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.

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Unemployment in America, Mapped Over Time

Watch the regional changes across the country from 1990 to 2016.

Who We Spend Time with as We Get Older

In high school, we spend most of our days with friends and immediate family. But then we get jobs, start a family, retire, and there’s a shift in who we spend our days with.

Best Data Visualization Projects of 2016

Here are my favorites for the year.