by pwm01 | Nov 22, 2024 | Dashboard, Team Project, Visualization
Unveiling Exam Success: Insights into Student Performance
Education shapes futures, but what factors play the most significant role in student success? This project explores student performance through data from a Kaggle dataset and a survey conducted among students from AUB and other universities. The goal is to uncover patterns and factors that influence academic achievement to inform educational strategies and mental health support.
The analysis highlights the prevalent academic and emotional challenges faced by students, such as high stress, poor mental well-being, inconsistent study habits, and inadequate resources. These factors collectively contribute to low academic performance and emotional instability. Using data-driven insights, the evidence demonstrates that high stress negatively impacts GPA, as shown in stress and exam score correlations. Furthermore, inconsistent study habits, particularly studying for 1-2 hours daily, lead to heightened variability in mental well-being, reflecting emotional instability. Parental influence also emerges as a critical factor, with students from higher-educated families performing better academically. These findings underline the need to address interconnected academic, psychological, and environmental barriers to improve student outcomes comprehensively.
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by hhd19 | Nov 19, 2023 | Dashboard
Introduction:
In the dynamic world of economics, trade balances play a pivotal role in determining a country’s financial health. This visualization offers a clear and concise representation of Lebanon’s trade situation over the recent years, focusing on the comparison between the exports and imports of goods and services as a percentage of GDP.
Context:
Lebanon, a country with a rich trading history, has faced various economic challenges exacerbated by political instability and global market fluctuations. Understanding the trade trends is crucial for policy-makers, businesses, and academicians to assess the country’s economic resilience and to strategize for future growth.
These pie charts are a visual summary of the economic challenges faced by Lebanon in terms of trade. They underscore the need for strategic planning and diversified economic reform to build a more balanced and self-sufficient economic structure.
In 2019, the pie chart illustrates that imports considerably outweighed exports, indicating a trade deficit. This imbalance suggests that the country was consuming more than it was producing for external markets.
2020 shows a slight shift with the reduction in imports and a marginal increase in exports. This change could be indicative of various factors, such as a change in economic policy, a response to external economic pressures, or the impact of the global events of that year, like the COVID-19 pandemic.
By 2021, the gap between imports and exports continues to persist, although there’s a noticeable improvement in the trade balance, with exports comprising a larger section of the pie.
Problem:
Lebanon is grappling with a trade deficit.
Solutions:
1- Diversification of Exports: Investing in diverse sectors to increase the range of goods and services for export.
2- Improving Domestic Production: Enhancing the quality and quantity of domestic production to reduce reliance on imports.
3- Trade Agreements: Entering into new trade agreements that favor Lebanese exports or revising existing ones to improve trade terms.
After working on these strategies developing these ideas, and through careful analysis and responsive policymaking, Lebanon can work towards a future where its exports and imports are in a healthier balance.
by rmr34 | Nov 18, 2023 | Uncategorized
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…
by yen03 | Nov 17, 2023 | Dashboard, Visualization
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:
- Economic Reforms: Implement comprehensive economic reforms to address fiscal challenges, improve governance, and attract foreign investment.
- Infrastructure Investment: Focus on rebuilding and modernizing infrastructure, including the reconstruction of the Beirut port, to stimulate economic activity and enhance trade capabilities.
- Support for Small Businesses: Provide targeted support for small and medium-sized enterprises (SMEs) to encourage entrepreneurship, create jobs, and revitalize local economies.
- International Aid and Collaboration: Seek international aid and collaborate with the global community to access financial assistance, technical expertise, and humanitarian support.
- 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.
by aha152 | Nov 8, 2023 | Dashboard, Visualization
Ever heard of the Boiling Frog Syndrome? The ‘Boiling Frog’ syndrome is based on an urban legend describing a frog being slowly boiled alive. The premise is simple: if a frog is suddenly put into a pot of boiling water, it will jump out and save itself from impending death… But if you place a frog in a pot of cold water and slowly heat the water, the frog will not perceive the gradual temperature increase. The frog becomes accustomed to the warming water and does not react until it’s too late, eventually resulting in its demise as the water reaches a boiling point. The frog’s inability to sense the incremental change in temperature leads to its unfortunate fate.
Similar to the boiling frog, Lebanon’s population may have adapted to challenges it had been bearing, with some becoming desensitized to the increasing hardships. It is only when the situation reached a critical point, with a sudden and dramatic spike in inflation in 2019, that the gravity of the problem became evident. By this time, many were already deeply affected by poverty, economic instability, and a lack of basic necessities, setting the country on an uncertain path.
With the country already having been in debt before 2019, Lebanon was just falling into its worst state, for inflation rates were at an all time high, reaching record numbers, causing a widespread in poverty, where everyone got affected. Lebanon found itself among the top 10 countries with the highest inflation rates, a stark reminder of the severity of the issue. As if that weren’t enough, the nation’s Net Primary Income plummeted to record lows, exceeding $1.2 billion in negative Net Primary Income in 2019, causing hardships for its people and economy. In reference to Turkey, Turkey has also passed through inflation throughout its years, on a growing bases, however by 2021, Lebanon hit a 154% inflation rate with Turkey (even though it recorded its worst high ever) scored a 19.6% inflation rate.
Faced with this grim reality, Lebanon’s leaders and policymakers embarked on a journey to tackle inflation and work towards SDG 1, ‘No Poverty’, they implemented a multi-faceted approach. This included the introduction of transparent and effective monetary policies to stabilize the currency and control inflation. Additionally, they emphasized fiscal discipline, taking steps to reduce budget deficits, promote responsible spending, and enhance financial stability. Seeking international cooperation and drawing inspiration from successful global cases, Lebanon aimed to create an environment conducive to economic growth, job creation, and poverty reduction, ultimately striving to ensure that basic necessities became more affordable for its citizens.
