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

“Education Cannot Wait”

“Education Cannot Wait”

Hussaini, 14, is one of the lucky ones. He escaped. In 2018, as terrorism by extremist groups crossed into Burkina Faso, his village was attacked while he was in school. First, he heard screaming, and then gunfire. “They shot at our teachers and killed one of them,” he says. “They burned down the classrooms.” Hussaini ran home and within a matter of minutes, his family set off. They left everything behind, including school. Since that day, Hussaini has not set foot in a classroom. “I used to love school, to read, to count and to play during recess,” he says. “It’s been a year since I last went…”

 

 

From the end of 2017 to 2019, the number of schools forced to close due to rising insecurity tripled. More than 9,200 schools closed across Burkina Faso, Cameroon, and others, leaving 1.9 million children without education. These children face a much higher risk of recruitment by armed groups, gender-based violence and targeting by traffickers. Most parents in Africa will tell you that their children’s education is the most important investment they can make.

 

 


Trouble Cycle

Education is the UN’s top priority because it is a basic human right and the foundation on which to build peace and drive sustainable development. Unfortunately, lack of education for the young generation remains highly present in the world.

The problem is a cycle: lack of education results in high child labor and low literacy rate thus increasing the world’s problems such as crimes. And in its turn, terrorism decreases education opportunities. Hussaini is among millions of other children that were deprived from quality education and had high chances to be part of child labor.

 

 


Evidence

Poor basic education can be identified by high child employment rate. So, what are the target continent and countries?

The map shows that the Average Child Employment Rates (ages 7-14) is highest in Africa.

Having a deeper look, Cameroon ranks first for having the highest average child employment rate of 52.7% for years 2006-2015, followed by Niger, Benin, and Burkina Faso.

Referring to the UN’s Sustainable Development Goal number 4:

  • What if kids will get exposed to education in early stage?
  • Can we influence their perception?

Fulfilling the Dream

Education cannot wait, and our world had enough. It is time to increase the number of education programs targeting young generation, and specifically African countries as previously mentioned, with Cameroon being a major target.

Creating education programs would:

  • Have education camps with volunteering and non volunteering teachers all around the world
  • Use workshops and fun trainings to later voluntarily engage kids
  • Involve underdeveloped countries in globalization
  • Introduce the diversity of cultures
  • Work on making education a need and will for every kid and parent- representing a lasting impact environment

 

Many past programs were successfully implemented in Cameroon such as Open Dreams, which already funded more than 200 scholarships and mentored more than 1000 students.

 

 


Is it Time?

Targeting Cameroon, and implementing it as a first stage project, would be a start to then expand into other countries.

Finally, from another perspective, how about looking at equalizing educational opportunities as a solution to many other issues? and working on SDG 4 for quality education will strongly and positively affect other goals such as ending poverty and hunger?

 

 

The Nexus of Unemployment and Economic Growth

The Nexus of Unemployment and Economic Growth

Wassim, Nathalie, and Imad; three individuals who were pushed out of work by the deteriorating economic conditions in Lebanon. Tens of thousands of people like them have been suffering daily for the past 3 years living from paycheck to paycheck up until they were forced out of it (work). Lebanon has witnessed what no other country has. Unemployment rates doubled in only a decade, COVID-19 took out thousands, and inflation bankrupted hundreds of businesses.

According to Okun, a very low or negative growth in GDP leads to a rise in unemployment. By observing this visual, we can see how unemployment skyrocketed while GDP growth took a deep dive. Comparing the years 2008 and 2009, GDP growth increased 10.23 percentage points while unemployment rates decreased by 6.35 percentage points. We can conclude an inverse correlation between GDP growth and unemployment. Another observation is that between years 2020 and 2021, GDP growth increased by almost 15 percentage points. Despite this growth, unemployment remains significantly high at 14.49 percentage points. Importantly, this project is action-oriented in that it shows the nexus between unemployment and GDP growth #SDG8, which are intrinsic to an economy, from more “policy-driven” factors that can be addressed, improved or mitigated.

