Data Visualization

Blog of the Data Visualization & Communication Course at OSB-AUB

This is my favorite part about analytics: Taking boring flat data and bringing it to life through visualization” John Tukey

Literacy, Poverty, Early Marriage, & Domestic Violence

Literacy, Poverty, Early Marriage, & Domestic Violence

 

Educate a girl, change the world – Malala Yousafzai

Being a young lady and living in Lebanon, we always heard stories of women being beaten up, tortured, or killed by their husbands from our family members or friends. According to the World Health Organization (WHO), “Nearly half of women who die due to homicide are killed by their current or former husbands or boyfriends.” Many articles are bringing to light this issue especially with the start of the Covid19 pandemic, where we have seen a spike in that subject due to quarantine and home stays.

As generations, we have progressed in many fields, but we are still lacking a lot in that domain. How is that possible? One main reason for domestic violence’s on-going presence is that, on average, 37.75% of women around the world believe that a husband is justified in beating his wife (percentage from 2000 till 2020). That’s a huge number!  Many women justify this type of violence as “normal’” and give the right to their partners/ husbands to beat them. But why are women justifying and accepting domestic violence? Why is that number this high nowadays?

To dig deep into the subject, I decided to evaluate potential factors that could affect women’s decision in justifying domestic violence such as poverty levels, literacy rates, and early marriages rates around the world. It was found that:

  • On average, 75.96% of Female aged 15+ are literate around the world (from 2000 till 2020)
  • On average, 3.63% of the global population live under Poverty Gap at $1.90 a day (from 2000 till 2020)
  • On average, 6.78% of Female between 20 and 24 years old married at the age of 15 around the world (from 2000 till 2020)

The results showed that countries with low literacy rates in female adults have higher percentages of women who believe that a husband is justified in beating his wife (stand with domestic violence) such as Ethiopia who has a low literacy rate of 28.53% in female adults and a very high percentage of women who justify their husband’s violence (74.23%).

On the poverty level, it was found that countries with higher poverty gaps rates have higher percentages of women who stand with domestic violence such as Congo who has a poverty gap of 51.7% and a very high percentage of women who justify their husband’s violence (75.2%).

Also, when comparing that percentage with the percentage of women who married at the age of 15, it was found that countries with higher numbers of early marriages have higher percentages of women who stand with domestic violence such as Chad who has a percentage of early marriage of 29.47% (of female between 20-24 have married at the age of 15) and a very high number of women who justify their husband’s violence (67.9%).

Poverty, Literacy rates, and Early Marriages in the country affect heavily the perception of women in whether domestic violence by their partners is acceptable or not. High poverty rates increase the justification of domestic violence, low literacy rates increase the justification of domestic violence, and high early marriages rates increase the justification of domestic violence.

Increasing educational benefits in underprivileged countries would be a great initiative to increase literacy rates among women and stopping abuse among families. Introducing educational programs such as Girls’ Education by the World Bank Group which focuses on ensuring that young women receive a quality education, and raising awareness about physical abuse would also encourage the fight against domestic violence. Some countries such as Indonesia have increased the age of marriage of adolescent girls which would contribute to less early marriages, and less acceptance of violence.

Fertility Rate: The Decline

Fertility Rate: The Decline

Throughout history, women’s primary role was to be homemakers that would only perform domestic chores, raise children, and continue the bloodline. A childless woman was branded as barren, and she was frowned upon. In the Middle Ages, people called infertile women witches and followers of the Devil. Motherhood was a moral obligation.

Unfortunately, we still witness such cases in the current era, particularly in African and Middle-Eastern countries. Nafissa, a girl from Niger, is one victim of such a case. “I stopped (going to) school in order to marry,” says the young teen, “It was because of people’s mentality and their prejudices. I was married during a school break, and I became pregnant before I could return. After that, I never returned.” Nafissa now has 5 children and forced to carry out the household chores and take care of her children. How many girls in this world are like Nafissa? How could her life change if she pursued her studies and got a job?

According to World Bank data, the fertility rate was 2.6 births per woman in 2019. A value that is approximately half of what it was in 1960 (5.5). Emerging countries, on average, have greater fertility rates than prosperous countries. Women tend to give birth to fewer than three children in countries where GDP per capita is below $1,000 per year. In countries where GDP per capita is above $10,000 per year, women give birth to no more than two children. The decline in the world fertility rate can be attributed to three main factors:

1. More women are getting an education and seeking to establish their careers before—and sometimes instead of—having a family. SDG-4.3
2. Fewer childhood deaths. SDG-3.2
3. More women in the workforce. SDG-5.5
4. Access to contraception. SDG-3.7

Let’s look at one of the world’s most advanced economies South Korea which has a fertility rate of 1 in 2020. This means South Korean women have, on average, one child, and many others do not have children. The reason behind this is the involvement of women in the economy (60% – female labor force), fewer infants’ death (2.7% mortality rate of infants per 1000 live births), and women pursuing tertiary education (88.6%). On the other hand, Niger recorded the highest number of births per woman over the last years on average, Niger women gave birth to 7 children on average in 2020 with the numbers shown in the dashboard.

