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

A Beacon of Hope for Patients in Lebanon

A Beacon of Hope for Patients in Lebanon

A Beacon of Hope for the Patients in Lebanon

This does not start with a funny caption or a happy anecdote, but I assure you it’s an important topic and it touches the lives of everyone. This is Tarek Moukalled, and I hope that by the end of this session you can see the light at the end of the tunnel for patients in Lebanon.

Our story begins with rather an unfortunate observation. Patients in Lebanon are dying. As a matter of fact, the death rate has increased from 4.34 deaths in 2016 to 6.25 deaths in 2020 per 1,000 persons. That is drastic and an alarming increase of approximately 44 % during a span of 5 years. But why?

A close inspection of the healthcare expenditure per capita during the suggested years shows a considerable increase from 648 USD to 995 USD. Furthermore, the % expenditure of GDP on healthcare in Lebanon also shows a consistent trend of a little less than 8 % across the same years. So, things should be fine, if not better! Yet unfortunately, this is not the case.

It appears the Lebanese people have been taking things into their hands. With the economic recession and the subsequent governmental bankruptcy, GDP decreased from ~ 51.1 billion USD in 2016 to 31.7 billion USD in 2020. This led to the fact that the Lebanese people have been paying more and more from their own pockets for healthcare reaching a whopping 44.2 % of healthcare expenditure in 2020.

Comparing the above results with the healthcare sector of a different country that shares similar demographics and healthcare expenditure with Lebanon would help with the context and the subsequent validation of the proposed solution, the light at the end of the tunnel. Remember?

With a similar % expenditure of GDP on healthcare (~ 7.5 %) and a little lower starting point in death rate of 3.16 per 1,000 persons, Jordan’s death rate in 2020 reaches 3.47 per 1,000 persons. The healthcare expenditure per capita in Jordan is consistently way lower than that of Lebanon. The % of out-of-pocket expenditure on healthcare is also steady and lower than that of Lebanon. As to the GDP, it starts lower than Lebanon in 2016 at ~ 39.9 billion USD and ends higher than Lebanon at 43.6 billion USD. As such, the main considerable deviation between both countries is the GDP amount. For that matter, it’s important to note that economies and healthcare sectors grow through expenditure rather than stagnation or restriction.

The increase in the share of health expenditure as part of GDP will have positive results on both short-term and long-term.

  • Enhanced Healthcare Quality
  • Faster Healthcare Response
  • Improved Patient Health Outcome
  • Decreased Death Rate
  • Target for Healthcare Tourism

With that, it is imperative to urge whoever who is responsible to proceed with the increase in healthcare expenditure for the sake of our patients and our future.

Thank You

Strengthening Lebanon’s Economy

Strengthening Lebanon’s Economy

In a world where economic resilience is more crucial than ever, Lebanon stands as a testament to the enduring spirit of overcoming adversity. This blog post is a reflection and expansion of those insights, exploring how we can collectively work towards a more robust economy.

The Prelude: Reflecting on Lebanon’s Past Economic Successes

Our journey begins with a look back at Lebanon’s economic landscape, particularly around 2007 and 2008. During these years, Lebanon witnessed a remarkable phase of economic growth, thanks in large part to the collaborative efforts of the government, the central bank, and, crucially, the citizens. This era serves as a beacon of hope and a blueprint for what can be achieved through collective action and strategic economic planning.

The Current Scenario: Understanding the Crisis

Fast forward to the present, and the picture is starkly different. Lebanon faces significant economic challenges, marked by a steep decline in GDP growth, particularly post-2018. The data paints a troubling picture: negative growth rates and a plunging gross domestic savings rate. These indicators are more than mere numbers; they are a reflection of a nation grappling with economic instability.

The Interplay of GDP and Savings: A Dual Focus

A key focus of our analysis is the interplay between GDP growth and savings. A thriving economy typically boosts savings, but the reverse is also true: economic downturns lead to decreased savings due to increased expenditures or borrowing. Lebanon’s current situation, characterized by a combined decline in GDP growth and savings, signals a need for urgent, targeted economic interventions.

