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

Breaking the Silence: Early Marriage Unveiled – Navigating Prevalence, Risks, and Root Causes

Breaking the Silence: Early Marriage Unveiled – Navigating Prevalence, Risks, and Root Causes

Unveiling some of many risks of early marriage, and the significance of a call for action.

Picture yourself at the tender age of 15, and your parents decided to deprive you from one of your most basic rights: education. And why? so that you could marry some boy you barely know from your village and who might be at least 7 to 8 years older than you. Envision the scenario where instead of classrooms and friends and books, having an arranged marriage with a stranger.

Now imagine the challenges of becoming a mother at the age of 16, the physical abuse this will put you through, and zero financial independence to break the cycle of mental and physical violence this put you in. Such narrative may seem from the past, in our great grandparents’ era maybe, but do you know this still happens? In many regions in the world, it will make you frustrated. Do you care to delve into the risks of those girls?

We might not be living them, and most probably do not know anyone that is, but this is a call to sympathy and awareness, so even if we are shielded and blessed, countless girls out there aren’t.

Let’s dive into those risks.

Problem:

Around the world, child marriage is a widespread and deeply ingrained social issue that impacts millions of children, especially girls. When one or both partners are under the age of 18, it refers to an informal union. Even while we have made great strides in many areas of human growth, these unsettling realities still exist in some parts of the world, especially in less developed nations and regions like Africa and some Arab regions.

The health problems that young brides confront are among the most urgent; early pregnancies raise the risk of maternal death and difficulties after childbirth. Girls forced into early marriages sometimes find themselves taken away from school, which harms their educational goals and leads to increased literacy. Additionally, early marriages come with a higher rate of domestic abuse.

Beyond physical health, there is a significant psychological cost. Mental health conditions like depression and anxiety can be factual consequences. Little girls have little to no financial independence which keeps them stuck in this loop. Hovering over the countries, we can see that most of those in darker shade of blue are African countries, and other less developed countries including Bangladesh, Chad, Niger, Mali, and others. The treemap serves to highlight some of these countries where this is highly prevalent.

Poverty, is one of the root causes of Early Marriage which is shown below, that poverty is relatively high in the countries mentioned in this study. Parents in less developed countries think of their daughters as financial burdens which is why they take them out of school and force them into marrying young. Limited living resources force families to believe that marriage is a way of surviving. In the same countries we put into study, we can see that the Poverty Headcount is large in most of them.

Problem Evidence:

According to UNICEF, 21% of young women (aged 20 to 24) were married as children. Before turning eighteen, one in five females gets married. That figure doubles in the least developed nations, where 12% of girls get married before turning 15 and 40% of girls get married before turning 18. This is 28 girl every minute. The below visuals show that the countries in study are mainly located in Africa and Sub-Saharan Africa as well as Asia,  have their women justify being beaten by their husbands and still normalize it, have young girls out of school, and have higher risks of maternal death, meaning that early marriage may cause all the below. These are just some amongst many consequences.

Countries including Bangladesh, Senegal, Niger, Uganda, Mozambique, Ethiopia, Guinea, and many more, seemed to always have these issues combined.

Can you believe that 17.48% of women in Bangladesh justify being beaten? Followed by 11.63% in Mali, 10.80% in Ethiopia, ranking the top 3 among many other countries.

Additionally, 18.41%, followed by 13.19% and 9.19% in Niger, Guinea, and Mozambique respectively.

The Bubble Chart serves to highlight countries where Maternal Death Risk is most prevalent as well. Is it a coincidence that the same countries that have high early marriage rates, almost rank high in all three risks? 

Potential Solution:

It is imperative to save young girls from forced marriage, give them the right education they deserve, decrease their risk of dying while giving birth, mitigate the physical and mental abuse, and give them the right to just be little girls.

Collectively, we can combat early marriage and create an atmosphere where girls feel empowered to continue their education and make educated decisions about their futures, to mitigate the risks.

It can include educational awareness, health awareness, social awareness against violence and domestic abuse, free training, and educational programs, etc.

Details of the solution:

  • Promoting access to quality education especially for girls by making it free especially in the less developed countries where parents would rather not spend any money on their girls and see them as financial burdens.
  • Conducting awareness campaigns on the potential side effects of child marriages.
  • Create economic opportunities for girls through skill development and training to enhance their financial independence.
  • Promotion of Gender Equality.
  • Engaging parents in these campaigns on the importance of financial stability and independence before marriage.
  • The solution may also include legal consequences.
  • Leveraging social media to raise awareness!

Findings and Recommendations:

The recommendations are centered around the efforts that should be made to enforce the laws setting a minimum age for marriage, additionally to challenging the cultural norms and conducting awareness activities, setting a legal age for marriage, support and healthcare systems, educational and training initiatives and provide girls with the circumstances that allow them to make their own decisions.

