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

Towards a Peaceful Strong World: Homocides and the Quest for Global Justice

Towards a Peaceful Strong World: Homocides and the Quest for Global Justice

A world we all aim for

In the pursuit of a world marked by Peace, Justice, and Strong Institutions (SDG 16), there exists a formidable challenge that casts a shadow on our collective journey: intentional homicides. As nations strive for equilibrium and progress, this rising tide of violence threatens to disrupt the delicate balance sought under SDG 16, unraveling the fabric of our communities and hindering the path to justice.

The Unsettled World

Intentional homicides not only claim lives but shatter communities, leaving a trail of grief and despair in their wake. The impact reverberates beyond the immediate loss, affecting the very foundations of sustainable development. As we stand at the intersection of a quest for global justice, intentional homicides emerge as a stark reminder of the work yet to be done.

A Sign of Change

The CPIA (Country Policy and Institutional Assessment) Public Sector Management and Institutions cluster average provides an assessment of a country’s public sector quality, including aspects of governance and institutional strength. While this assessment doesn’t directly address homicides, improvements in public sector management and institutions can have indirect effects on reducing crime and promoting stability.

Countries with higher CPIA Public Sector Management and Institutions cluster average scores are likely to have more effective governance, transparent institutions, and better public administration. Such improvements can contribute to a stable environment, potentially discouraging criminal activities, including homicides. Strengthened institutions often lead to better law enforcement, judicial systems, and crime prevention strategies, indirectly impacting public safety.

Bold Steps

It’s our turn to help in implementing SDG 16. Let’s start drawing the peaceful world we always dreamed of by:

  1. Advocating for Policy Reforms: Encourage comprehensive policy reforms that prioritize enhancing public sector management for increased transparency and responsiveness.
  2. Promoting Anti-Corruption Measures: Emphasize the importance of anti-corruption measures within public institutions to ensure integrity and accountability.
  3. Investing in Judicial and Legal Reforms: Support initiatives aimed at improving judicial and legal systems for fair and efficient justice.
  4. Empowering Local Communities: Foster community engagement in decision-making processes, empowering citizens to actively participate in governance.
  5. Championing Transparency with Open Data: Advocate for transparency through open data initiatives, making government data accessible for public scrutiny.
  6. Enhancing Education and Training: Invest in education and training programs for public servants to elevate their skills and knowledge.
  7. Encouraging Collaboration: Promote collaboration between government, civil society, and the private sector to address shared governance challenges.
  8. Raising Public Awareness: Launch public awareness campaigns to inform citizens about the importance of strong institutions in ensuring justice and maintaining peace.

 

Governance, Economic Stability, and Peace: A Comparative Study of Canada, Saudi Arabia, and Syrian Arabic Republic (2003-2021)

Governance, Economic Stability, and Peace: A Comparative Study of Canada, Saudi Arabia, and Syrian Arabic Republic (2003-2021)

This interactive visualizations offer detailed comparison of governance, economic conditions, and social stability in Canada, Saudi Arabia, and Syrian Arabic Republic from 2003 to 2021. The analysis begins with a look at corruption control, where Canada exhibits consistent strength in governance. This is visually represented in our map by lighter regions indicating lower inflation, emphasizing Canada’s economic stability. Where also in the third visual, it is shown the absence of terrorism and violence acts.

Turning to Saudi Arabia, its control of corruption is less stringent compared to Canada. This is reflected in the map, where Saudi Arabia is depicted with a darker color than Canada, indicating higher inflation rates. Additionally, in our bar chart analysis of the absence of violence, Saudi Arabia falls into the negative region, suggesting the presence of some violence and instability.

The situation in Syria, especially after the war began in 2011, shows a stark difference. Governance control deteriorates , mirrored by the country’s severe inflation and diminishing peace and stability. The map distinctly shows Syria in darker shades, signifying high inflation levels. Furthermore, in the bar chart measuring the absence of terrorism and violence, Syria is deeply entrenched in the negative area, highlighting the extensive violence and unrest prevalent in the country.

Through this comparative study, we delve into how governance quality is intricately linked to economic health and societal peace. Our findings resonate with the United Nations Sustainable Development Goal 16, which advocates for peaceful, just, and strong institutions. This analysis not only sheds light on the varying situations in these three countries but also emphasizes the critical need for governance systems that nurture economic and social stability, crucial for achieving sustainable development as envisioned in the SDGs by 2030.

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

The Lebanese Crisis: The Deterioration of the Lebanese Pound

The Lebanese Crisis: The Deterioration of the Lebanese Pound

Contributors: Haidar Noureddine, Christy BouMansour, Haya Mouakeh, Jennifer Sabra, Hanine Charanek, Mohamad Kanj

The Downfall of the Lebanese Lira

Abu Ali, a farmer living in Beqaa valley in Lebanon was facing problems with his apples crops after he was forced to cut the pesticides used because of the price increase after the Lebanese crisis.
He wasn’t sure how to protect his crops after he put a lot of effort during the year and now he is worried because he doesn’t have any source of income anymore.
Ibrahim Tarshishy, who is also a farmer in Beqaa valley, was not able to sell all his apple crops where half of them got moldy. “To be honest, I don’t expect the days ahead to be good. I see before us more depression, sadness and poverty”, said Ibrahim Tarshishy, a farmer in Riyak region, Lebanon”
Like these two cases, lot of farmers were facing like these problems, and no one was able to help them, and as we reach the conclusion of 2022, Lebanon’s financial woes are rapidly approaching the critical stage, and the Lira exchange rate is reaching a breaking record.