However, the relationship between lower fertility rates and higher GDP per capita has been controversial in the last few years. The lower the number of births, the lesser number of individuals joining the workforce, and the slower the economic growth. Would the “replacement value” for dying populations suggested by the UN of 2.1 kids per woman solve the problem? Despite all the efforts to increase fertility rates in developed countries like South Korea and Japan, having a child or not having a child is a choice.

In brief, low fertility rates are a leading economic indicator that women’s empowerment can achieve. The mentioned factors are closely linked: educated women are more likely to know about and use contraception, and contraceptives give women the option to continue their education or career instead of raising multiple children. Also, in an environment with low child mortality, women will give birth to fewer children as they ensure the survival of children.

Out Of School Children

Out Of School Children

Meet Denis Mukwege, medicine graduate, founder of the the Panzi Hospital in Bukavu, a 2018 Nobel prize winner for his effort “to end the use of sexual violence as a weapon of war and armed conflict.”

Now meet Thato Zungy,  a school dropout, grew up to face prison after being addicted to drugs and being involved with gangsters

Two different educational backgrounds, Two different paths, Two different influence on the society 

Due to the huge benefits that it brings to the individual development and the society as a whole, Education is a crucial matter that pushed UNICEF to declare a national emergency to deal with the shocking 80 million children dropping out of school without completing the basic schooling, despite the global efforts to promote primary education

The map below shows the top 40 countries with the highest average of Children out of school. As shown, 38 out of the 40 countries are in Africa, with Somalia recording the highest average of all (83.92)

Despite the efforts that some government make to promote primary education, some countries still witness a high average of dropouts from primary schooling. The bar chart shows the percentage of expenditure on primary education out of the government expenditure on education compared to the average children out of school. Haiti is among the top countries in Average Expenditure on primary education out of the government expenditure on education (64.9%), and still, its ranked 7th in the world with the highest average of drooped out(54.40%)

According to the UNICEF wars and disasters, discrimination based on gender, child marriage are factors that keep the children out of schools. Poverty is also considered a main barrier to education, where children are forced into employment at a very young age to accommodate the living demands. Going back to Somalia example, 43.5% of children aged 7-14 are working instead of being at school. Same with the Haiti example, despite the huge expenditure on primary education, 35.60% of children are in employment.

Solving this issue requires the collaboration of the government, schools and community

  • On a government level, increase the number of schools to avoid crowded classes and implement legislation that protects the right of education for every child. According to UNESCO and UNICEF new policies should focus on the most marginalized children to easy the access to education and improve its quality. This can be achieved by gathering information about the children, their addresses and if they attended school or are likely to do so.
  • On a community level, awareness should be spread especially among parents by showcasing the downside of dropping schools and its effect on the society
  • On a school level, Systemic Renewal must be adopted which is the continuous process of assessing goals and objectives associated to school policies, practices, and organizational structures as they have a direct impact on a wide group of learners.

Implementing those steps will have its reflection on the society by reducing the rate of crimes and violence and poverty, economic growth, and equality among genders as well as inspiring good health.

Education In the Middle East

Education In the Middle East

Many children in the Middle East and North Africa are deprived of education. Throughout the years, almost 18 % of adolescents and children were out of school on average in the region, which is the highest across East Asia, Europe, and Latin America.
This is especially true for females who recorded higher average of dropout rates than males by 2.2% in the region over the years.
The increase in dropout rates is due to several reasons and poverty plays a major role in increasing the rates of children out of school. It is evident that rates of people who make $1.90 per day has been increasing since 2013 in the Middle East, making it hard for parents to afford education expenditures for their children such as tuition fees and school supplies.
This leads families to pull their children out of school in order to work and help the family during financial hardship. As there is a positive linear relationship between children who are out of primary school and children employment, when the average rate of children out of school increases, the rate of children’s employment increases.

Furthermore, the norm that females are not supposed to work is enhancing the idea that females do not need to learn as they will not be able to participate in employment. This is encouraged by the average ratio of female to male participation in the labor force which is 33.09 below the average rate across all indicated regions.
Therefore, it is important to bridge the gap of poverty to ensure that people can have sufficient funds to be able to send their children to school. This can be done by providing financial aid dedicated to school fees and supplies. That is because lower poverty rates indicate lower dropout rates among children since there is a positive relationship between the two.

Moreover, it is important to raise awareness of the effects of dropping out of school on the future of children. Because the higher the average of adolescents out of school the more likely they will be considered as vulnerable employees in the future, which in turn lead them to be used and manipulated by employers.

