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

Impact of Lebanon’s Economic Collapse on the Lebanese Population

Impact of Lebanon’s Economic Collapse on the Lebanese Population

Featured Image Courtesy of: albawaba.com

    Contributors in Alphabetical Order:

  • Nour El-Habhab
  • Salem Grayzi
  • Antoine Rahal
  • Bahige Saab
  • Ziad Shehab
  • Mahmoud Yaghmour

 

Lebanon has been living one of the worst economic crises that a country has lived in the modern era. According to the World Bank , it is likely to rank among the top 10 most severe crises experienced globally since the 1850s. In this article, we will explore the impact of Lebanon’s economic collapse on the mental health of the Lebanese people, their productivity, and their forecasts of the country’s future. We will also try to discuss two potential measures that could mitigate its severe economic crisis.
The following graphs plotted in the dashboard were based on the UN World Indicators dataset. These graphs reflect the severity of the Lebanese collapse. The bar chart of Lebanon’s GDP per capital for the last ten years demonstrates that the country’s GDP has shrunk by 43% in two years only! To make things worse, the inflation rate line chart show that the country’s inflation rate has skyrocketed by 2724% in two years only! An item that cost 1000LBP in 2018 cost almost 27,240 LBP in 2020! For further details refer to the “Lebanon’s Economic Collapse in Numbers” dashboard.

These shocking numbers have motivated us to study the effect of the economic collapse on the Lebanese people’s mental health and productivity in addition to explore their insights about the future. Therefore, we designed a survey in which 370 people of different age and employment groups participated. The results were extremely alarming: 61% of the surveyed people said that their mental health was affected by the economic collapse while almost 60% of them revealed the negative impact of the crisis on their productivity. To make things worse, 69% of the respondents said that they wanted to leave Lebanon while 62% of them were pessimistic about the country’s future! Almost 1 in every 5 Lebanese said that there is no hope in Lebanon. On the other hand, almost half of the respondents said they would stay in Lebanon if the situation improved. The “Survey Dashboard” summarizes the survey’s results.

The Currency Board:

As Lebanon’s economy has been in crisis for almost two years now, ranked in possibly the top three most severe economic and financial crises since the nineteenth century, an ultimate solution does exist but is nearly impossible to achieve, replacing the ruling political parties. As ambitious young minds, we looked for practical solutions that we can possibly push for to help our country. A suggested solution from an economic perspective would be a currency board, a solution that has been implemented in countries that were facing a similar crisis to Lebanon such as Lithuania and Bolivia. A currency board is an entity separated from the central bank that is given the authority of managing the country’s currency reserves and fixing exchanges rates, it is regulated by law and not the government, hence limiting any pressure from political parties. Having a currency board would fix the inflation rate and trigger a domino effect on the economy by improving GDP, growth, and many other factors.
The “Currency Board Solution” dashboard below shows that there is a prompt decrease in the inflation rate after applying the currency board solution in the late 90s in Bulgaria, Estonia, and Lithuania, who’ve faced severe cases of hyperinflation just like Lebanon. Alongside the stability of the inflation rate over 20 years, GDP has shown a steady increase since the setup of the board as a result of inflation being stabilized. This shows how this solution has an immediate impact and could help Lebanon start the recovery process directly.

Obtaining then Commercializing IP to boost GDP:

Another solution for Lebanon’s current problem is obtaining then commercializing intellectual property; Given Lebanon’s rich human capital this seems like a reasonable solution. Also, by patenting Lebanon’s ideas, they can offset copycat competitors thus preserving Lebanon’s newly found income source, for a reasonable timeframe [till the patent expires]. Some of the metrics to measure a country’s participation in intellectual properties, at least from the World Bank World Development Indicator dataset are:
– Patent application, residents and Patent application, non-residents
o These were summed to a new metric: Patent Applications, Total
– Industrial design applications, resident by count and Industrial design applications, nonresident by count
o These too were summed to a new metric: Industrial design applications (Total)
– Trademark applications total
o No summing of several metrics was needed here
Besides generating high-value, and off-setting copycat competitors, plenty of the high-value wages in many fields are not energy-intensive; for instance, consider the designers of the iPhone package boxes at the Apple headquarters; these box designers literally sit in a room designing carton boxes, and these designers make more money than the overseas employees working in the energy-intensive factory manufacturing these boxes. This is a model that Lebanon who has high creativity but is experiencing an energy shortage can pursue.
And as the “Potential Solution: Patenting” dashboard demonstrates, we’re able to see that these three Intellectual property metrics are positively-correlated with GDP – so it is something that we believe Lebanon as a society should consider as a route to follow.

