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

Women in Leadership

Introduction In this day and age, women are still vastly underrepresented at the top of business organizations, and also in the roles that lead to the top, progress has been slow even stalled over the last decade. Women should be empowered to walk up to senior...

The Gender Pay Gap

“I asked to be paid fairly and I was fired.” Six years ago, I found out that I was being underpaid in comparison to my male colleagues. I asked to be paid fairly and I was fired!   In 21st century, women are still paid less than men. On average, women earn 82...

Educational Inequality Across Lebanon

Access to education is often considered a fundamental right, yet many communities face unequal opportunities that depend heavily on geography. To understand these differences, I examined the percentage of towns in each Lebanese region that have at least one...

Mortality caused by unintentional poisoning in Africa

The mortality rate in Africa countries is very high compared to other countries worldwide. One cause of the mortality rate is the unintentional poisoning especially children. Because of the high poverty rate, low access to water, and high literacy rate, people are not...

When Chronic Disease and COVID-19 Collided: A Tale of Lebanese Towns

When COVID-19 began spreading across Lebanon, not all towns were affected in the same way. Some communities were already carrying another burden long before the pandemic arrived: chronic diseases such as hypertension, diabetes, and cardiovascular conditions. This...

The Path to Sustainable Development

The Power of GDP per Capita Growth in Driving Sustainable Development In the pursuit of sustainable development goals, economic growth and development play a pivotal role. However, the progress is not uniform across regions, with many facing economic challenges and...

Netflix – Facts and Figures

It will be interesting to explore what all insights can be obtained from a Netflix dataset.

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...

Child Labour in Africa

This is Hamisi, an 11 year who has a career as a miner. Hamisi dropped out of his third year of primary school and left his home village after his father was unable to pay for his uniform and school fees. Although Hamisi's parents have their own half-acre coffee farm,...

Brazil Record Unemployment Rate Rises By 30.5%

Brazil has been struggling with the challenges of unemployment, job inequality, and insufficient income from labor. The Unemployment Rate in Brazil was recorded at 6.34 percent in 1985 and started increasing to reach a historic high of 30.5 percent in 2020. According...
Unseen Patients: What Hides Behind the Waiting Rooms

Unseen Patients: What Hides Behind the Waiting Rooms

Beyond the Waiting Room: Revealing "Invisible" Patients of an NGO By: Nivine Manasfi, Wissam El Sabeh, Yasmina El Dirani, Hussein Charafeddine, and Perla Abou Rjeily   In humanitarian aid, success is often measured by volume. For the Imam Sadr Foundation (ISF),...

Why do startups fail?

Why do startups fail?

Why Startups Really Fail If you’ve spent any time in the startup world, you’ve probably heard the usual explanations for failure: “We ran out of money.”“Bad timing.”“Wrong hire.”“Investors didn’t understand us.” These reasons sound familiar because founders repeat...

Tourism, Hospitality and the way forward in Lebanon

Tourism, Hospitality and the way forward in Lebanon

Lebanon’s hospitality industry has endured some of the toughest years in its history. COVID emptied hotels and restaurants almost overnight. The economic collapse made it difficult for businesses to operate amid power cuts, fuel shortages, and soaring costs. More...

Why Food Prices Exploded in Lebanon: A Data Story

Why Food Prices Exploded in Lebanon: A Data Story

Lebanon’s economic collapse has slowly reshaped everyday life, but nowhere has the crisis felt more personal than in the price of food. For years, Lebanese households lived with relatively stable costs, where a grocery list looked more or less the same from one month...

22,000 Breaths a Day: How Clean Is Lebanon’s Air?

22,000 Breaths a Day: How Clean Is Lebanon’s Air?

You inhale 22,000 breaths a day. How clean are they? Air pollution is invisible, yet it is one of the most harmful elements we are exposed to every day. A major contributor to this pollution is PM2.5 — fine particulate matter that measures 2.5 micrometres or smaller....

Beyond Sales: Revealing the True Profit Drivers

Beyond Sales: Revealing the True Profit Drivers

Companies often evaluate performance by looking only at sales, assuming that high revenue automatically reflects strong results. However, sales can be misleading. Some categories generate impressive revenue but end up losing money, while others quietly drive the...

Uneven Water Quality Across Lebanon’s Towns

Uneven Water Quality Across Lebanon’s Towns

A Basic Need, Different Realities Access to clean and reliable water is essential for every community. Yet across Lebanon, towns experience water services very differently. To understand these variations, I visualized observational data showing the condition of local...

Lebanon: an unequal geography of Education

Lebanon: an unequal geography of Education

I will never forget his name. Omar. He was about my age, walking around the street and asking for directions. He stopped me but I didn't know the place, so I suggested trying it on Google Maps to see if he can find it. Omar looked at me, embarrassed, and told be he...

Educational Inequality Across Lebanon

Educational Inequality Across Lebanon

Access to education is often considered a fundamental right, yet many communities face unequal opportunities that depend heavily on geography. To understand these differences, I examined the percentage of towns in each Lebanese region that have at least one...