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

Stop the Scroll: Sharpen your Attention With Pomodoro Solution

Stop the Scroll: Sharpen your Attention With Pomodoro Solution

 

In an era marked by a rapid exchange of information and digital connectivity, our attention spans have undergone a notable transformation. From an average of 150 seconds in 2004 to a mere 47 seconds in 2020, the ability to sustain focus has become a precious commodity. This shift carries far reaching implications, impacting not just our productivity but various facets of our lives. The ramifications of this decline are many such as decreased productivity, wasted time, disruptions to sleep, effects on mental health, and potential impacts on career opportunities.

In this blog, our focus will be directed towards concentration levels of university students in Lebanon. We will unfold the primary reason behind this decline and recommend a significant solution to address these challenges

 

Increase of social media users:

In a society dominated by social media and a tendency to immediately check notifications upon waking up, we’re confronted with a plethora of mental health challenges. Based on data from Statista, the percentage of social media users from total population has been gradually increasing since 2017 reaching over 4.59 billion users as of 2023, which accounts for 57% of the entire world’s population using various social media applications such as Instagram, Facebook, WhatsApp, Twitter, Snapchat, TikTok, YouTube, Reddit, and Discord. Social media penetration, which represents the percentage of social media users per population, seems to be at a high in Lebanon with a value of 89.5% in 2023. This means that the majority of the Lebanese population is using social media. Such a high penetration rate implies that social media has become a significant part of daily life for a large portion of the Lebanese population

 

Repercussions of social media: High distraction rate

 

Given the increase in the use of social media apps, and the high social media penetration in Lebanon, we surveyed 280 responses to study the effect of social media on university students in Lebanon.

 

The survey line chart visualization represents the answers of 3 main questions which are in respect to the number of hours spent on social media:

  • How often do you get distracted by Social media when you are busy doing something?
  • How easily distracted are you?
  • How frequently does your interest in daily activities fluctuate?

The above graph showed a positive correlation between between the amount of time students spend on social media and their likelihood of getting distracted. Those who dedicate more hours to social media tend to encounter increased levels of distraction. This heightened distraction, in turn, leads to fluctuations in their interest levels in various daily activities which includes studying.

 

Remedies: Pomodoro technique

 

The Pomodoro technique is a technique involving taking intervals of time to study and rewarding yourself at the end of these intervals (25 minutes, 50 minutes). During the 25 minutes, individuals commit to completing their tasks and maximize their concentration by silencing/ turning off notifications, closing unnecessary tabs, and creating a study-friendly environment. 

Rewards for completing a Pomodoro session come in the form of leisure time which is often spent on social media. This technique represents a form of delayed gratification that through routine makes it easier to focus on the task at hand. The technique is supported by the science of evolutionary biology which states that the human brain states in a state of alertness to avoid looming threats. Hence deactivating and reactivating the brain helps restart your body’s internal focus timer.

 

Pomodoro effectiveness

To prove the effectiveness of this technique, we conducted an experiment on a group of university students were we tracked the number of phone checking in 2 hours before and after using Pomodoro as well as the percentage of tasks they completed.

As we can tell by the bar graphs above , the number of times the students touched their phones without Pomodoro was significantly higher compared to using Pomodoro technique trials. Moreover, the percentage of tasks completed in 2 hours significantly increased after using Pomodoro technique in comparison to without it.

Our Solution: Pomodoro Prime App

A potential remedy for the problems caused by rising social media usage and shortening attention spans is our app’s creative features which utilizes the Pomodoro Technique. The apps features involve tabs to be chosen depending on what type of Pomodoro session a student would like to perform:

  • Create an individual focus session with customized time intervals in which you can then periodically take breaks in between
  • Join a Pomodoro session and connect with others studying with predefined time intervals that have periodic breaks in between.

In between these study sessions, there’s an option efficient break in which breaks that are commonly spent on YouTube mindlessly scrolling is now substitutable with options for stretching and meditation exercises during study sessions that will improve focus and calmness for better performance in the next sessions.

 

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.

Education in Zahle District

Education in Zahle District

In our narrative, we delve into the internal migration phenomenon within a country, where individuals from rural areas are moving in large numbers to urban centers, driven by the pursuit of education. This trend is significantly impacting the demographics of both rural and urban areas. Rural regions are experiencing a decline in their youth population, leading to a potential loss of local talent and a gap in generational knowledge. Meanwhile, urban educational institutions are becoming overcrowded and overburdened, struggling to accommodate the influx of students. This internal migration highlights the disparities in educational opportunities between rural and urban areas and raises critical questions about the sustainability of such demographic shifts and the future of rural communities.

Thus we visualized the educational institutions in Zahle district including Public and private universities and schools, Demographics of the district (percentage of youth and elderly), and the schools coverage index:

I

It is clear that Zahle has Limited Number of universities which limits the choices for students, also most of the universities are in Zahle district

By analyzing the percentage of youth ( who age between 15 and 24 years) are less than 25% in half of the villages which is a low number and validates the change of demography

As of the percentage of Elderly, it is relatively very high in some villages (30%-40%) and as an average it is above 25% which is high also.