 

 

 

 

Paying the Price: Lebanon’s Deepening Healthcare Crisis

Paying the Price: Lebanon’s Deepening Healthcare Crisis

Problem Statement: Lebanon is facing a healthcare crisis. With the government’s dwindling support, an increasing share of medical costs is being paid out-of-pocket by citizens, many of whom are already in financial distress. This trend is pushing families into poverty and leaving many without access to essential healthcare services.

 

Lebanon, once known for its exemplary healthcare system in the Middle East, is now grappling with an unprecedented crisis. The Lebanese healthcare system is in dire straits, with citizens bearing an increasingly unsustainable financial burden for their medical needs. This deepening healthcare crisis is not merely a statistic; it’s a testament to the resilience and despair of a population fighting for their right to health.

Here, we’ll shine a light on the escalating out-of-pocket health expenditure in Lebanon.
This crucial indicator represents the proportion of healthcare costs that individuals are shouldering, a burden that has been growing steadily over the years. Our visual exploration aims to bring into focus the profound implications of this trend for Lebanese families grappling with a healthcare system in turmoil.

 

 

  • First visualization takes us on a global journey through a heat map that color-codes countries based on their out-of-pocket healthcare expenditure. Lebanon stands out, marked by a distinct hue that signifies one of the highest rates in its region and across the world. This map transcends borders, offering a comparative perspective that underscores Lebanon’s critical position and the urgent need for reform. It’s a visual call to action, urging us to look beyond our immediate surroundings and recognize the shared struggle for accessible and affordable healthcare.

  • The second visualization presents a horizontal barplot that lays bare the relentless climb of out-of-pocket healthcare expenditure in Lebanon. Each bar, extending further year by year, is a stark representation of the growing financial load shouldered by Lebanese families. This visual narrative is not just about rising costs; it’s about the human stories behind these numbers—stories of sacrifice, tough choices, and resilience in the face of a healthcare system that demands more than many can afford.

A Call to Heal Lebanon’s Healthcare System:

Lebanon’s healthcare crisis, marked by rising out-of-pocket costs, extends a plea for international intervention. As the Lebanese government grapples with its own challenges, the need for external support becomes critical. This call for aid isn’t just about funds; it’s a call for global solidarity, expertise, and resources to help a nation in distress.

It’s time for the world to unite in support of Lebanon, offering a lifeline to its healthcare system and hope to its people.

Made By: Rawad Salem

Water is Wealth – A Call for Action in Africa

Water is Wealth – A Call for Action in Africa

 

 

Water is Wealth – A Call for Action in Africa

We often tend to forget that the water cycle and the life cycle are one. Millions of women and children spend 3 – 6 hours collecting water from distant polluted sources daily and 2.1 billion people do not have access to clean and safe drinking water. We live in a world where half the hospital beds are employed by patients who suffer from diseases associated with lack of access to clean water where 3.4 million people die each year.

Access to clean water in Africa on Non-Profit Organizations that offer the country a well to be used by every institution that surrounds it. Therefore, “How Can We Make Water Available for All?” is a very important topic that is being addressed through the Sustainable Development Goals.

 

In the heat map below, we can see that Europe and Central Asia in addition to the Arab World have more access to the least basic drinking water services in comparison to Western and Central Africa.

It is also evident in the visual below that throughout the years, countries from all around the world increased their intake of their basic drinking water services except African countries who show a slight improvement.

It is important to note that for you to be able to visualize the changes throughout the years, you need to press on the button at the bottom of the visual!

However, with the slight improvements in a few countries, we can still find that other countries (such as the Central African Republic) are still experiencing a decrease on the matter.

It is said that “Thousands have lived without love, not one without water.” – W.H Auden

With all these problems being evident, one has to call for action. One of the solutions that have been implemented and has to remain active is increasing the public private partnerships investment in water and sanitation throughout the years (in $US).

This solution has helped increase the access of countries to clean water throughout the years and will continue to do so if implemented more often.

 

HOW CAN YOU HELP

You can help by donating to NGOs that offer help on the matter. Some examples on the NGOs include: Just a Drop and Planet Water Foundation. Donations can happen through

  1. Just a Drop: https://www.justadrop.org/?gclid=Cj0KCQiAg_KbBhDLARIsANx7wAwhX9S5ML3JLFVN-sHr8ILJV7kzRmqw7KGJqtRkst0U0gYRFk4aczAaAghWEALw_wcB
  2. Planet Water Foundation: https://planet-water.org/get-involved/?gclid=Cj0KCQiAg_KbBhDLARIsANx7wAybqNWa-7Q2uPohuNcB94q22-iQPYKTWsEyHcwUgwUmaaRoHDln_hYaAi9WEALw_wcB