Browsing the archives for the statistics tag.

A weak tide, that’s not lifting all boats: median household income in the Unites States then and now

Economy, Uncategorized, US Economy

From 1984-1986 up through 2010-2012, the US Census Bureau maintained three-year average data on median household incomes by state, as part of its Annual Social and Economic Supplement. To see how even, or uneven, the growth in that median income has been from state to state, I decided to take that first and last data point and compare the changes. Which states progressed the most – and which the least?

The result is this chart ‒ you’ll need click to enlarge, otherwise you won’t see much (and here is the data as PDF). Size of the bubbles represents 2010 population size.

Chart: Median household income by state, in 1984-1986 and 2010-2012

Click to enlarge: Median household income by state then and now

My interest in this data related primarily to the discussions about stagnating middle class wages in the US; over the years I’ve seen the subject come up time and again that especially male, middle or working class individuals, and most especially those working in manufacturing, are hardly or no better off now than they were in the mid- or late 1970s. This US Census Bureau data set about median household incomes doesn’t quite confirm that, but the national growth it does show, in inflation-adjusted dollars, between 1984-1986 and 2010-2012 is hardly impressive: an anemic 6.2% in 26 years. In addition it should probably be kept in mind that the data set only starts out after the depression of the early 1980s and some 5 years of Ronald Reagan’s administration, which coincided with a rapid increase in income inequality.

The list of the states with the lowest median household income in 2010-2012 was not surprising: starting at the bottom, it’s Mississippi, Arkansas, Louisiana, Kentucky, Tennessee and South Carolina. Montana has the lowest median household income outside the South, whereas West Virginia, perhaps surprisingly, is only the ninth-poorest state by this measure.

The comparison with the ranking and proportions 26 years earlier yields some surprises. In no fewer than six states, the median household income was higher then, than it is now. In an additional five states, the median household income in 2010-12 is at most $1000 higher (in 2012 CPI-U-RS adjusted dollars). These near-dozen states include:

  • Three midwestern states with lots of (former) industry, as you’d expect: Ohio, Michigan and Indiana. Ohio suffered the deepest cuts of the Lower 48, with a median household income that was 7.9% lower in 2010-12 than in 1984-86. Michigan, too, ended up with an actual decrease in median household incomes.
  • Three states in the southwest: California, Nevada and Arizona. Maybe the influx of Latino immigrants, many of whom now survive on low wages, is dragging the median down? Nevada now has a lower median household income than in the mid-80s.
  • Two states in the Deep South (Louisiana and South Carolina); as well as Kansas, Alaska, and Hawaii. Alaska was down the most of all states, actually, though even now it still ranks in the top 10.

The states where median wages in 2010-12 were at least $8,000 higher than 26 years earlier include:

  • In the BosWash corridor, New Hampshire and Maryland. Those two states have ended up with the highest median wages of the country (booming exurbs?). But the largest growth of all the U.S., at +$15,714 and +35.1%, was in Washington DC, which has transformed unrecognizably since Marion Barry’s glory days and the crack epidemic.
  • North Dakota ‒ location of a remarkable oil boom ‒ has seen the nation’s second largest growth in median household income: +$12,385 or +28.6%. Nearby Wyoming also benefits from its flourishing extractive industries, as well as the growth in tourism. (In comparison, it’s striking that Alaska’s median income is down by so much, considering that it’s another state whose economy is disproportionally dependent on oil, gas and mining.)
  • Elsewhere in the Upper Midwest, however, South Dakota, Nebraska and Iowa also all saw well above-average growth in median household incomes. I’m grasping for explanations here, but maybe that has involved the tail end of the long process in which small family farms died out (and the farmers’ sons and daughters moved to the city) and were replaced by large-scale, prosperous agro-industrial farms?
  • Washington state (Microsoft, Boeing, Amazon and/or Starbucks?) … as well as West-Virginia. Which surprised me. West-Virginia had the second-lowest median wages of the nation in ’84-86, ahead of only Mississippi; now it has the ninth-lowest, higher than states like Montana and Tennessee.

The above visualization is the result of generating a bubble chart within Google Spreadsheets, and then processing it in GIMP to add the diagonal line and labels, as well as to pull apart the labels for individual states where the Google chart had superimposed them over each other.