Conclusion:

To conclude, it is true that Lebanon’s economic crisis has merged us into a dark tunnel from which it is not easy to get out of. However, with conscientious diligent ethical work, we can accelerate the recovery process. At the end, it is in our hands to decide whether we shall stay this obscure tunnel for a long time or encounter the light of salvation at its end as fast as possible.

The Government of Peru: Poverty and Social Safety

The Government of Peru: Poverty and Social Safety

Peru’s Poverty & Evidence

Poverty, it is a well-known topic that you have definitely heard of, worked on or even know someone who struggles from its conditions. Well, poverty have different categories and is linked with many stressful life situations, some of those links are substandard housing, homelessness, inadequate nutrition and food insecurity, inadequate child care, lack of access to health care, unsafe neighborhoods, and under-resourced schools which adversely impact our nation’s children and many more. Let’s see together how Peru’s Poverty was 10 years before versus now in numbers and what they did to alter the country’s situation.

The problem in 2009 and 2010 was that the percentage of the population living below the national poverty lines was high and government was much needed in order to plan and implement strategies in order to decrease this dangerous humanitarian problem. So this is a mini development project that fits in the first development goals that are set by the United Nations for countries to reach by 2030.

Statistics provided by the United Nations for countries helped in showing the world the effect of such problems in numbers in order to understand the size and urgency of such humanitarian world situations. In the below visualizations we can observe the evidence of poverty in Peru from the two graphs; the bar graph of population living on less than 3.20 U.S. dollars per day and the poverty headcount ratio. As we can see the poverty headcount ration in Peru was 33.5% in 2009 and the share of population living on less than 3.20 U.S. dollars per day was around 15% in 2010. Both numbers are high and reflect a real social problem that effects the country’s social safety negatively.

Potential Solutions, Details and Validation

Government is the critical entity and the solution provider for such huge objectives because the goal is on a country level. Social safety net programs are very impactful and practical approach for such problems where government can work on and implement. Government social safety net programs provide healthcare, health insurance, retirement funds, disability payments, education, and other welfare services to people. Such aids in different sectors improves the quality of life, in financial terms and overall wellbeing.

The social safety net consists of non-contributory assistance existing to improve lives of vulnerable families and individuals experiencing poverty and destitution. An estimated 36 percent of the very poor escaped extreme poverty because of social safety nets, providing clear evidence that social safety net programs. Which include cash, in-kind transfers, social pensions, public works, and school feeding programs targeted to poor and vulnerable households.

Post implementing social safety net programs we can validate their impact from the visuals above, were we can observe the following:

  1. The percentage of poverty headcount decreased from 33.5 % in 2009 to 20.2 % in 2019 which is a significant positive decrease.
  2. The percentages share of population living on less than 3.2 U.S. dollars per day decreased in half the value from around 15 % in 2010 to 7.5 % in 2019 which is another significant positive decrease.

However, from the below visuals we can observe that the benefit percentage of social safety net programs in percentage decreased from 68% to 50.5% between 2012 and 2019 in Peru knowing that the coverage of these programs is high, where it covers around 88% of the targeted population.

Findings and Recommendations of the social safety programs

The government should continue offering a variety of social safety programs in order to continue with its positive growth in terms of reducing poverty, unemployment and other social and economic difficulties. Funds must be used wisely and strategically in order to continue with those programs especially the critical ones such as the food subsidies for the extremely poor families via food coupons and stabilize price fluctuations of basic food items, which included sugar, rice, and meat besides cash transfers if applicable depending on area and technology available.

From the below Visuals we can observe that Peru successfully worked on reducing poverty and controlled social difficulties such as increase of urban population and controlling poverty gaps.

In conclusion, funds and strategic management provided by the governments shall improve the chances of success of the structural adjustment programs hoping to reach a level of zero poverty not just in Peru but also worldwide.