The Lebanese Lira exchange rate decreased because the supply for dollar was not enough to match the demand, and the central bank did not have enough reserves to interfere and match it with the demand. The demand for dollars was mainly driven by the aim to complete imports transactions. Since 2002, the net trade balance was negative, and the deficit was growing, reaching very high levels to around $14 Billion in 2014. This means that imports were higher than exports, and so the dollars outflow was bigger than the inflow.

To maintain the exchange rate fixed, as it was the case earlier, Lebanon used to depend on two main sources for dollars inflow, net transfers sources, and financial account source. First, Lebanon used to depend on transfers which includes grants, loans, and personal remittances. The graph below shows that net transfers were bringing a significant amount of dollars. However, this source is very unstable. It is very fluctuating, and it depends highly on uncontrolled factors like the help from other countries that we can not control as shown in the graph.

The financial account consists mainly of Eurobonds, and investments in companies, and currency & deposits coming from abroad into the Lebanese banks. As shown, this account was a huge source for dollar inflow. However, again, it is very unstable, and very fluctuating. There are almost no two similar points that are equal. Further, it depends highly on uncontrolled factors. For example, after Iraq invasion, so many Iraqis transferred their money into the Lebanese banks, and so the dollar inflow increased, but this happened because an event that we do not have control over it.

These two accounts together were balancing the dollar demand needed from the imports. In cases of mismatch between dollar supply and demand, the central bank used to interfere by buying or selling dollars in the market to keep the exchange rate fixed. However, in 2018, we had the second largest BOP deficit as shown below, which means the second largest dollar shortage, but the central bank did not have enough reserves which caused the current crisis.


In summary, the crisis started mainly in 2018. However, the root reason behind it is not the absence of reserves, but that Lebanon was depending mainly on unstable sources of inflow for foreign currencies, which was very risky, and unstable to maintain because of the fluctuations.

Solution


To further enrich Lebanon’s economy, we introduce our project that aims on focusing on sustainable economic development that relies on an integrated export system, naturally creating tons of job opportunities by enhancing Lebanon’s agricultural sector due to the presence of fertile land, abundant water resources, good weather conditions .
The project will control the process from harvesting to exporting, and starting with enforcing regulations that benefit the farmers instead of making it harder for them to export their goods, implementing technical guides that monitors farmers’ techniques into adopting good agricultural transactions, as well as adopting training workshops administered agricultural engineers also supplying them with the latest and greatest equipment that regulate water usage while limiting their use of unsustainable substances, such as harmful pesticides, and providing alternatives that are viable.

Saudi Arabia

Now, since Saudi Arabia is infamous for its totally dry lands and a central region that is characterized by extremely hot and dry summers, it harbors a very limited agricultural sector and thus heavily relies on importing olive oil as well as basic produce. We should make use of the current improving relationship between Saudi Arabia and Lebanon and prioritize exportation to this country due to the low and reasonable shipping fees.

1-Olive oil

The olive oil market in Saudi Arabia needs a lot of importation as a change in dietary habits throughout the entire country has spurred the consumption of it. Saudi Arabia started importing about 30,000 tons annually while only producing 20% of its own olive oil, but that’s slowly changing as it’s heading towards an independent olive oil market realm that’ll eventually decrease the exports. We won’t focus on increasing the imports from Lebanon but on decreasing the shipping and customs fees that were introduced in June of 2020.

2-Apples

As we mentioned above, a huge change in dietary habits and healthy eating have welcomed Saudi lifestyles, thus making produce, especially apples, way higher in demand. Lebanon exports apples to Saudi Arabia in relatively low quantities as opposed to other countries because of strict pesticide regulations. To increase the exports, we should introduce strict laws that modulate their usage.

3-Avocados

Lebanon’s avocado exports were totally banned in Saudi Arabia because of drug smuggling fiascos, which led the Saudi government to enforce harsh consequences that will only be salvageable by an examining process that helps avoid any trials of smuggling drugs.

Cyprus

Cyprus makes a great exporter as well, as it only holds 14.52% of agricultural land that is extremely affected by small temperature inconsistencies. Our focus on Cyprus is mainly due to the distance from Lebanon, which is only 26 kilometers, making it extremely easy for shipments to move within those countries.

1-Olive oil

The olive oil market in Cyprus is in a desperately high demand since the consumption of olive oil is three times greater than what the country produces. Because of this, we should encourage exports from Lebanon in a way that competes with both Germany and Spain, since they’re offering their olive oil at similar and lower prices.

