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

Sierra Leone at a Crossroad: Why Diversifying the Economy Matters Now More Than Ever

Sierra Leone at a Crossroad: Why Diversifying the Economy Matters Now More Than Ever

Sierra Leone is a small West African nation with a population of roughly 8 million people. Rich in natural beauty, cultural energy, and abundant resources. But behind the country’s potential lies a familiar struggle: an economy still leaning too heavily on a single sector. Agriculture has long been the backbone of national productivity, while mining, industry, and services often struggle to keep pace.

This structural imbalance has made Sierra Leone vulnerable, and nowhere was this more visible than in 2015, when the dual shocks of the Ebola outbreak and a collapse in global iron ore prices sent the economy into a tailspin. So, what exactly is going on beneath the surface? And what would it take to build a more resilient and diverse economy?

Agriculture consistently accounts for 50-63% of the GDP, leaving the nation vulnerable whenever farming seasons fail, prices fluctuate, or crises occur.

Industry is the most unstable sector, swinging wildly between 5% and 22%. And in 2015, it hit its lowest point, just 5%  due to:

  • The Ebola outbreak froze movement and production.
  • A crash in global iron ore prices is forcing mining operations to shut down.

This year alone has exposed how dependent Sierra Leone’s industrial sector is on external forces.

Hovering between 28–36%, the services sector has been steady but sluggish, unable to compensate for weaknesses elsewhere. Together, these patterns reveal an economy that struggles to withstand shocks because it lacks balance.

A Way Forward: Building a Diversified Economy

If Sierra Leone wants long-term stability, it must diversify, plain and simple. That means:

  • Strengthening industry
  • Modernizing agriculture with value addition
  • Expanding services and digital innovation

The proposed solutions are supported by real-world programs in Sierra Leone, confirming their credibility and feasibility.

  1. World Bank – Sierra Leone Economic Diversification Project
  • Supports economic diversification beyond agriculture and mining.
  • Strengthens SMEs, enhances value addition, and improves market access.
  • Confirms agro-processing, service expansion, and SME support as national priorities.
  1. International Labour Organization – Opportunity Salone Programme
  • Promotes youth entrepreneurship and job creation.
  • Supports sustainable SME models and value chain development.

Validates the focus on integrating agriculture with industry.

The solutions are evidence-based, nationally aligned, partner-friendly, and feasible. But the question remains: how can Sierra Leone leverage these programs and data insights to fully unlock its economic potential?

Shielding Lebanon’s Future: Nurturing a Healthy Tomorrow for the Next Generation

Shielding Lebanon’s Future: Nurturing a Healthy Tomorrow for the Next Generation

 

“As declared by the united nations Health and well-being are important at every stage of one’s life, starting from the beginning  from the very start.”

A pivotal measure that parents can undertake during the early stages of their children’s lives is to ensure they receive the necessary vaccinations. These vaccinations play a crucial role in preserving the health of the child and contribute collectively to the well-being of society.

A high vaccination rate in countries can lead to:

  • Decrease in individual’s Health Risks
  • Decrease in disease Spread and vulnerability to outbreaks
  • Reduce the strain on Healthcare Systems
  • Economic stability

 

Alarming Drop in Immunization Rates Among Lebanese Children:

 

In 2020, Lebanon witnessed a substantial decrease in the percentage of immunization against Diphtheria, Pertussis, and Tetanus (DPT), Hepatitis B (HepB3), and measles among children aged 12-23 months. After more than ten years of stability, the immunization rate dropped to 67% in 2021, marking its lowest point in recent history.

 

Standing Out in a Global Context of Decline:

 

While middle-income and low-income countries experienced a decrease in immunization percentages in 2019 and 2020, Lebanon stood out with the most significant decline. Comparatively, when pitted against low-income, middle-income, and high-income countries, Lebanon witnessed the highest decrease in the percentages of DPT, Measles, and HepB3 immunization during these pivotal years.