Tackling the Crisis: Recommendations for Economic Improvement

The core of our discussion revolves around actionable recommendations to improve Lebanon’s economy. Drawing from past successes and current challenges, these recommendations include:

  1. Fostering Government and Central Bank Collaboration: Just as in the past, strong cooperation between these entities is vital for implementing effective economic policies.
  2. Empowering Citizens: Encouraging entrepreneurship, supporting local businesses, and fostering a culture of economic literacy can help citizens contribute more effectively to the nation’s economy.
  3. Strategic Economic Planning: This involves revisiting fiscal policies, exploring new avenues for economic diversification, and investing in sectors that can drive sustainable growth.

Conclusion: A Call to Action

As we stand at this critical juncture in Lebanon’s economic history, it’s imperative that we learn from our past, understand our present, and actively work towards a better future. The journey ahead is fraught with challenges, but also filled with opportunities for growth and resilience. It’s a journey that requires the collective effort of every Lebanese citizen, policy-maker, and stakeholder. Together, we can steer Lebanon towards a path of economic recovery and prosperity.

CO2 Emission: Saudi Arabia

CO2 Emission: Saudi Arabia

Over the past three decades, carbon dioxide (CO2) emissions have been a central focus of global environmental discussions. The issue of increasing CO2 emissions, largely attributed to human activities such as the burning of fossil fuels and industrial processes, has gained heightened attention due to its significant implications for climate change.

The last 30 years have witnessed a steady rise in global CO2 emissions, driven by rapid industrialization, urbanization, and an escalating demand for energy. As nations grapple with the challenges of mitigating climate change, understanding the patterns and drivers of CO2 emissions over this period becomes crucial for formulating effective strategies to address and curb the impact of greenhouse gas emissions on our planet’s climate system.

The bar chart shows that Saudi Arabia is the most CO2 emitting country among the gulf countries. This is due to being an oil producing country, thus the rely on fossil fuel is massive.

As shown in the bar chart, the main energy source in Saudi Arabia is oil and natural gas with zero reliance on renewable sources.

The sector that is using the most energy is the electricity and heat with around 50% of total fuel consumption.

Reducing CO2 emissions in the electricity and heat sector involves implementing a combination of energy-efficient practices, transitioning to cleaner energy sources, and adopting sustainable technologies. Here are several strategies to achieve this:

1.Transition to Renewable Energy: Invest in and promote the use of renewable energy sources such as solar, wind, hydropower, and geothermal for electricity generation and heating.

2.Energy Efficiency Measures: Implement energy efficiency programs and technologies in power plants and heating systems to optimize energy use and reduce waste.

3.Combined Heat and Power (CHP) Systems: Implement CHP systems, also known as cogeneration, which simultaneously produce electricity and useful heat from the same energy source, improving overall efficiency.

4.Upgrade and Retrofit Power Plants: Upgrade existing power plants to more efficient and cleaner technologies. Consider retrofitting with advanced technologies like carbon capture and storage (CCS) to capture and store CO2 emissions.

5.Smart Grids and Demand Response: Implement smart grids to optimize electricity distribution and incorporate demand response systems to manage energy consumption during peak times.

Insights for High School Career Guidance Counselors about the Future of Jobs

Insights for High School Career Guidance Counselors about the Future of Jobs

SDG Goal 8: Decent Work and Economic Growth

You are probably aware of the United Nations 2030 Sustainable Development Goals. As a High School College Admissions and Career Guidance Counselor, you can play an important role toward achieving GlobalGoal 8, especially the target of full employment and decent work for all. You can help by providing students with data-driven advice about the jobs of the future. It’s important for students to think about their future careers not only in light of their interests, but also in light of which jobs are on the rise.