Climate Change: The Crisis of our time

Climate Change: The Crisis of our time

A measured approach to ending poverty and boosting shared prosperity

A measured approach to ending poverty and boosting shared prosperity

#SDG1 : NO POVERTY 

#SDG8 : Decent work and economic growth

Most countries  in the Arab region  are witnessing high rates of poverty due to the poor management held by its authorities. There’s  lack of economic development which is directly affecting the situation in each of the countries.  There are several reasons behind delaying the growth of the economies and one of them is not understanding the real purchasing power of the consumer.  In order to better understand it , countries should start evaluating their gross domestic product based on purchasing power parities rather than exchange rates.

What are purchasing power parities?

Purchasing Power Parities  measure the amount of currency needed in a certain country to buy the same basket of goods and services that a single unit of another country’s currency can buy. PPPs make it possible to compare the output of economies and the welfare of their inhabitants in real terms, thus controlling for price level differences across countries.

PPPs are used for analysis and measurements in many areas by a wide variety of users, ranging from international organizations to policymakers, academia and the private sector. Due to significant differences in price levels across countries, market exchange rate‐ converted GDP does not accurately measure the relative sizes of countries or the levels of material well‐being. For this reason , we can see how the illogical health care, education and living costs in the countries are leading to poverty and unfortunate productivity.

In the below visualizations we can see how the income gaps between countries have been narrowed after observing the results in 2005 and in 2011.

Moreover, in the below visualization, we can see that Egypt surpassed Saudi Arabia in having the largest economy in 2020 when we compared GDP based on PPPs.

 

 

 

 

% change of GDP based on PPP between 2017 and 2020

We can see also that Egypt witnessed the highest % change in GDP with 17.63 % while Sudan  observed a major decrease  by 19.75%.

Recommendations:

Countries should use PPPs because it allows them to analyze their income or consumption data in globally-comparable terms by taking account of the purchasing power differences between countries.

Without PPPs, comparisons of income and consumption levels would typically rely on market exchange rates, which generally underestimate the purchasing power of consumers in poorer countries, making them appear too poor relative to those in richer countries, compared with the real differences in their living standards.

Use PPPs to set a real poverty line which describes the real deprivation level of the individual . This person is considered poor if his or her income or consumption falls below this line.

 

From the Streets of Tripoli to Classrooms:  Getting kids back to learning

From the Streets of Tripoli to Classrooms: Getting kids back to learning

NO to child labor, YES to safe and quality education

Growing up in Lebanon has been a challenge for all of us. We went through wars, political instability, economic crisis, and many more shocking events. Nevertheless, we are considered lucky enough to have a safe space to go back to; we went to school where we forgot our problems and had continuous support to continue our studies and live a “normal” life.

I met Samir 4 years ago on a random Tuesday morning, I was sick and didn’t go to school that day, but he had no excuse to be out of school. I was walking down the street and saw a kid around 11 years old smoking. I approached him and told him to put down the cigarette and asked him why he was crying. Samir explained that he didn’t want to go to work. He had to go against his will,  because he needed to provide basic needs for his family. “If it was up to me, I would rather be at school learning and playing with friends. But this is my life.” said Samir.

Throughout my childhood in Tripoli, I always felt that it is not fair that I am going to school while other children my age dropped out of school and worked every day under harsh conditions.

Samir is not the only kid prevented from living a normal life, more than half of kids living in Tripoli are forced to go to work.
The Tripoli municipality and the Lebanese University- Social and medical work department with technical support from UNICEF collaborated in order to prevent Child Labor. Students from the Lebanese University conducted a Rapid Need Assessment (RNA) focusing on Child Labor aiming to give evidence on the conditions of the working children. The RNA targeted 500 working children involved in different types of work.

After analyzing the data collected, it is clear that these children need all the help they can get in order to get out of the conditions that they are living in. They have the right to education and to feel safe. They are working under harsh conditions, with the knowledge of their parents.

As a first step, the municipality of Tripoli created a safe room where kids can spend time without worrying about other responsibilities.

The next steps are:
-Raising awareness for Kids and their Parents through activities, plays and others.
-Creating a board of NGO and municipality representatives in order to decrease the percentage of school dropouts.
– Municipality should not allow kids to work.