This raises crucial questions about the specific factors contributing to Lebanon’s distinct challenges in maintaining essential childhood vaccination rates.

Economic Struggles Impacting children Immunization:

 

In 2019, Lebanon experienced a significant economic crisis, resulting in widespread job losses, with the unemployment rate reaching 13% by 2020. The cost of everyday items surged, approximately 85%, creating substantial challenges for individuals to afford medical expenses and seek necessary healthcare. Accessing healthcare has now become a luxury for many citizens, including children, as parents prioritize essential goods over vaccinations for their kids.

 

In addition, the Lebanese government allocated similar resources in Lebanese Lira to its healthcare system in 2019 and 2020 as it did in 2018. However, the impact of inflation eroded the purchasing power, diminishing the effectiveness of the government’s support, especially given that healthcare costs are often priced in US dollars.

Shielding the Health of the Lebanese :

In the world public health, the ramifications of low vaccination rates against DPT , Measles and HepB3 are far-reaching and dire. The repercussions extend from the heightened risk of individual health issues to the vulnerability of entire communities facing outbreaks. These outbreaks not only strain healthcare systems but also impose a substantial economic burden, creating a global health threat. The gravity of these consequences becomes most evident in the specter of preventable deaths looming over communities.

Recognizing the gravity of these consequences, urgent action is essential. The government must increase its investment in vaccination programs, ensuring free and universal accessibility. It should collaborate with international entities such as World Health Organization and NGOs to get financial support.

These efforts will not only promote individual well-being but also strengthen the communal defense against potential outbreaks, paving the way for a healthier and safer future for all.

Fueling Progress: Clean Cooking Access in Nigeria and Its Economic Growth

Fueling Progress: Clean Cooking Access in Nigeria and Its Economic Growth

Nigeria, a vibrant and populous nation in West Africa, grapples with the critical issue of access to clean fuels and technologies for cooking. As an integral component of daily life, cooking methods profoundly impact the health, environment, and overall well-being of the Nigerian population. The dynamics of clean cooking solutions in Nigeria are closely intertwined with the threads of economic growth, underscoring the necessity for innovative approaches that not only tackle environmental challenges but also foster the nation’s economic robustness and promote inclusive development.

Based on the previously displayed map, it’s evident that the majority of African countries face limited or no access to clean fuels and technologies for cooking. To investigate this trend further, Nigeria has been selected as a focal point to assess whether there have been improvements in this indicator over the years.

It is noteworthy that access to clean fuels and technologies for cooking in Nigeria has shown a positive trajectory, with discernible advancements noted since 2001. This gradual increase can be attributed to a combination of government initiatives, infrastructure development, international support, economic growth, awareness campaigns, technological advancements, and community engagement. Policies and subsidies, investments in energy infrastructure, collaborations with international organizations, and economic development have collectively contributed to making clean cooking fuels more affordable and accessible. Moreover, efforts to raise awareness about the health and environmental benefits of clean cooking, along with advancements in technology, have played crucial roles in promoting the adoption of clean cooking practices across the country.

The rise in Nigeria’s GDP alongside increased access to clean fuels and technologies for cooking is a symbiotic relationship with multiple interconnections. Economic growth, as reflected in the increasing GDP, contributes to improved affordability of clean cooking technologies, fostering a positive impact on household incomes. This economic development empowers the government to allocate resources to initiatives and subsidies that enhance accessibility to cleaner fuels. Moreover, higher GDP facilitates investments in energy infrastructure and research, fostering technological advancements that make clean cooking options more efficient. The overall improvement in public health, heightened environmental awareness, and strengthened international collaborations are additional outcomes of this dual progress. However, recognizing and addressing potential disparities in the inclusive distribution of these benefits remains crucial for a comprehensive understanding of the dynamic relationship between Nigeria’s economic growth and the adoption of clean cooking practices.

