Visualizing Unemployment in Mexico
[This article was first published on Diego Valle's Blog, and kindly contributed to R-bloggers]. (You can report issue about the content on this page here)
Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.
What has been the impact of the economic crisis on employment? And how has it affected the different regions of Mexico?Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.
To answer the questions the first step was to obtain the unemployment data from the Banco de Información Económica at the INEGI. The data is available only at the state level, and not at the county level. Here’s a chart with the unemployment rate for all of Mexico:
The second step was to download a map Mexico from the ICESI. The INEGI has a bunch of maps with much higher resolution, but the one from the ICESI had the smallest memory footprint of any map I could find, and since we are not going to print out the map, it is the one I used.
While preparing the data I noticed that the map had a state called “Baja California Norte,” in real life no such state exists. When merging the unemployment data with the map from the ICESI it was easier to just add a column with the values from the map, so yes, I’m aware of the mistake, don’t blame me if you decide to use it to label states.
Lots of unemployment in the Northern and Central Mexico, no surprise there, since it is tightly integrated with the US economy. Coahuila and Chihuahua have the highest rates at 9.72%. The south, being less developed and less reliant on exports to the US, has a lower unemployment rate. Oaxaca has the lowest rate with 1.74%. Notice the darkening of Quintana Roo (where Cancun is) in 2009 because of the swine flu
If the Mexican economy contracted 6.4% on a yearly basis in the third trimester of 2009, why is unemployment so low compared to other nations? Is the Mexican government fooling around with the definition of unemployment? Maybe, but it mostly follows the definition of unemployment of the oecd. There was change in the definition of the economically active population to exclude people younger than 14 (it was formerly 12), but that only lowers the rate by about .01%. A more likely explanation is given by the INEGI [pdf]: 1)There is no social safety net or unemployment insurance in Mexico so people are more willing to take crappy jobs. 2) The unemployed workers emigrate to the US.
The source code to generate the charts is available from Github
To leave a comment for the author, please follow the link and comment on their blog: Diego Valle's Blog.
R-bloggers.com offers daily e-mail updates about R news and tutorials about learning R and many other topics. Click here if you're looking to post or find an R/data-science job.
Want to share your content on R-bloggers? click here if you have a blog, or here if you don't.