Regarding the Public schools coverage, we can see that half of the villages have no public schools

 

 

United Arab Emirates Revolution: Women Empowerment vs Fertility

United Arab Emirates Revolution: Women Empowerment vs Fertility

The history of women’s empowerment in the United Arab Emirates’ social progress is framed by declining fertility rates and a concerted attempt to incorporate women into the workforce. In the midst of this fascinating journey, where the fertility rate has gradually dropped from 4.54% in 1990 to a measured 1.46% in 2021, the United Arab Emirates is at a turning point in its history, overcoming both obstacles and successes as it works toward a future characterized by demographic transitions.

In the face of economic fluctuations, exemplified by a decline in GDP from $417 billion in 2019 to $349 billion in 2020 before peaking at $508B in 2023, UAE remains steadfast in its commitment to stability. This commitment is reflected in the deliberate strides towards gender equality within the workplace, transforming a historical landscape of imbalance. Political leadership, once devoid of female representation at 0% in 1997, has evolved to an inspiring 50% in 2022. Similarly, management roles have seen growth from a modest 12.20% in 2017 to a commendable 23.6% in 2021, portraying a nation charting new territories with determination. Moreover, as shown in the heat map, female percentage of 6.31% among the total female employed population, compared to a male percentage of 4.92% among the total male employed population, the overall self-employment rate stands at 5.15%. This signifies that, in the realm of self-employment, women play a more substantial role, surpassing their male counterparts and collectively making a significant impact on the overall self-employed landscape in the UAE.

To address the challenges faced, a multifaceted approach is recommended. Firstly, actively promoting women’s participation in politics has proven to be transformative, exemplified by successful models achieving 50% female representation in national parliaments. Additionally, supporting and fostering women’s career advancement is crucial, evident in the rising trend of increased female presence in senior and middle management roles. Furthermore, it’s vital to prioritize maintaining healthy fertility rates. This can be achieved through the implementation of comprehensive family-friendly policies, encompassing affordable childcare, flexible work arrangements, and robust support for parental leave. Low fertility rates, prevalent in Western countries, pose significant concerns, and safeguarding against this trend is crucial, especially in the context of an Arab country like the UAE.

This complex journey has not been without its achievements. The increased representation of women in parliamentary roles and senior management positions serves as evidence of the UAE’s holistic approach to women’s empowerment. These accomplishments underscore the significance of an unwavering dedication to gender-inclusive policies, showcasing the nation’s commitment to ensuring continual progress. As the UAE confidently embraces change, it invites the world to witness a seamless blend of demographic adaptability and a resolute embrace of women’s empowerment, illustrating a nation shaping its future with foresight and purpose.

Pakistan’s Recent Inflation Issue

Pakistan’s Recent Inflation Issue

Pakistan finds itself among the growing list of nations grappling with an alarming surge in inflation rates, and this phenomenon is a complex interplay of multiple factors. The bar chart compellingly illustrates this rising trend. It underscores a disconcerting truth: from the year 2021 to 2022, Pakistan witnessed a staggering 10% increase in its annual inflation rate. This alarming leap in inflationary pressures carries profound implications for the country’s economic stability and the daily lives of its citizens, necessitating a thorough examination of the root causes.
First, by looking at the first line chart, we can see that Pakistan’s energy usage is annually increasing. The country uses this energy for power generation, industrial processes, transportation, and residential purposes. However, the core issue is that Pakistan heavily relies on imported energy resources, particularly oil and gas, to meet its energy needs which can be proved by the line chart showing the increasing percentage of energy imported from total energy consumed. This dependence has persisted for many years and is expected to continue for the next 10-15 years. This means that Pakistan needs to purchase a significant portion of its energy from the global market, which makes it susceptible to fluctuations in international energy prices. These price fluctuations have been on the rise in recent years, and they can have a direct impact on Pakistan’s overall inflation rate. As energy prices go up, so does the cost of living for the people in Pakistan, leading to an increase in inflation.
The last line chart is extremely important because it serves as an evidence to the fact that Pakistan’s reliance on renewable energy is decreasing over the years. The percentage of renewable energy used is less than 50% of the total energy consumption in Pakistan which means that they rely more on non-renewable energy. This can expose the nation to global energy price fluctuations and be a huge contributor to the increasing inflation rate in Pakistan.
To stabilize the economy and mitigate the impact of volatile global energy markets, the government should focus on two key strategies. First, Pakistan needs to expand its domestic energy production and reserves. Second, it should invest in renewable energy sources. By doing so, Pakistan can reduce its dependence on energy imports and diversify its energy supply. This approach will help the country move away from costly imported energy resources and transition towards more sustainable and cost-efficient energy solutions.
The is most closely related to Sustainable Development Goal (SDG) 7: Affordable and Clean Energy. This SDG aims to ensure access to affordable, reliable, sustainable, and modern energy for all while promoting energy efficiency and sustainability. The issues of energy dependence and rising global energy prices impact not only economic well-being but also environmental sustainability, aligning with the goals of SDG 7.
Lebanon’s Economic Odyssey: Taming Inflation on the Road to SDG 1

Lebanon’s Economic Odyssey: Taming Inflation on the Road to SDG 1

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.