April 18th 2022, by Michael Ohler
For the previous two studies, I have been curious: I wanted to learn what could be done with the data avaiable from the State of Democracy website. In this report, I want to develop tools to better explore this rich dataset.
I am also performing a brief demonstration on the basis of selected indicators and on the examples of Africa as a continent and Brazil as a country. The ultimate goal is to put tools like these at the disposal of the public so everyone can explore status and evolution of democracy in an interactive “app”.
For the following graph, we have built a function that displays the evolution of selected indicators and their child-indicators. This function weighs the indicators of each country by their population. We start with the top-level attributes:
This chart is hard to read and it is close to impossible to extract useful insights. We re-arrange the same chart:
That looks easier to use. For example, we spot that media integrity, civil liberties, civil society participation and clean elections have all degraded recently.
With that, we drill down one level into fundamental rights:
Again, it is straightforward to spot, for example, how basic welfare has improved at an impressive rate since 1975.
With that, we further explore civil liberties:
Again we are able to see, for example, how freedom from internal conflicts has significantly degraded since the mid-1990ies.
We can use the previous tool to explore the evolution in one region. We choose Africa:
tab <- t[t$ID_region_name == "Africa", ]
We have also translated the previous tool for the analysis of one country: