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

Mitigating unemployment through education

Mitigating unemployment through education

In the challenging landscape of global unemployment, the story of Youmna, a 30-year-old Egyptian woman, stands as a poignant example. A decade of dedication to her organization abruptly ended due to the pandemic, plunging her into a three-year job search. This narrative, compounded by a lack of early educational opportunities, resonates as a common experience in the Arab world.

At its core, Youmna’s story grapples with unemployment, a conflict explored through its definition and the consequences it imposes on individuals, societies, and economies. Her personal struggles, marked by stress-related health issues, mirror the toll exacted on individuals. Societal repercussions manifest in limited opportunities, substandard living conditions, and underfunded institutions.

Global unemployment rates expose a stark reality, with the Arab region leading at 11.26%, underscoring the urgency of addressing the issue. The intricate relationship between education and unemployment becomes apparent, with studies confirming that higher education levels correlate with lower unemployment risks. A comparative graph illustrates Brazil’s struggle with basic and intermediate education versus Japan’s success with advanced education.

A potential solution emerges: investing more in education to elevate citizens’ skills and foster innovation. Aligned with Sustainable Development Goal 4, advocating for quality education becomes imperative. The graph depicting average education expenditure across countries emphasizes that nations with lower unemployment rates allocate more resources to education. The recommendation is clear: countries should prioritize and increase spending on their education systems, creating a pathway to innovation, economic growth, and enhanced employment opportunities.

Youmna’s narrative encapsulates the broader struggle against unemployment. The call to action is unmistakable: invest in education to reshape the narrative, empower individuals, and build resilient, thriving communities. In the transformative power of education lies the resolution to Youmna’s journey, a beacon of hope in the face of adversity.

Navigating Uncharted Waters: Lebanon’s Journey through Turmoil

Navigating Uncharted Waters: Lebanon’s Journey through Turmoil

In the period from 2019 to 2022, Lebanon faced an unprecedented confluence of crises that tested the resilience of its people and the stability of its economy. This tumultuous period unfolded against the backdrop of the global pandemic, the devastating explosion at the Beirut port, and an already fragile political and economic landscape.

In 2019, Lebanon was already grappling with economic challenges, a weakening currency, and public discontent. Little did the nation know that a series of events would unfold, further exacerbating its struggles.

The Economic Downturn: The year 2019 witnessed a decline in Lebanon’s GDP growth, driven by a combination of economic mismanagement, political instability, and a growing public debt. The situation worsened in 2020 as the global COVID-19 pandemic took hold. The pandemic not only strained healthcare systems but also disrupted global supply chains, affecting trade and exacerbating Lebanon’s economic woes.

The Impact of COVID-19: As COVID-19 spread globally, Lebanon, like many nations, implemented strict lockdowns to curb the virus’s spread. However, these measures had a significant economic toll, particularly on sectors such as tourism, hospitality, and services. Unemployment rates surged as businesses struggled to stay afloat in the face of lockdowns and reduced consumer spending.

The Beirut Port Explosion: August 4, 2020, marked a tragic turning point for Lebanon. The explosion at the Beirut port sent shockwaves through the country, causing widespread devastation and loss of life. Beyond the immediate human toll, the explosion dealt a severe blow to the economy. The port, a vital economic hub, was decimated, disrupting trade and further straining an already fragile economy.

The Unemployment Crisis: As the GDP contracted, the unemployment rates, meticulously depicted in our Tableau visualizations, soared. The economic downturn, compounded by the pandemic and the port explosion, left countless Lebanese citizens without jobs. The barchart vividly illustrates the gender-specific impact, showcasing the challenges faced by both males and females in this turbulent period.

Solutions

Yet, in adversity lies the opportunity for resilience and recovery. As we examine the line chart depicting GDP growth, a glimmer of hope emerges. The chart illustrates a gradual increase in GDP in 2021, signaling a potential comeback.

To foster this recovery and bolster Lebanon’s economy, a multi-faceted approach is essential. Some potential solutions include:

  1. Economic Reforms: Implement comprehensive economic reforms to address fiscal challenges, improve governance, and attract foreign investment.
  2. Infrastructure Investment: Focus on rebuilding and modernizing infrastructure, including the reconstruction of the Beirut port, to stimulate economic activity and enhance trade capabilities.
  3. Support for Small Businesses: Provide targeted support for small and medium-sized enterprises (SMEs) to encourage entrepreneurship, create jobs, and revitalize local economies.
  4. International Aid and Collaboration: Seek international aid and collaborate with the global community to access financial assistance, technical expertise, and humanitarian support.
  5. Healthcare Investment: Invest in the healthcare sector to strengthen the country’s resilience to health crises, fostering a healthier workforce and more robust economic conditions.

As Lebanon charts its course towards recovery, these solutions offer a roadmap for rebuilding and fostering sustainable development. The line chart becomes a symbol of resilience, capturing not only the challenges faced but also the potential for renewal and progress.

Resilience and Hope: Despite these challenges, the people of Lebanon exhibited remarkable resilience. Communities came together to support one another, and NGOs and international aid played a crucial role in providing relief. The visual representation of GDP decline and rising unemployment underscores the urgency of addressing the socioeconomic impacts of crises.

Lebanon’s journey through these challenging years serves as a testament to the strength of its people. While the road to recovery is long and arduous, the collective spirit and determination of the Lebanese offer a glimmer of hope for a brighter future.

SDG8 Reviving Lebanon’s Economy: Harnessing the Potential of Agriculture

SDG8 Reviving Lebanon’s Economy: Harnessing the Potential of Agriculture

A world where economic diversification is often seen as the path to financial stability, Lebanon stands out as a nation that has primarily relied on non-agricultural sectors for its economic sustenance. Despite its rich agricultural potential, the country has chosen to prioritize other industries. As Lebanon grapples with a severe economic crisis, it’s crucial to examine the consequences of this strategy and consider whether a renewed focus on agriculture could offer a more resilient path forward.

 The main problem Lebanon is currently facing!

  • Lebanon is currently not placing sufficient emphasis on the agriculture and aquaculture sectors as potential revenue sources.
  • This neglect comes at a time of economic hardship, marked by a consistent decline in GDP over the years.
Problem Evidence:
  • Despite the presence of fertile land for agriculture and planting, there is a notable absence of qualified and active employees in this sector, as evidenced by the consistent decline in the percentage of the workforce engaged in agriculture over the years. (the percentage decreases from 5.3%in 2000 to 3.8% in 2021 low percentage of the total employment)
  • the contributions of forestry and aquaculture to the GDP have been on a continuous decline. (The percentage decreased from 6.3% in 2000 to 1.4% in 2021, indicating a relatively low contribution)
  • Lebanon’s GDP growth has been consistently decreasing over the years, reaching a troubling -7% in 2021.

 

Potential solutions
  • Placing greater emphasis on the agriculture and aquaculture sectors by providing support to local farmers and expanding cultivation areas to meet domestic demands while also generating surplus for export.
  • Additionally, increasing the number of professionals in this field can be achieved by encouraging universities to prioritize agriculture-related majors and motivating students to pursue studies in this area.
This will result in:
  • Increased revenue generation and improvements in Lebanon’s GDP after expanding cultivation areas and supporting the agriculture and aquaculture sectors.

 Real life success story:

In the summer of 2023, two Lebanese citizens seized the opportunity to cultivate a green, organic farm in the fertile lands of southern Lebanon. Taking advantage of the region’s fertile soil, expansive agricultural land, and favorable weather conditions, they cultivated a variety of fruits and vegetables.

With an initial investment of $1,500, they managed to yield a net profit of $5,000 in just four months. This success story highlights the untapped potential of agriculture and organic farming in Lebanon.

The successful cultivation they were able to get!!!

This solution is validated by the real case example presented at the beginning:

Based on the real-life example, if Lebanon gave more importance to the agriculture sector, this would lead to an increase in domestic production. This, in turn, could serve as a partial solution to the economic and financial crisis the country is facing. Moreover, it would also create more employment opportunities for Lebanese citizens, thereby contributing to a more sustainable and diversified economy. Emphasizing the agriculture sector can play a vital role in bolstering the nation’s economic stability and reducing its reliance on other sectors.

finally, emphasizing agriculture in Lebanon as a means of economic revitalization directly supports SDG 8’s objectives by creating decent work, fostering sustainable economic growth, promoting economic diversification, and facilitating skills development in the agricultural sector.

 

The Extreme Price Variation of Basic Food Commodities Across Markets in Lebanon

The Extreme Price Variation of Basic Food Commodities Across Markets in Lebanon

Contributors:
Lara Baltaji, Hadi Knaiber, Batoul Ramadan, Abdallah Yahfoufi, Nour Azakir, Herbert Pritzki, Shadi Youssef

Background about the Lebanese Crisis:

For nearly three years now, Lebanon has been facing the most devastating financial crisis in the modern era. The crisis started in October 2019 and aggravated by the economic effects of the COVID-19 pandemic and by the massive Port explosion on August 4, 2020. As a result, the black market dollar exchange of the Lebanese Lira increased from 1515 L.L. (before the crisis) to around 40,000 L.L(today) marking an almost 2500% increase.

You can find below a visual that shows the change of the official LBP/Dollar exchange rate over time until this November 2022.



This huge increase came with countless economic impacts on inflation, unemployment and poverty. Lebanon’s severe crisis which was blamed on the government’s corruption and failure has led to massive impacts on the Lebanese currency causing extreme poverty, unemployment, medicine shortage, electricity shortage, fuel shortage, malnutrition and much more.
You can find below a visual that shows the change of the Food Inflation and the Food Consumer Price Index with the LBP/Dollar Exchange Rate over time until this March 2022.

The huge inflation was directly reflected on the prices of basic food commodities in Lebanon ever since the start of the economic crisis in 2019. What is meant by basic food commodities is the minimum raw agricultural or animal products sufficient to satisfy the nutrition needs of an average household which comprise of:

  • Cereals and Tubers (rice, wheat, corn, starch)
  • Meat, Fish, Eggs and Seafood
  • Dairy (milk, cheese, labne)
  • Oil and Fats
  • Vegetables and Fruits
  • Sugar and Salt

The slope of increase before 2021, however, was quite subtle due to the fact that food commodities were subsidised by the government back then. As the Central Bank started to run out of resources to keep the subsidies, the government lifted them in March 2021. That is when the increase in prices of basic food commodities started to follow a much steeper slope.
The below interactive visual shows the change in average prices of food commodities in Lebanon over the years.


Problem:

According to the World Bank, food price fluctuations between Lebanese markets are caused by the Lebanese government’s “deliberately inadequate policy responses”. Due to the inadequate policy responses by the Lebanese government and due to the fact that Lebanon follows a free market economy, the problem of increased food prices started to worsen as not only are prices increasing, but now they are further inconsistent between markets in the different Lebanese regions . This adds an additional overwhelming problem to the many hardships Lebanese people are facing today.
In order to provide evidence for this issue, we decided to visit two supermarkets in Beirut and observe the differences in food prices. The variation in prices of the same food products was absolutely surprising.
The below figure shows the price receipts of the two supermarkets.

Our next step was to explore two datasets issued by World Bank and World Food Programme Price Database. Our data explorations go hand in hand with our observed hypothesis which reveals that “there exist extreme and unexplained variations in food prices around markets in different Lebanese regions”.
The variation in prices of different food commodities has been an existing situation for many years now in Lebanon. This situation has exacerbated ever since the beginning of the economic crisis in 2019 as the price control responses have become inadequate.
The following dashboard shows a comparison of prices of the different food categories between the different Lebanese districts over the years until 2021


The following bar graph shows a comparison of prices of specific food products between the different Lebanese districts over the years until 2022


Below we present the percentage difference of some food products between different Lebanese districts in 2022 (until October):

  • The average price of a one kilogram bag of wheat flour in Mount Lebanon was 28,000 LBP whereas in Baabak-El Hermel 10,000 LBP, recording a 95% difference.
  • The average price of a 160 gram Akkawi cheese in the South was 60,000 LBP whereas in Akkar 40,000 LBP, recording a 40% difference for cheese.
  • The average price of a can of powdered milk (2.5 kg) in Mount Lebanon was 325,000 LBP whereas in Akkar 210,000 LBP, recording a 40% difference for milk.
  • The average price of a 3.6 Litre gallon of olive oil in the South was 500,000 LBP whereas in El Nabatieh 430,000 LBP, recording a 15% difference for oil.

