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

Child Labour in Africa

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, their income fell sharply because of the decline in the market price for coffee throughout the world. Hamisi works up to 18 hours and earns between 60 cents to $ 1.2 a day.

The health of the children like Hamisi is very poor, as they breathe in the harmful graphite dust found in the mines and have poor nutrition, surviving on 1 meal a day.

Child slavery in big industries such as agriculture and manufacturing is an ongoing issue, and they are slowly being resolved by governments and organizations fighting child labor. Stories such as the ones mentioned above are common scenarios in developing countries where there are large sections of the population who are still deep in poverty.

 

Facts:

  • + 8.4 M in the last 4 years alone. According to a report by the International Labour Organization (ILO) and UNICEF, the number of children in labour has increased to 160 million worldwide.
  • 72.1 M are estimated to be in child labour in Africa. 9% of African children are in hazardous work – the highest of all the world’s regions representing 31.5 million.
  • 1 in 5 children in Africa are employed against their will in farms and mines.

 

Recommendations:

  • Increase the number of years for compulsory education.
  • Create more job opportunities with higher salaries for parents.
  • Set a minimum age at which people can legally be employed.

Primary Healthcare Centers in Lebanon

Primary Healthcare Centers in Lebanon

Since I started working in the healthcare sector I’ve always been interested in knowing more about this industry. As such, while exploring the WDI Data I studied several healthcare indicators and it turns out – Lebanon is doing better than we thought! I was intrigued to know what’s beyond those indicators, and luckily I found a detailed dataset about Primary Health Care Centers in Lebanon on The Humanitarian Data Exchange, I was surprised to know we had this many centers.

Could this visualization be a sign of a sound healthcare system ?
Did this awareness in healthcare aid us in containing the Covid-19?
Do you think there is a better future for the healthcare system for Lebanon, or will it be worst?

Personally, I am optimistic..

So here are some things I didn’t know:

  • There are 174 Operational Primary Healthcare Centers in Lebanon
  • There are 25 PHC funded by UNHCR
  • There are 100 PHC that provide subsidized services.
  • Nabatieh has 0 operational PHCs.
  • The North governorate has the highest number of operational PHC: 36

 

In this dashboard, I prepared – using Tableau – a map that shows the different Operational PHC locations in Lebanon filtered by UNHCR Funding. Alongside it, is a bar chart showing the percentage of operational PHC in each Governorate. Finally, at the bottom, you can find a stacked bar chart representing the number of operational PHC per governorate, highlighting those who offer subsidized services.