2-Apples

Considering Cyprus is one of the most countries with apple shortage, it exports most of its apple supply excluding Lebanon from its exportations because of a heavily regulated pesticide system, solving that issue requires us introducing strict pesticide laws, after that we can start exporting to Cyprus at the same rate and price that we export to Turkey.

3-Avocados

Because of the free trade agreement between European countries, Lebanon is unable to compete equally with European countries at exporting avocados, yet we are able to compete with Egypt, which offers a lower price. To solve this, we can try and export at a lower price than Egypt.

The Resource Curse: Pitfalls and Reforms

The Resource Curse: Pitfalls and Reforms

What is the Resource Curse?

While one might expect to see better development outcomes after countries discover natural resources, resource-rich countries tend to have higher rates of conflict and authoritarianism, and lower rates of economic stability and economic growth, compared to their non-resource-rich neighbors. This is what has become known as the Resource Curse. Countries like Venezuela in Latin America, Angola in Africa, and Saudi Arabia and the United Arab Emirates in the Middle East have all exhibited varying degrees of this problem. Countries suffering from the resource curse also have significantly higher rates of pollution, and those with higher GDP per capita rely less on renewable energy sources. Because those countries are also mostly authoritarian, taxes are not collected from the people and government expenditures are not monitored.
In Lebanon, the prospect of commercial gas fields has excited the people and has led the government to sign contractual agreements with drilling companies to start exploring and producing commercial gas. Many believe that this project would enrich and stabilize Lebanon, but the history of resource-rich countries predicts otherwise.

Problem Evidence

Economic Instability (related to SDG 8, 8.2): Below, we can see each country’s oil rents share of GDP, that is, the share of resource sales and exports out of total GDP. We can clearly observe that Gulf Countries and some resource-rich African countries like Libya, Angola, Democratic Republic of Congo and others, have oil rents account for 25 to 45% of their GDP on average for the past 30 years.

We can also see how Oil Rents move exactly in tandem with GDP Growth for Saudi Arabia and the UAE, which means that their economic growth is highly dependent on oil prices and sales volume, rendering it non-sustainable.

As for economic instability, severe inflationary periods have been recorded for these countries with the Gulf’s Oil Crisis in the 1970s through 1980s and the 1990 Oil Shock which impacted the Arab World greatly, and then Venezuela’s insane inflation rate which since 2016 has increased to 53,798,500%. These trends can be observed below for Saudi Arabia, the UAE, Iraq and Venezuela. The inflation rate is more volatile in these countries and the consumer price indices are in a steep upward trend.

Conflict and Government Expenditures: We can see in the representation below how countries which were perceived to be most reliant on Oil Rents are also more likely to have a higher share of their GDP be dedicated to Military Expenditure (SDG 16, 16.4). This indicates they are more prone to conflict, wars and social instability. Also, the lack of monitoring for governmental expenditures means that important sectors can be de-prioritized. For example, the research and development expenditures’ share of GDP is much lower in Arab countries than in Europe (SDG 9, 9.5, 16, 16.6).

The number of journal articles produced by each area of the world clearly shows the Middle East and Africa’s lower priority for innovation and scientific or scholarly research. High technology exports also have a low share of GDP in comparison with European, North American and East Asian countries.

Pollution and Environmental Impact (related to SDGs 3, 7, 7.2, 8, 8.4): The mapchart below clearly shows the high exposure to PM2.5 molecules in resource-rich countries. Despite having lower population rates and less condensed cities, the Gulf Countries are amongst the most air polluted countries. Saudi Arabia uses only oil as an energy source and has a renewable energy sources rate close to 0% (out of total consumption). The UAE also uses only natural gas to power the country and no renewable energy sources.

Solutions and Reforms: Example of Saudi Arabia

Eventually, Saudi Arabia  took serious steps to diversify its economy and to become less reliant on its natural resources. It took counsel with the IMF during the early 2010s and then announced its Vision 2030 which aims for sustainable development and diversification of the economy. The data shows improvements on many levels. First of all, we can see that the GDP’s composition is shifting from being purely reliant on Oil Rents to including more activities done in the Transportation and Tourism (SDG 8, 8.9) sectors. We can also see that more Foreign Direct Investments are being made.The Military expenditures’ share of GDP is also regressing over time.

The number of journal articles published is also increasing rapidly with more and more Saudi Arabians focusing on scientific research and on new technologies (SDG 9, 9.5).

Recommendations for Lebanon

It is important to be aware of the consequences that a resource rich country may face by relying on its resource. Lebanon already has weak governance and is prone to economic instability and conflict, this is why it is especially important to learn about the reosurce curse and to keep encouraging the Lebanese people to be productive and to ensure that the governmental institutions are diversifying the economy, maintaining price stability, and producing energy from renewable resources even with natural gas being available as a resource; these concepts are especially relevant to the UN’s sustainable development goals which call for sustainable economic development, good governance, and environmental health. The data shows that proper public policy and budget controls can truly be impactful.