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

Favorites

Graphical perception – learn the fundamentals first

Before you dive into the advanced stuff – like just about everything in your life – you have to learn the fundamentals before you know when you can break the rules.

How We Spend Our Money, a Breakdown

We know spending changes when you have more money. Here’s by how much.

Reviving the Statistical Atlas of the United States with New Data

Due to budget cuts, there is no plan for an updated atlas. So I recreated the original 1870 Atlas using today’s publicly available data.

Most popular porn searches, by state

We’ve seen that we can learn from what people search …