Most Common Jobs, By State

Instead of looking at only the most common job in each state, I found the top five for a slightly wider view. You still see the nationally popular occupations — drivers, cashiers, and retail workers — but after the first row, you see more regional and state-specific jobs.

The sore thumb in this picture is Washington, D.C., whose top five ordered by rank was lawyers, management analysts, administrative assistants, janitors, and, wait for it, chief executives.

Next step: compare metro areas instead of states for something more apples-to-apples.

Working With Choropleth Maps and Shapefiles

Here’s a tutorial on how to make maps like the above.

Notes

  • The Current Population Survey is an ongoing survey conducted by the United States Census Bureau. The downloaded microdata from IPUMS CPS for May 2015 through May 2018.
  • I made the maps in R and edited in Adobe Illustrator.
  • Like Quoctrung Bui’s map for NPR (which stirred my curiosity), I filtered out the “all other” manager and sales workers, which serve as catch-all categories for jobs that didn’t fit anywhere else.

Become a member. Support an independent site. Get extra visualization goodness.

See What You Get

Favorites

Divorce and Occupation, in 2015

Some jobs tend towards higher divorce rates. Some towards lower. Salary also probably plays a role.

When Americans Reach $100k in Savings

It was reported that 1 in 6 millennials have at least $100,000 saved. Is this right? It seems high. I looked at the data to find out and then at all of the age groups.

One Dataset, Visualized 25 Ways

“Let the data speak” they say. But what happens when the data rambles on and on?

Watching the Growth of Walmart

The ever so popular Walmart growth map gets an update, and yes, it still looks like a wildfire. Sam’s Club follows soon after, although not nearly as vigorously.