And the list of unexplained price variations between districts just keeps growing and growing.

Finally, in order to further prove our hypothesis, we conducted interviews with random Lebanese residents walking on Beirut’s seaside. When asked whether they were noticing price variations between supermarkets, most interviewees agreed that there exist obvious price variations of basic food commodities between different supermarkets. They added that this variation is not related to the location of the markets, for in many cases they have noticed that even markets lying walking steps away from one another vary in food prices. This means that the price variations cannot be explained by the products’ cost of transportation. It is only explained by the fact that there exists no governmental supervision.

Proposed Solution:

In Lebanon, there are laws that protect consumers from monopoly and from overpricing. However, as with many other laws, the government is unable to strongly implement these laws and monitor the prices of the supermarkets especially in the areas that are far from Beirut. For that, we propose a website, which can later be developed into a mobile application. The website shows the official prices of basic food products in the Lebanese market which are regularly updated by the Ministry of Economy whenever a significant change in the LBP exchange rate occurs. It also displays the prices of these same products in different Lebanese supermarkets. This way, Lebanese consumers will be able to check the prices of products before they go shopping, and thus can tell which supermarkets are following the official prices specified by the ministry and which supermarkets are overpriced.

We are working on involving Lebanese consumers in our website. As we all know, the Ministry of Economy has a limited number of employees. Thus they will not be able to monitor the prices in all the Lebanese shops. A better way for monitoring prices in different supermarkets would be to include consumers in the process by giving them the chance to report prices directly on our website. This means that consumers will act as data collectors, and thus can contribute to the success of this project. Now, the ministry will be able to track the overpriced supermarkets and take the necessary measures.

We also hope to develop the website idea into a mobile application, which is a proposition heavily backed by the Ministry of Economy.

Solution Validation:

The application concept we came up with to tackle the problem needed to be validated in order to be put into action. We needed means to check if our ideology could in fact lead to a change in the real world or it is only a theory on a piece of paper.
Therefore, we decided to take the view points of two parties:

  1. The Lebanese citizens which are the potential future users of our application in order to check if they are actually willing to use it and if it could lead to a change in their lives and to the country in general
  2. The General Director of the Lebanese Ministry of Economy and Trade, Dr. Mohamad Abou Haidar to assess the practicality and the feasibility of the concept by a professional in the field.

In the streets of Beirut, we went down asking random people about the issue and the proposed solution. All in all, people supported the idea and many claimed that they would be using the application without any doubt and believed that it would make a positive change in the pricing system in Lebanon.
On 25 November 2022, our team visited the director general of the Lebanese Ministry of Economy and Trade, Dr. Mohamad Abou Haidar. We interviewed Dr. Abou Haidar about how practical it is to do such an application and how much it could lead to change and the interview was recorded. Dr. Abou Haidar claimed that this application would lead to a significant change in several aspects. First, this application will help fight corruption in terms of pricings because it will be directly synced to the ministry, so any abnormal pricings will be directly reported to the ministry and the issue will be transferred to the responsible authorities that are able to take any legal action. The ministry also is trying to work on implementing online services that protect consumers’ rights along with the UNDP and other organizations. So, this application will be aligned with the goal of the ministry, since it is online-based. In addition to that, it will play a role in controlling the pricings in the market since it substitutes the need for the huge number of employees and the human resources needed that, no matter how many, cannot roam around the entire supermarkets and stores in all the Lebanese regions. He also said that the complaints of the people will reach the ministry in a more efficient and effective way, because they are via the application and therefore, the ministry can know about the concerns and the issues in a much faster way. Finally, Dr. Mohamad summarized the idea by being a “win-win situation” for both the ministry and the consumers. This is because it will fulfil the needs of the consumers by knowing the exact pricings of the items in any supermarket with a press of a button, will ensure that the rights of the consumers are protected, and will lead to the right selection of the place to be visited. It will also help the ministry in terms of protecting consumers’ rights, censorship and supervision.

Conclusion:

The concept website was presented to the General Director of the Lebanese Ministry of Economy and again, the solution was validated and approved by the ministry by providing us the full support in order to create this website as soon as possible in order to help the people followed by the country in general.