Here, a question rises? What is the cause for the disproportionality between GDP growth and unemployment rates? There are 3 possible causes for its inverse relation:

• The decrease of Foreign Direct Investment (FDI) which reached 3.98 percentage points in 2019 due to the lack of security and political tension
• Another possible cause is the low diversification in economic sectors due to scarcity of resources. Looking at this visual, we can see the focus of employment shift mainly to the service industry which witnessed an increase by 65.10 percentage points while the agricultural and industrial sectors are left behind increasing by under 30 percentage points in 2019.
• The third and final possible cause is the over-dependence on food and fuel imports. Lebanon possesses the second highest food and energy imports in 2019.

What should be done?

Drawing upon decades of empirical literature on drivers and predictors of lack of growth, this project proves Okun’s law using visualizations for the case of Lebanon. According to International Labor Organization (ILO), not just growth, but quality of growth is the key anchor in the SDGs 2030 agenda. Sustainable economic growth will require societies to create the conditions that allow people to have quality jobs that stimulate the economy while not harming the environment.
1. Creating greater opportunities for women and men to secure decent employment and income. Closing the employment gap is at the heart of the decent work agenda, this can be through promoting voluntary private initiatives and corporate social responsibility.
2. Instating policies to enhance knowledge, skills and employability for men and women since gender remains a source of labor market inequalities and inadequately utilized human resources. Women continue to be employed in a narrower range of occupations than men and to be concentrated in lower-paid, insecure, and unprotected jobs.
3. Promoting employment through reconstruction and employment-intensive investment.
4. Increasing access to financial services to manage incomes, accumulate assets and make productive investments.

Findings and Recommendations

A shift in economic thinking and planning towards economic structural transformation is necessary for the Arab region to develop on SDG 8 (ESCWA, 2021). The post-pandemic SDG agenda must leverage the lessons learnt to reinforce national social safety nets and employment policies. This strengthens economic resilience and allows developing countries to absorb shocks. A continued lack of decent job opportunities, insufficient investments, and under-consumption slows down economic growth. The average growth rate GDP is increasing after the pandemic; however, it still did not reach pre-pandemic levels of growth and developing countries such as Lebanon are moving farther from the 7% growth rate set for 2030. Therefore, as labor productivity decreases driven by low productivity and unemployment rate rises, standards of living decreases and overall economic growth decreases.

Governments must join forces and formulate policies to promote better job opportunities through active labor market programs, corresponding to important SDGs: Economic Growth and Decent Work, as well as Partnerships to Achieve the Goals.

Sustainable economic growth will require societies to create the conditions that allow people to have quality jobs that stimulate the economy while not harming the environment. Job opportunities and decent working conditions are also required for the whole working age population. There needs to be increased access to financial services to manage incomes, accumulate assets and make productive investments. Increased commitments to trade, banking and agriculture infrastructure will also help increase productivity and reduce unemployment levels in the world’s most vulnerable regions.#SDG8 #SDG16

Unemployment in Lebanon: Highlight in crisis

Unemployment in Lebanon: Highlight in crisis

Lebanon has been historically exporting skilled workers to many regions in the world including Gulf, Africa, Europe, and North America. For more than 10 years, the Unemployment rate in Lebanon has been increasing to reach 11.35% in 2019 (from 6.35% in 2009). Since the Economic crisis in 2019, the rate has dramatically increased to reach 14.5% in 2021.

To dig deeper into unemployment in Lebanon we can see that the citizens with advanced education (holders of a university degree or above) are prone more to unemployment, in comparison to intermediate (secondary schooling) and basic education (primary schooling or below).

So what can we do to solve this?

It is worth mentioning that since the economic crisis in Lebanon in 2019 followed by the COVID-19 pandemic, the Lebanese economy deteriorated severely leading to the closure of many companies and establishments or downsizing in the terms of employees and costs.

Note that among the 3 sectors (services, industry, and agriculture), the services sector was the most to hold the burden of this economical crisis, especially for the restaurants, hotels, banks, and retail traders,…

The employment breakdown as per sector shows that the service sector retained the most employment over years, in contrast to agriculture which only received 11.32% of total employment in 2019.

Therefore, we should try to shift the load of the employment to the other sectors in Lebanon (industry and agriculture) by encouraging the highly educated persons to start their own businesses in this area, which will then lead to more employment from the less educated in these 2 fields.

