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

Unleashing Africa’s Potential: A Deep Dive into Economic Growth, Workforce Equality, and Youth Empowerment

Unleashing Africa’s Potential: A Deep Dive into Economic Growth, Workforce Equality, and Youth Empowerment

Decent work and equal pay

Decent work and equal pay remain pivotal challenges in Africa, as nations strive to create job opportunities that are both equitable and sustainable. The quest to balance economic growth with social inclusion is evident in the varied landscape of female labor force participation and the proportion of wage and salaried workers across the continent.

In the visualization of Africa’s labor landscape, the contrast in female labor force participation is stark. Countries like Niger and Central African Republic show participation rates of 39.02% and 60.29% respectively, indicating a significant portion of women contributing to their economies. Yet, this is only a fragment of the picture. The proportion of wage and salaried workers offers another perspective on job security and equity in compensation. South Africa leads with 84.52%, hinting at a more structured and possibly equitable job market. However, in countries like Algeria, with a lower 16.51% female participation rate and a wage and salaried workers percentage of 68.61%, there’s an implied gap in decent work availability and fair pay, particularly for women. These numbers are not just data; they are indicators of the progress and challenges in achieving decent work and equal pay across the continent.

Youth Employment and Education

In Africa, the pursuit of Youth Employment and Education target confronts a complex tapestry of opportunity and challenge. As nations strive to significantly reduce the proportion of youth not engaged in employment, education, or training, the interplay between advancing educational attainments and the evolving job market becomes crucial to shaping the future workforce.

The juxtaposition of tertiary school enrollment against youth employment rates in African countries may reflect systemic challenges in aligning educational outputs with labor market demands. High enrollment numbers, such as those in Algeria and Tunisia, do not necessarily translate into employment, which could indicate a surplus of graduates with skills that do not meet the needs of the current job market or possibly a lack of job creation. On the other hand, countries like Ethiopia and Mali show high youth employment rates despite lower tertiary enrollment, which may suggest that young adults are entering the workforce earlier, possibly due to economic necessity or the availability of jobs that don’t require higher education. This scenario raises concerns about the quality of employment and whether these jobs can offer long-term stability and growth, which are crucial for sustainable economic development and poverty reduction.

Economic Productivity and Employment Growth

Economic Productivity and Employment Growth in Africa stands at a critical juncture. The region’s future hinges on its ability to diversify, innovate, and enhance technological capabilities to foster a labor market that is both vibrant and inclusive.


The visual contrasts GDP growth with employment-to-population ratios across various African nations, highlighting economic dynamism juxtaposed with labor market realities. Notably, countries like Egypt and Chad show significant GDP growth, yet this does not directly correlate with high employment ratios, underscoring the complex relationship between economic expansion and job creation. Conversely, Mozambique’s lower GDP growth accompanies the highest employment ratio, suggesting that economic growth rates may not always predict employment health. This dichotomy reveals the nuances of economic development and labor markets, indicating that growth does not automatically translate into widespread employment opportunities, a critical consideration for policy interventions.

Conclusion

The intricate balance between ensuring decent work and guaranteeing equal pay in Africa is a vivid reflection of the broader global struggle for economic equality and labor rights. Despite advancements in some areas, the disparity in female workforce participation and the varying percentages of wage and salaried workers across the continent underscore the ongoing challenges. This complexity necessitates a nuanced, multifaceted approach to policy-making that prioritizes both the creation of quality jobs and the assurance of fair compensation, particularly for underrepresented groups such as women. Only through such targeted strategies can sustainable economic and social progress be achieved.

Reclaiming Women’s Rights in the Arab World

Reclaiming Women’s Rights in the Arab World

In today’s world, where things are moving fast but some old ideas still stick around, let’s talk about something hopeful in the Arab world. More women are learning to read and write, which is amazing. But here’s the tricky part: even though women go to school a lot, they still have a hard time finding good jobs, while guys who didn’t study much do better. Is that fair? It’s like, why go to school more if people still think women should only do certain jobs at home?