Ending with a future perspective, we believe that this problem is crucial to be solved in the very near future because of the damage it is causing in several aspects ranging from economic, financial to social. We, the people and the ministry have bets that our application concept could be a positive game changer in this issue. Solving this problem marks one of the battles against corruption, and is an attempt to make this country perfect, again.

Future4Kids: Restoring A lost Childhood

Future4Kids: Restoring A lost Childhood

Team: Ibrahim Al Jaifi, Zahraa Jassar, Rami Haidar, Ali Hachem, Rim Zeaiter, Fatima Ayoub

“ We don’t go to school; we work in the daytime to support our families and spend the rest of our day playing in the streets.”

Said Omar and Yazan, two inspiring kids in Burj Al Barajneh, a refugee camp in the suburbs of Beirut. Under 10 years old, both already carrying the responsibility of working to provide for their families instead of being enrolled in education.

According to ILO, it is estimated that 160 million children are involved in child labor, 79 million of which are in Hazardous Work that is likely to harm children’s health, safety or morals. All these children, including young Omar and Yazan, are at an age when they are supposed to be provided for, educated and protected. Having to spend most of their time working in jobs that are unsafe and exhausting, their chances of leading healthy and thriving lives diminish with each dollar they earn.

Child Labor in Lebanon

The emergence of the Lebanese economic crisis in 2019 brought with it an increase in percentage of families with children engaged in child labor from 29% to 38% between 2019 and 2021 according to IRC.

GDP, as an indicator of the economic performance of a country, noticed a 65% decrease from $52B to $18B during the period of 2019 to 2021. With this drastic drop in GDP, the unemployment rate rose from 11% to 15% while the CPI more than doubled, leaving thousands of families under the poverty line with no sources of income.

With these dramatic and sudden changes in the economic situation, 3 out of 5 children in Lebanon dropped-out of school and most of the rest switched to public education. Education has become less of a priority for both the government and families.

From a social perspective, 44% of parents who have taken part in a study by the World Vision Organization believed that involving their children in paid labor enhances their life skills and assures a source of income for their households. Meanwhile, the responsible government agencies have no clear and applicable laws in place to prohibit children’s exploitation or ensure they are enrolled in education.

Implications:

Child labor has destructive impacts on the health of the child, exposing millions of children to physical, mental and emotional abuse. As a result, their mental and intellectual development face significant disruptions. Considering the increasing crime rates in the country and the exposure of children to illegal work activities, the forecasted 30% increase in crime rate in 2025 would involve criminal acts by juveniles.

Proposed Solution

Mr. Aws Al Kadasi, senior research analyst at Merci Corps, commented on the topic during an interview for this project:

According to the UNICEF, one in 5 children in the least developed countries are engaged in child labor. A problem that was aggravated by COVID-19 and global economic decline that it takes a walk in Beirut to believe these numbers. Children require different systems of protection that starts with parents and extends to every office, business, institution, organization and agency, local and international, governmental or otherwise. Everyone, who is not a child, is responsible

Both 8 and 16 Sustainable Development Goals highlights the need for international efforts to tackle the issue of child labor:

Target 8.7: Take immediate and effective measures to eradicate forced labor, end modern slavery and human trafficking and secure the prohibition and elimination of the worst forms of child labor, including recruitment and use of child soldiers, and by 2025 end child labor in all its forms.

Target 16.2: End abuse, exploitation, trafficking and all forms of violence against and torture of children.

Inspired by these goals as well as social responsibility towards the community, our project team designed an initiative to capitalize on the work of international aid organizations and local organizations and projects working to fight child labor and illiteracy.

F4K APP (Click to view)

Future4Kids (F4K) initiative aims to establish a cooperative relationship between NGOs that provides cash assistance to families and campaigns against child labor. F4K initiative will work on partnering with cash aid organizations and NGOs working in child education. Receiving cash assistance would be conditionally linked to the enrollment of beneficiaries’ children in education with families being required to show evidence of child enrollment in education periodically.

The initiative platform will allow these two parties to join efforts to encourage families to enroll their children in education. F4K platform will also allow for receiving public donations for child education campaigns carried out by our partners.