For an automatically generated alternative, I also tried using TableauPublic, and the resulting chart looks a lot more sleek: Median Household Income by State, 1984-196 vs. 2010-2012. It lacks explanatory labeling and a diagonal line to help you orient yourself though. The program is free, but if you’re using it for the first time it takes a bit of figuring out ‒ you’re really going to need the instructions. Once you get a grasp on the basics, though, a chart like this is extremely easy to create.

I found maps a little more complicated to make in TableauPublic, especially compared with using the “geomap” option when creating charts in Google Spreadsheets. But since the Google Geomap won’t show on this blog, I did it anyway. Here are the maps showing the data on median household income by state in 1984-1986, in 2010-2012, and the difference between those two years. I’m afraid Alaska and Hawaii got cut off (another reason to prefer Google Spreadsheets’ geomap, where they are neatly scaled and repositioned to fit into a simple U.S. view), though you should still be able to use the zoom functions to reveal them.

Comparing the maps, it seems to me that the contrast between the BosWash corridor and the surrounding country has grown only more pronounced. You can clearly see the relative decline of the industrial Midwest. The South remains the worst off, as the TableauPublic bubble chart illustrates well too, though the poorest Southern states are also the ones that have caught up with the others the most – with states like Alabama, Tennessee and West-Virginia catching up with the Carolinas and Louisiana. The West remains a bit of a patchwork, meanwhile, with Colorado, Utah and Wyoming, blessed with higher median household incomes, putting some distance between themselves and Montana, Nevada, Arizona and New Mexico.

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Election night toolkit: data and resources

Congressional Elections, Politics, Presidential Elections, US Elections, US Politics
  • An Observer’s Guide to Election Night, by our own JoefromChicago. There are 435 congressional races, 35 senate races, and 11 gubernatorial contests today, Joe points out, and “these races merit attention in their own right, but they also may be early indicators of the way the presidential race will turn out”. A convenient list of the races you should be paying attention to as you watch the presidential results come in, ordered by time of night.

     

  • Swing State Project: Poll closing times & Key races, by DavidNYC. Very handy country map with the poll closing times, and a list of key House, Senate, gubernatorial and state legislative races, arranged by poll closing times (linked in is also a list of key ballot measures).

     

  • The American Prospect 2008 Election Night Guide. Comprehensive guide, encompassing six sections, among which an overview of key swing state counties, a list of Senate races that would pave the way to a utopian 60 Dems, a review of bellwether House races, and a number of ballot initiatives to watch.

     

  • US Election Atlas, by Dave Leip. A long-standing, invaluable elections resource. Browse the results of previous elections going back to 1789 (no, really). Not just by state – results by individual county are available back to 1960.

     

  • Google Maps Historical Election Results, going back to 1980. Click or zoom into a state or county – the map will show you the winner and moreover, with a click of the mouse you get both the electoral breakdown and basic demographic data (income, age, race/ethnicity). Click on the National Almanac map, which should show up on the right, and you can find additional demographic info on language and occupation by state or group of states. The Google Maps historical election results tool should also be available on Google Earth (h/t Marc Ambinder).

     

  • Census 2000 Interactive map. Zoom in on states and counties to find demographical data on population density, racial composition and black or hispanic population.

     

  • Ancestries by state, tables derives from the US Census Bureau’s American FactFinder. OK, so only very tangentially relevant, but very interesting. (Keep an eye on those Hillary-loving people of “United States American” – i.e., non-ethnic – ancestry in the Appalachians and the Border South, which are very unlikely to go Obama.)

     

  • Cleveland Plain Dealer Data Central, for all your political data from the state of Ohio. Aside from the interactive map of county-level results back to 1960, which overlaps with the above resources, there’s an interactive map that breaks down the voter registration and demographics on both congressional district, county and ZIPcode level. And a map and table showing how voter registration has gone up or down since 2004 by county. And a useful explanation, with map, of how Ohio may be a swing state, but inside Ohio there really are but a dozen of swing counties.

     

  • Counties to watch according to Marc Ambinder in Pennsylvania, North Carolina, Nevada and Colorado and in Florida, Virginia, Ohio.
     
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