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

Early Marriage and “Justifiable” Domestic Violence

Early Marriage and “Justifiable” Domestic Violence

“The enemy doesn’t stand a chance when the victim decides to survive.” – Rae Smith

 

How Is It Justified?

Globally, 1 in 3 women have been subjected to partner violence, and it becomes worst when women consider this violence justifiable. Early marriage is a major reason that women think it’s okay to be beaten up by their spouses, usually, spousal age differences, power inequalities, un-continued education, and a lack of female autonomy are all common features of early age marriages. These factors have been linked to an increased risk of domestic violence and affected women’s awareness of their entitlement, self-esteem, status, and their sense of empowerment.

In most African countries and some Asian countries, women believed spousal violence is justified and that can be linked to high percentages of female adolescents out of school and early marriages in these countries.

Even globally numbers are still worrying, the average number of women who believed a husband is justified in beating up his wife is still Relatively high. With the average number of female adolescents out of school being steady over the past 22 years, marriages at a young age are still taking place and resulting in more domestic violence since spousal age difference can make women more vulnerable to health risks and social Isolation by creating power dynamics. These power dynamics can increase girls’ vulnerability to emotional, physical, and sexual abuse.

 

According to the WDI (World Development Indicators) data some of the justified reasons for domestic violence were:

  • When women argue with the husband
  • When she burns the food
  • When she goes out without telling him
  • When she neglects the children
  • When she refuses sex with him

 

 

 

 

Taking Action!

 

So, you might ask, what can be done? Well, a lot actually. To start with, empowering young women are essential. This can be done through:

  • Enhance girls’ access to a high-quality education
  • Empower girls with information, skills, and support networks
  • Provide financial assistance and incentives to young women and their families
  • Educate and rally parents and the community members

 

Education is crucial in preventing females from marrying as adolescents. In fact, the longer a girl stays in school, the less likely she is to marry and have children before she toms 18 years old. Furthermore, education ensures that girls have the skills and information they need to find work and support their families. This can aid in breaking the cycle of poverty and preventing child marriages caused by extreme poverty and/or financial gains.

 

Final Recommendations

Education, economic status, and age gap are the main factors behind early marriages and domestic violence. It’s recommended to Promote education and economic opportunities for girls & Employ behavior change communication and community mobilization techniques to change social norms regarding age and marriage.

Men are More Suicidal.

Men are More Suicidal.

FROM “Man up, you can’t be depressed just because this happened!” TO “Why are you looking so sad and tired? Are you depressed? You can talk to me if you want..” 

To begin with, according to the World Bank dataset on development indicators, it is clear that men’s average suicide mortality rate is significantly higher than females.

Surprisingly, males are three times more suicidal than females, reaching an average of 14.3 male suicides per 100,000 males, while 4.4 female suicides per 100,000 females.

But why is this the case?

While comparing countries with high unemployment rates and countries with low unemployment rates, the following analyses were investigated:

To begin with, in Countries with highest unemployment rates, the suicide mortality rates for both men and women are higher.

However, when faced with difficult economic situations:

  • Females suicide mortality rates were higher by 150%
  • Males suicide mortality rates were higher by 217%

This leads to the conclusion that men’s mental health tends to be more susceptible to financial burdens.

So, what should be done?

A potential solution would be providing unemployment benefits, which are governmental compensations that are provided for unemployed people. These compensations help secure a stable income after the layoff of an employee, and they improve unemployed people’s productivity in the labor market by improving job matching and connecting employees to employers.

In addition, this solution can be helpful in mitigating the impact of unemployment on the psychological wellbeing of people.

As the following illustration shows, both females’ and males’ suicide mortality rates are higher in countries with lower adequacy and coverage of unemployment benefits

More specifically, males’ suicide rates are 31% lower in countries with high adequacy and coverage of unemployment benefits.

Thus, in order to mitigate the males’ suicide mortality, several recommendations are suggested to be effective.

  • First, it is highly recommended that suicide prevention groups intensify their focus on men and encourage them to express themselves and seek psychological help.
  • Equally important, in countries with high unemployment rates, governments should work on providing unemployment benefits and ensure their wide coverage of the unemployed.

 

Thank you

Access to electricity worldwide

Access to electricity worldwide

How many hours do you have access to electricity? At what time are the generators turned off in your region? How much was your electricity bill last month?
These questions might sound unfamiliar for citizens in many countries. However, they became part of any discussion in Lebanon reflecting the limited access to power for the majority of the population.
Which areas suffer from this same problem?