In the quest for progress, Arab countries often look to others as role models, aspiring to match the development seen in more advanced nations. But here’s the thing: it’s not just about having the latest gadgets or the tallest buildings. Real progress means changing how people see and treat men and women. It’s like saying, “Hey, everyone should have the same chances, no matter if they’re a guy or a girl.” So, while having awesome things is cool, what makes a country strong is when everyone gets a fair shot and people’s attitudes about men and women start to change for the better.

To make things fair for everyone in the Arab world, we need to do a few important things. First off, let’s promise to give both men and women the same chances at work, not just in how much money they make but also in getting jobs and balancing work with the rest of life. We also need to change how people think. The Changing Attitudes Advocate is there to show everyone that women are great at lots of different jobs, breaking old ideas. And let’s make workplaces more interesting by welcoming everyone, no matter how they’re different, with the Inclusion Supporter. Lastly, ensure women have an equal say and leadership chances in politics, business, and public life, in line with Sustainable Development Goal #5. All these efforts, with the Fair Rule Adjuster, aim to create a fair, inclusive, and equal work environment for everyone.

Do you know Angela Merkel? She is a Chancellor of Germany from 2005 to 2021, who played a crucial role in navigating Germany through economic challenges, fostering international cooperation, and providing steadfast guidance during critical times like the Eurozone and refugee crises. Merkel’s influence extends beyond Germany, making her one of the most influential political figures of her time.

 

So, the big question isn’t just about going to school; it’s about changing old ideas that hold women back. Imagine a world where Fatima, and others like her, can be engineers, leaders, or whatever they dream of, without anyone saying they should only stick to traditional roles. That’s the kind of world we’re aiming for – where everyone, no matter their gender, gets a fair shot at making their dreams come true.

China’s Greenhouse Gas Surge: A Climate Challenge

China’s Greenhouse Gas Surge: A Climate Challenge

Addressing the global challenge of greenhouse gas emissions is imperative, with gases like CO2, CH4, and N2O significantly impacting our environment. These gas trap heat, contributing to global warming and climate change, with consequences extending to poor air quality, health issues, and disruptions in temperature and precipitation patterns.

Why address the issue in China specifically?

The focus on China is crucial as it plays a pivotal role in this challenge, contributing 27% of global CO2 emissions and one-third of the world’s greenhouse gases. These compelling statistics, sourced from a recent World Bank report, emphasize the urgency of recognizing and addressing China’s role. Crafting effective global strategies for mitigating greenhouse gas emissions requires a nuanced understanding of China’s significant impact on this critical issue.

 

Charts:

The below line chart illustrates China’s greenhouse gas emissions in kilotons of CO2 equivalent from 2005 to 2020. The graph depicts a consistent upward trend, starting at nearly 7.3 million kt in 2005 and reaching 13 million kt in 2020

 

The following map offers a comparative analysis of greenhouse gas emissions between China and other nations in 2020. The stark contrast is evident, with China recording almost 13 million kt, while Russia stands at 2.3 million kt, Brazil at 1.6 million kt, the USA at 5.5 million kt, and Canada at 6.7 million kt. These figures underscore the alarming magnitude of the issue emanating from China.

Contributing Factors to China’s Environmental Impact:

1) China as Global Manufacturer: As the world’s largest manufacturer, China’s robust industry and escalating energy demand significantly contribute to emissions. Fossil fuel combustion for energy production and manufacturing processes plays a central role in the nation’s substantial carbon footprint.

2) Agricultural Impact: Methane emissions from livestock and rice paddies contribute significantly to the intricate landscape of greenhouse gas sources.

3) Urbanization and Infrastructure Development: The construction and operation of buildings, roads, and transportation systems play a role in the environmental challenge.

4) Consumption Patterns: China’s growing middle class and consumer culture contribute to increased demand for goods, impacting production-related emissions.
The lifestyle choices and consumption patterns of the population contribute to the overall carbon footprint.

Comprehensive Solutions for a Sustainable Future:

1) Renewable Energy Transition: Transitioning to renewable energy sources, like wind and solar power, is crucial for reducing reliance on fossil fuels and mitigating emissions.

2) Energy Efficiency Measures: Implementing energy-efficient technologies across industries minimizes emissions in transportation, manufacturing, and construction.