Additionally, the higher the average rate of people completing at least a Bachelor degree, the higher the rate of salaries and wages. This means that if children where to stay in schools, they will be able to get higher salaries, which will provide them with a more stable future.

All the above factors are important in guaranteeing a better future for children. However, it is recommended that they be accompanied by the right laws that prevent child employment and provide equal opportunities for females to participate in the workplace.

How Education Can Save Thousands of Women and Babies during Childbirth

How Education Can Save Thousands of Women and Babies during Childbirth

Childbirth is considered to be a landmark and joyous moment in any woman’s life. And although health experts say that no two childbirth experiences are the same, it is quite astounding that this can, in many cases, reach the extreme of death. According to statistics released by UNICEF, the World Health Organization (WHO), the United Nations Population Division, United Nations Population Fund (UNFPA) and the World Bank Group, around 2.8 million pregnant women and newborns die every year of preventable causes [1]. This turns childbirth into an event to be feared as it poses a significant threat to the lives of many women across the globe. According to the United Nations’ Department of Economic and Social Affairs, quality education is defined as one the of the seventeen sustainable development goals (SDGs), so how can education help mitigate childbirth mortality?

“Pregnancy is not a disease. It should not lead to deaths. Every maternal death should be regarded as an abnormality.” – Vivianne Ihekweazu, Director of the Nigerian Health Watch [2]

How are Childbirth Deaths Related to Education?

The World Development Indicators data from the World Bank [3] allows us to look into the impact of education on childbirth by exploring the percentage of births that are handle by skilled health staff. In the figure below, we plot the average life expectancy at birth in years with respect to the average percentage of births attended by skilled staff for each country. There is a clear positive correlation between the two variables. We therefore conclude that children who are delivered by skilled health workers during labor are more likely to have a higher life expectancy.

However, the impact of having educated people overseeing child delivery does not stop here. Unfortunately, carrying out child delivery without proper understanding of the necessary health procedures has more alarming implications. In the dashboard below, we notice a sharp decrease in both maternal mortality (women dying during labor) and neonatal mortality (newborns dying at birth) in countries where more childbirths are handled by skilled health workers. This implies that many of the childbirth related deaths can be attributed to the lack of necessary health skills.

Where are these Childbirth Deaths Mostly Occurring?

Below we find the places that suffer the most from this by selecting the countries that have a below average percentage of births attended by skilled staff.

By looking at the geographical distribution of these countries we unsurprisingly find that the majority is located in Africa. Furthermore, we notice that the educational attainment in these countries is significantly lower than countries that have more professionally handled childbirths. This is an expected causality since to have more skilled people perform childbirth procedures we need more educated people.

So the Solution Is, Educate More People!

“The benefits of education permeate all walks of life right from the moment of birth.” – Irina Bokova, Director-General of UNESCO [4]

In light of the above, we clearly need to have more educated people that are able to professionally handle childbirth procedures. This is especially needed in developing countries where childbirth mortality is more pronounced. A key approach strategy here is to educate the local birth attendants and community midwives that are already active in these communities. These local and community health workers are already more connected to the women and families in their towns making their newly found skills more accessible and allowing them to spread health awareness to pregnant women in their communities [5]. Finally some communities in rural Africa are located in remote locations faraway from any medical supply and service centers. Therefore, setting up portable medical outposts near these towns would greatly enhance the quality of services provided by birth attendants.

References

[1] S. Sidhu, “Surviving birth: Every 11 seconds, a pregnant woman or newborn dies somewhere around the world,” UNICEF, 19-Sep-2019. [Online]. Available: https://www.unicef.org/press-releases/surviving-birth-every-11-seconds-pregnant-woman-or-newborn-dies-somewhere-around.
[2] E. Onyeji, “Despite having highest maternal mortality in Africa, Nigeria’s situation still underreported – Report,” Premium Times Nigeria, 03-Dec-2020. [Online]. Available: https://www.premiumtimesng.com/news/headlines/429266-despite-having-highest-maternal-mortality-in-africa-nigerias-situation-still-underreported-report.html.

[3] https://datatopics.worldbank.org/world-development-indicators/

[4] “Education can save lives, help reach sustainable development goals – UN agency,” UN News, 18-Sep-2014. [Online]. Available: https://news.un.org/en/story/2014/09/477702-education-can-save-lives-help-reach-sustainable-development-goals-un-agency.
[5] D. Shikuku and C. Ameh, “Investing in midwifery training and education for improved maternal and newborn outcomes,” On Medicine, 19-Mar-2021. [Online]. Available: https://blogs.biomedcentral.com/on-medicine/2021/03/19/midwifery-training-education-maternal-newborn-outcomes-isrctn/.