Most of the countries having energy shortage are located in Sub-Saharan Africa. For example, in South Sudan, Burundi and Chad, less than 10% of the entire population have access to electricity

Comparing the distribution of the average access to electricity between rural and urban areas, it can be observed that urban areas have more power access. Subsequently, countries having energy deficiency should consider using international funds for the installation of power distribution systems in rural areas.

What about Lebanon?

Although this country has a very remarkable amount of water resources, its hydraulic energy production is insignificant compared to its thermal energy production. Correspondingly, decisions should be taken to make use of our rich water assets.

The map shown below represents the distribution of the power stations in Lebanon. 

Source: https://www.sciencedirect.com/science/article/abs/pii/S1364032112006259

Lebanon doesn’t have enough power stations which affects the power distribution among the areas and causes loss of energy in the transmission lines. Accordingly, the government should consider creating more thermal and hydraulic energy auxiliary stations to secure an even electricity distribution among all areas.

To increase electricity access, it’s recommended that the governments of developing countries take action by using wisely the international funds for the installation of power generation plants and transmission networks to cover all population needs (in all areas), taking into consideration economical and social conditions. Transparency in government should be followed by spreading public awareness to find and support policies that manage assets like coal, oil and gas as a source of energy and income. Moreover, the use of renewable sources including hydroelectric energy is an important step to generate electricity in both rural and urban areas.

Resources:
World bank data : https://datacatalog.worldbank.org/home
Open data Lebanon: https://www.opendatalebanon.org/

Poor children in a Poor Government are Employed Earlier

Poor children in a Poor Government are Employed Earlier

 

It was 11:00 am on a Monday when I saw a nine-year-old boy, Bilal, lifting heavy rocks in a construction site. How many Bilals, children who toil long hours for a low wage, deprive themselves of education, and endure frequent violence and abuse just to financially support their families, do we meet daily?

Based on a study conducted by the Lebanese ministry of labor in 2013, there are almost 180,000 children working in Lebanon. Today, Lebanon is experiencing a huge decline in its gross domestic income (GDI). GDI is an economical metric that showcases the nation’s social welfare, and its deterioration results in more people living below 50% of the median income, and vice versa.

Thus, poverty is increasing in Lebanon, and more children as Bilal are being robbed of their childhood. The Lebanese government and supporting international organizations can take many initiatives to save Bilal and his friends; however, not all might have a fast and radical impact on the children labor phenomena. While observing international cases, through World Development Indicators dataset, I noticed that countries, which most of their population have access to electricity, have a lower percentage of poverty; thus, a lower number of employed children, and vice versa.

When power resources are available to the nation, people will have access to technologies, especially the internet. There are numerous internet usages that can create life opportunities for the individuals; for example, Bilal can access the internet to enroll in educational programs.

 

Considering the above, I appeal to the government and concerned institutions to utilize all their endeavors in providing a sustainable electrical solution for our children to live a “normal” life and have the chance to prosper.

 

The fight against unemployment

The fight against unemployment

“I am a failure, I won’t get any job!”
Have you ever heard someone saying this?
Have you maybe even been that person?
Losing employment is one of life’s most stressful experiences.
Aside from the obvious financial distress it can cause, losing a job can also take a heavy toll on one’s mood, relationships, and overall mental and emotional health.
Societal costs of high unemployment include poverty, homelessness, physical and mental illness, decline in life satisfaction, higher crime and a reduced rate of volunteerism.
Thus, fighting unemployment is one of the world biggest challenges. Some countries could achieve major improvements by producing more goods and services in a given time frame (i.e. one year). In other words, they could achieve lower unemployment rate by increasing the country’s Gross Domestic Product (GDP).
Nowadays, countries having low unemployment rate such as USA and China have the world’s highest GDP, whereas in South Africa where the unemployment rate is much higher, the GDP is relatively low as shown in the visualizations below:


Who is responsible?
Increasing the country’s GDP is an effective solution of the unemployment issue because of the job opportunities it creates. This can be achieved by promoting education, developing new technologies, improving infrastructure including roads, schools, hospitals, phone lines, transport, electricity, Internet, water supply…
It is also recommended to adopt more flexible working practices: people could choose to work fewer hours, giving the chance to raise employment in the economy and resulting in unemployed population getting a part time job.
Fighting unemployment is a difficult long journey and the contribution of both private and public sector is mandatory in order to make it happen.