, authorship and/or publication of this article.
Funding
The author received no financial support for the research, authorship and/or publication of this article.