 

The efforts to increase access to clean fuels and technologies for cooking, along with economic growth, align with several United Nations Sustainable Development Goals (SDGs):

SDG 1 – No Poverty: Economic growth, when inclusive, can contribute to poverty reduction, and improved access to clean cooking technologies supports this goal by enhancing the living standards of vulnerable populations.

SDG 3 – Good Health and Well-being: Access to clean fuels and technologies for cooking directly impacts health outcomes by reducing indoor air pollution and related health issues.

SDG 7 – Affordable and Clean Energy: The goal of ensuring access to affordable, reliable, sustainable, and modern energy for all directly relates to efforts to improve access to clean cooking technologies.

SDG 10 – Reduced Inequality: Efforts to ensure inclusive economic growth and equitable access to clean cooking technologies contribute to reducing inequalities within society.

SDG 11 – Sustainable Cities and Communities: Urban planning and infrastructure development related to clean cooking technologies contribute to building sustainable cities and communities.

SDG 13 – Climate Action: The adoption of clean cooking technologies aligns with climate action goals by reducing reliance on traditional biomass fuels, contributing to mitigating climate change.

Spice Route: A Potential Game-Changer in Global Economy and Geopolitics?

Spice Route: A Potential Game-Changer in Global Economy and Geopolitics?

In the middle of European crisis, a silent re-alignment of two emerging Asian giants is taking shape. This would force major changes in world politics and strategic scenarios.

For those who didn’t hear about it before, Spice route is actually the name of the historic road that was used to transport Indian spices and spices products to ME, Africa and Europe.

Similar to its rival, the Belt and Road Initiative (BRI) (aka Silk Road) led by China, the Spice Route (aka IMEC: India-Middle East-Europe Corridor) aims to establish an economic corridor connecting India to Europe via West Asia through a network of sea and rail links. One of the main objectives is to bring economic benefits, prosperity and growth to countries along this route. Aligned with the ambitious economic corridor goals announced at the G20 in September 2023, this initiative seeks to contribute to the UN’s Vision 2030 by achieving Sustainable Development Goal 16.

Contrary to expectations, the same objectives were announced for the Silk Road. However, upon closer examination of each country along this corridor, it becomes evident that, rather than achieving the goal of significantly reducing violence and related death rates (Target 16.1), the region has witnessed an escalation in conflicts. Conflict-related deaths per 100,000 populations (Indicator: 16.1.2) have notably risen over the past two decades. Ongoing and new violent conflicts globally pose a significant challenge to the achievement of SDG 16, with a quarter of humanity residing in conflict-affected areas.

 

Again, historically the data proves that instead of promoting sustainable development, there has been a concerning trend of increased military expenditures among the involved nations:

  • As showing in the historical data, China has increased its military expenditure the most after 2006, followed by Russia, India and Saudi Arabia
  • Saudi Arabia & Iran has the highest military expenditure as % of general government expenditures
  • Saudi Arabia & Iran, India and China has very high military expenditure as % of GDP in 2022

Having the impact of silk road in the back of our mind, do you think that the spice route will help the involved countries in achieving the desired sustainable development?

While aspiring for a peaceful corridor, the memory of the Beirut port blast remains fresh, prompting us to question the potential ramifications of the ambitious project announced during G20 summit. Additionally, the timing of events like the Armenia, Ukraine and lately Gaza wars raises concerns about the relation between economic initiatives and geopolitical tensions.

To meet SDG 16 by 2030, immediate action is imperative. The UN and its members, especially dominant regional and international players, must work collectively to restore trust, strengthen institutional capacities, and ensure justice for all. This collaborative effort is essential to facilitate transitions and drive sustainable development as announced at the G20 summit.

 

 

Read more about the topic:

https://www.investopedia.com/terms/s/silk-route.asp

https://www.agbi.com/articles/india-middle-east-europe-corridor-to-revive-spice-route/

https://www.mei.edu/publications/geopolitical-and-geoeconomic-challenges-chinas-silk-road-strategy-middle-east

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.