3) Circular Economy Practices: Encouraging a circular economy reduces waste and promotes the reuse and recycling of materials, fostering sustainability.

4) Carbon Capture and Storage (CCS): Investing in CCS technologies captures and stores carbon emissions from industries, playing a key role in emission reduction.

5) Global Collaboration: Collaborating globally on research and technology sharing strengthens efforts to combat climate change effectively.

Final Thoughts:

The urgency to address this challenge is not just a national responsibility but a global imperative. By adopting sustainable practices, embracing clean technologies, and fostering international collaboration, we can collectively steer the trajectory towards a more environmentally resilient future.

Lebanon’s Negative GDP Growth: Due to High Public Debt?

Lebanon’s Negative GDP Growth: Due to High Public Debt?

Lebanon has been ranked as one of the top countries with severe negative GDP growth. As shown in the below graph, Lebanon’s GDP growth is also lower than that of its neighboring countries, including Syria which has been facing a war since 2011.

In order to check for potential causes of this severe negative GDP growth, Lebanon was compared with other countries on the level of economic indicators. What is found interesting is that Lebanon has the highest external debt (expressed as % of GNI) compared to other countries, as the below figure shows.

Let’s dig deeper into the relationship between external debt and GDP growth in Lebanon. As the below figure shows, when Lebanon’s external debt made a big jump and increased by 130% (from 147% to 277.9%), GDP growth had a severe decline of 15.5% (from -4.2% to 19.7%).

This relation is validated by a study performed by The Monetary Fund that states that external debt shocks have a negative impact on GDP in both, the short- and medium-terms. This is further shown in bellow screenshot taken from the study (The Monetary Fund,2022).

For this reason, The Monetary Fund, in collaboration with the World Bank, has developed The Heavily Indebted Poor Countries (HIPC) Initiative that provides debt relief for qualifying countries if these countries develop a Poverty Reduction Strategy Paper (PRSP) to show how this relief would help them re-increase there GDP.

Unshackling Potential: Transforming Adolescent Education from Marriage to Schools Across African Nations

Unshackling Potential: Transforming Adolescent Education from Marriage to Schools Across African Nations

Education: 

Education is the cornerstone of development, unlocking doors to a brighter future. Education plays an essential role in achieving the Sustainable Development Goals (SDGs). The persistent challenge of education in African countries, particularly for adolescents, has always been an obstacle, contributing to the developmental lag experienced of these nations.

Adolescents out of school in 2012:

In 2012, a large percentage of adolescents were out of schools. Reasons vary but they can be summarized in

  • Inadequate educational infrastructure
  • Social disparities especially marriage 
  • Barriers to access in rural areas
  • Shortage of qualified teachers
  • Limited access to modern teaching materials

Adolescents-out-of-school rate in African Countries:

The map assures visually and represents educational challenge with larger red circles denote higher percentages where the adolescents-out-of-school rate is really high in comparison to other countries.

Early Marriage

The high marriage rates in often limit access to formal learning opportunities. The social expectations surrounding marriage can act as a barrier, particularly for young girls, impeding their ability to complete their education. However, fast forward to 2022, a shift in the educational landscape had occurred. In 2016, marriage rates for girls under 15 stood at a shocking 93%. However, a line chart traced a journey of change from 2016 to 2017, witnessing a substantial drop to 62%. The trend continued into the years 2020 and 2021, where the marriage rate further decreased to a promising 29%.

Now, this shows the rate of out-of-school adolescents that had fallen. Hope began to blossom becoming an inspiration of progress in the (SDGs).

Correlation between Marriage and School enrollment:

The story unfolded with a realization – the decline in early marriages played a key role in fostering educational empowerment with a correlation between decrease in marriage rates and increase in school enrollment. Yet, a small number is still beyond the ideas of education.

Urgent Call for action:

  • Community Engagement and Awareness
  • Investment in Infrastructure
  • Government Policy Reforms
  • Teacher Training and Support
  • Partnerships with NGOs and Corporations
  • Monitoring and Evaluation

The tale of progress in African education reminds the world that transformation is possible when communities unite, prioritize education, and nurture the dreams of their youth…