This will not be attainable unless the government and international entities start incentivizing the youth by providing the below:

  • Access to finance (through long-term small loans at a minimized rate of interest)
  • Access to knowledge (by providing proper training to the youth in management and technical expertise)
  • Access to market (by providing the connections to the youth to sell their products through)

To note that some initiatives from the public have been launched to provide one or more of the above-mentioned, however, the government hasn’t yet started any steps to help.

Addressing Multidimensional Poverty in Lebanon

Addressing Multidimensional Poverty in Lebanon

Authors: Tala Abdul Samad, Nour Al Bidewe, Basman Hariri, Sara Sadaka, Aziz Saliby, Jean-Pierre Sakr

Over the past two years, Lebanon has been witnessing compounded crises such as brain drain, poverty, unemployment, and inequality. On October 3rd, we wanted to listen to the factors that affected the Lebanese the most. Borhan, a 60-year-old man living in Beirut, was one of the people we met. We captured a video with him to show the suffering of the Lebanese since the start of the crisis where he comprehensively described the severe living conditions. As we all know, 2019 was a year of transformation for Lebanon, beginning with the October 17th revolution in 2019, following the global pandemic in 2020, and the rise of inflation. Borhan expressed the feelings of most Lebanese, where he identified the problems that we are facing as residents. Many people mentioned that specific sectors have been hit the most, therefore we would like to perform exploratory data analysis and surveys using different datasets to be able to identify inequalities. We are also interested in using a data-driven approach to identify gaps and inequalities that exist in the education, income, and health sectors. 

 

As a result, we have exploited the World Bank’s World Development Indicators and we have identified several indicators which we have used as proxies to measure multidimensional poverty in Lebanon. We chose to have a topic related to the multidimensional poverty index in Lebanon compared to the Arab region. Since the multidimensional poverty index is calculated using three different dimensions, namely education, living conditions, and health, we decided to divide the three different dimensions among us. 

Living Conditions:

Housing is a significant indicator of the multidimensional poverty (MDP), and based on ESCWA calculations, the main indicators to assume whether housing is counted as depreciation for a household or not are ‘Overcrowding rate’ – the percentage of the population living in an overcrowded household – ‘Housing type’ i.e. houses, apartments, row houses, townhouses and duplexes, ‘Sanitation quality’ – availability of handwashing facilities, toilet cleanliness.

Historical data related to housing utilities in Lebanon was gathered from the Central Administration of Statistics (CAS), which contains significant indicators to measure MDP such as water, electricity, gas, actual rent, furnishings, household equipment and routine household, and others. Data is shown monthly from December 2007 till September 2022.

This data reported many indicators highlighting the increase in poverty on multiple sides. It is worth reporting that the consumer price index (CPI) Housing Utilities in Lebanon records the highest score this September 2022 (363.3) compared to October 2021 (215.9)

Looking at the nutrition level, food inflation was detected as the cost is more skewed to the right for the year 2021-2022; rising food prices reduce the purchasing power of food consumers. Another devaluation could be mentioned in the transportation sector, as the transportation sub-index of the CPI basket in Lebanon increased by 2339 points in September of 2022 (3,725), compared to August 2021 (1,386); the cost of transportation is significantly increasing, resulting in a limitation to access in the transportation sector.

It is worth mentioning that the CPI in Lebanon has more than doubled over the past year, peaking this September 2022 at a score of 1,611.4 against 714.8 in October 2021, and a higher CPI indicates higher inflation. This eventually leads to adjustments in the cost of living and income, which tends to worsen inequality or poverty as it hits income and savings harder for poorer or middle-income households than for wealthy households.

Healthcare System:

As stated by Joao Martins, MSF Head of Mission in Lebanon, “The crisis in Lebanon has been driven by years of corruption and now we are seeing that this can contribute to the destruction of an entire health system just as effectively as war or a natural disaster”. As a result, it is important to conduct a deep dive analysis on the healthcare system in Lebanon which is a dimension that measures multidimensional poverty.

