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. Learn to visualize data. From beginner to advanced.

Join Today

Membership

This is for people interested in the process of creating, designing, and exploring data graphics. Your support goes directly to FlowingData, an independently run site.

What You Get

  • Instant access to tutorials on how to make and design data graphics
  • Source code and files to use with your own data
  • In-depth courses on visualization in R
  • Hand-picked links and resources from around the web
  • Members-only newsletter

Favorites

Where Bars Outnumber Grocery Stores

A closer look at the age old question of where there are more bars than grocery stores, and vice versa.

Pizza Place Geography

Most of the major pizza chains are within a 5-mile …

How You Will Die

So far we’ve seen when you will die and how other people tend to die. Now let’s put the two together to see how and when you will die, given your sex, race, and age.

Visualizing the Uncertainty in Data

Data is an abstraction, and it’s impossible to encapsulate everything it represents in real life. So there is uncertainty. Here are ways to visualize the uncertainty.