6 out of 10 workers will require training before 2027

The Future of Jobs Report by the World Economic Forum is one of the best publications that can help you provide students with scientific advice. It is a yearly publication, and the most recent version was published on May 2023. It brings together the collective perspectives of 803 companies, employing more than 11.3 million workers – across 27 industry clusters and 45 economies from all world regions. One of the most striking findings of the report is that 6 out of 10 workers will require training before 2027.This should give you an idea about the pace at which things are moving, and how drastic the landscape of the job market could be changing in the coming few years.

Cashiers, Waiters, Farmers, and Chief Executives are on the list of occupations with the largest job declines

You may have guessed that cashiers are on the list, but have you guessed that waiters and farmers are also on the list? How about Chief Executives? This is why you want reliable data and not intuition as the basis of your career guidance. One of the best resources that you can refer to is the Occupational Outlook Handbook by the US Bureau of Labor Statistics, particularly the Employment Projections (EP) which provides information about the US labor market for 10 years in the future. The Handbook is only about the US labor market, but it is still a very good resource that gives you insights into future trends regardless of where you are.

The 2022-2032 Employment Projections can definitely inform your high school students’ decisions when they start planning for their future careers. It gives an idea about which jobs are growing, and which jobs are declining.

Healthcare and Tech are on the rise while Sales and Administrative occupations are declining

Let’s start with a macro-level picture of which occupation groups have the fastest percent growth, and which ones have the highest negative growth.

 

The fastest growing occupations

Now, let’s look more closely at the specific job titles with the highest percent growth, and let’s examine the median 2022 wage for these job titles. The top 3 places are: Wind Turbine Service Technicians, Nurse Practitioners, and Data Scientists. This is not very surprising because we know from the previous graph that healthcare and tech jobs are on top of the list of the most growing professions. We also know from the Future of Jobs report by WEF that green jobs are expected to grow more rapidly than other jobs which explains the presence of Wind Turbine Service Technicians on the top of the list.

Healthcare, tech and green jobs dominate the list

If we reorganize the treemap by occupation group, we’ll realize that 26 of the fastest growing jobs come from one of three categories; healthcare jobs (16), technology jobs (8), and green jobs (2). Looking closer at the list above reveals that there is a big discrepancy in  the median annual wage among the the 30 fastest growing jobs. Computer and Information Research Scientists make a median annual wage of $36,620 in 2022, while Home Health and Personal Care Aides make only $30,180.

The top 10 paying jobs in the fastest growing occupations list

You are probably curious to know which fast growing jobs make the most money. Below is a list of the top 10 jobs in median annual wage among the 30 fastest growing jobs in the US. This list is now completely dominated by healthcare and tech jobs with equal share for both.

 

Below is the full list of the fastest growing jobs ordered from the highest median annual wage to the lowest, with the expected percent increase between 2022 and 2032. It looks like Nurse Practitioners will enjoy very high demand (45%) and a very high median pay ($121,610).

 

STEM vs no-STEM

It’s probably clear by now that there is a huge gap in demand and pay between jobs in Science, Technology, Engineering, and Mathematics (STEM), and non-STEM jobs.

STEM jobs are growing at 4.7X the rate of Non-STEM jobs.

 

 

STEM jobs are getting paid 2.1X as much as Non-STEM jobs.

 

 

It is in fact overwhelming to ask an 18-year old to choose his or her future career path, but isn’t that what happens when they write their college applications? Students are usually asked to select the major or at least the school (faculty) to which they would like to apply. While a student can always change his/her major in theory, things can get complicated in reality. Say a student is very interested in humanities and engineering. If the student decide to apply to a humanities major but later finds out about this pay gap between engineering and humanities after she is already enrolled in college, it may not be possible for her to transfer from the faculty of Arts and Sciences to the faculty of Engineering. So, it’s critical to provide students with all the information and allow them to take data-informed decisions that incorporate the future projections of the job market into consideration.

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.