First we will look at the current health expenditure (%of GDP) which takes into account the public and private health expenditure. By comparing Lebanon to the Arab World, we can notice that the current health expenditure is higher along the mid 2000 with Lebanon having 11% in 2000 while the Arab World having 4%. After that, Lebanon witnessed a decrease and the Arab World an increase reaching a value of 9% and 5%, respectively. The decrease in the expenditure in Lebanon has negatively affected the healthcare system as medication and vaccines are becoming scarce. Looking more closely, we can see in the next graph that the access to immunization has tremendously decreased in Lebanon. On average the access to vaccines (such as DPT, HepB3, and measles) has decreased from 83% (2000) to 67% (2021). 

On another hand, we evaluated the demand for private insurance in Lebanon. As we can see, the demand has decreased from 70% (2000) to 45% (2021). This decrease is due to all private insurance companies converting their payment method to fresh U.S. dollars and since the NSSF benefits have diminished due to the economic crisis, most Lebanese people are now left with no proper access to health assistance.  

Education:

We also conducted a survey on school and university students to analyze access to online education during the COVID-19 pandemic which was also identified as the new normal.

You can be part of our project by filling this online survey. Your answers are highly valuable to the development of our dashboard since the larger the sample size, the more accurate our results would be. 

At a later stage, we would like to present our results to our target audience which are UN agencies, local NGOs, and Lebanese ministries. We got a total of 135 responses from all over Lebanon where the survey was populated via social media platforms. The majority of the respondents were university students or graduates. Most of them were unemployed or employed in a full time position. 

We asked the respondents about their evaluation to their online experience; the answers rated their  experience as poor or fair. On a scale from 1 being a very bad experience and 5 being a very good experience, most of the respondents rated the effectiveness of online learning as 3. In addition, we asked about the preferred type of education; the majority answered the traditional physical method as the most preferred following the hybrid method as second preferred. These answers make us conclude that the online learning experience was not that good in Lebanon. This might be due to the lack of training from the government and the teachers. 

To further explore the facilities that were available to ease the online learning experience, we asked the people about their access to devices, electricity and internet. For the devices, the majority had access to devices that were mainly Mobile phones or laptops. Most of the respondents have access to electricity but not all the time while almost all the respondents have access to internet but the variance changed between access all the time and access but not all the time.  Most of the respondents reflected that they couldn’t focus and they weren’t serious about their studies during online learning. Furthermore, on a scale from 1 being not at all to 5 being for sure, we asked the people about their willingness to retake the online experience. The answers varied between 1 and 2 mainly. 

Finally, we asked the people about the disadvantages of online learning. Some of the responses include poor network, electricity cuttage, procrastination, weak communication, lack of motivation to study, more distraction, professors are not equipped with the resources, challenging experience for both students and professors. From this survey, we can conclude that Lebanon wasn’t prepared well for such a situation, especially its basic infrastructure which includes bad electricity and network services.

Suicide Mortality Rate

Suicide Mortality Rate

Suicide is something no one wants to talk about, the majority of people who are feeling down don’t openly talk about it. The highest population that is being affected are countries that are surrounding Russia, and in South Africa. There are 800k people commit suicide each year, this is due to many economical issues in these countries. Imagine Karim a husband and a father of 2 living in a country where the basic human needs are neglected. Now Karim is struggling to find a job due to the high unemployment rate, this means he is not able to feed his wife and kids. Imagine being in his place in a country with a 26%  unemployment rate. People that are unemployed have a higher chance of commit suicide due their mental health taking a hit this could spiral own a dark hole which is hard to come out off. Unemployment forced 40% of the population to suffer from severe or moderate food insecurity and this is the disruption of food intake or eating pattern due to the lack of money and other resources. Now Karim can’t just feed his family but also can’t get the basic human needs.

All these problems correlate strongly with the Social protection and Labor Programs when these programs are lacking the result were higher suicide mortality rate. These programs help the population in managing risks and protect them from food insecurities through various methods. Poland has a high social program and the results of the suicide mortality rate is significantly lower compared to Lesotho which is the opposite with high suicide rates and low social program . This indicates to lower suicide rates we must increase the aid to the population by offering labor market, unemployment benefits, and other programs. Now Karim can relax and calm down as help is on its way to assist him and other people who are in need.