What Has Happened to Middle-Income Households since 1945?

I dug up at the US Census Bureau serveral reports about family and individual income and created a series of graphs plotting the income distribution of households under $100,000 a year adjusted for inflation. (Pages 17, 18, 19 from my Income Guide)

I am defining middle-income households as $30,000-$80,000. One of the stories these graph tell is that for 20+ years after 1945 more households entered the "middle class". However, over the next 40 years, the percent of middle-income households shrank in part because the percent of households with more than $80,000 a year grew. 

Graphs created in OmniGraphSketcher and annotated in Illustrator. Data from the US Census. You take a look at some of the older reports they have online here:

US Census Bureau. “Families and Individual Money Income in the United States: 1945. Table 2.” September 2011. http://www2.census.gov/prod2/popscan/p60-002.pdf.

———. “Income of Families and Persons in the United States: 1950. Table 1.” September 2011.  http://www2.census.gov/prod2/popscan/p60-009.pdf.

———. “Income of Families and Persons in the United States: 1960. Table 5.” September 2011.  http://www2.census.gov/prod2/popscan/p60-037.pdf.

———. “Income, Poverty, and Health Insurance Coverage in the United States: 2010. Table A-2.” September 2011. http://www.census.gov/prod/2011pubs/p60-239.pdf.

Ten Years of Job Loss in the "Information" Industry

Let me begin with a disclaimer. This industry includes firms that are pure internet-based activities, like hosting and web searches as well as ones that are being disrupted by the internet like newspapers and broadcasting.

Information Industry's share of GDP 1947-2010 

Starting with the Information industry's share of GDP (from page 119 of my book), while it has grown over the last 50 years it is still around 4% of GDP as of 2010. 

However, the Information industry represents only 2% of the 170 million jobs in the US economy. 

In this treemap of all occupations in the US economy, each occupation is represented by a rectangle, the bigger it is the more jobs it has. Look at the upper right corner to see Information's share of jobs. The dark red represents the percentage of jobs loss and the only area more red than the Information sector is Manufacturing.

Now drilling into just the Information industry, some of the bigger occupations are: editors, computer software engineers, customer service representatives, telecommunications equipment installers, reporters and finally producers & directors. Out of that list only producers & directors had job growth between 2001-2011. 

If you are interested in the income of these occupations or want to explore additional industries take a look at my book

Data used in these graphics was based on BLS Occupational Handbook (provided by 
EMSIand value-added GDP from the BEA. The area graph was created in Omnigraphsketcher and the treemaps by R. Label were later added using Illustrator.

Where Do the Rich and Poor Live?

One of the most popular maps I have on my site I got from a site called Social Explorer. It is about the 2000 poverty rates across the US. For my Illustrated Guide to Income in the United States, I created an new map using data through 2010 and a "divergent" color scheme which sets the light gray midpoint at the national poverty rate of 14%. Red are counties with a higher rate of poverty than the national rate while blue counties have a lower rate.

I also looked at the households with more than $200,000 a year and mapped where they are clustered. (BTW, if you want to see the voting patterns of high-income counties  and find out if the wealthy counties voted for Obama or Romney check out a map I created for Design & Geography). 

Finding Good Jobs Without a Degree

First, what do I mean by good job? Well-paid? High level of job satisfaction? Lots of job security?

From heteconomist: Why so many jobs are crappy

Satisfying jobs – let's call them 'good jobs' – will generally be ones where learning occurs at a steady pace more or less indefinitely, probably as part of a defined career path. [...] Once you gain experience in a good job, you will soon become much more efficient in the role than an inexperienced replacement would be.

Summarizing this post, MarginalRevolution comments

The first key point is that if you learn more on the job on a regular basis (i.e., your job is interesting), you become harder to replace from the point of view of your boss.  Over time you win more of the bargaining surplus. 

So looking at my treemaps of occupations from An Illustrated Guide to Income in the United States, I have a category called "Long-term on-the-job training" defined as:

More than 12 months of on-the-job training or, alternatively, combined work experience and formal classroom instruction, are needed for workers to develop the skills to attain competency. Training is occupation specific rather than job specific; therefore, skills learned can be transferred to another job in the same occupation. This on-the-job training category also includes employer-sponsored training programs.

This sound like some of the "good jobs" people are looking for that don't require a college degree.

Click on images to enlarge.

WIth this data graphic, I wanted to give an overview of all occupations grouped by the education/training required. The size of each rectangle represents the number of jobs.

Occupations like: electricians, carpenters, farmers & ranchers, restaurant cooks, photographers, police & sheriff's patrol offices can be found in  "Long-term on-the-job training".

The last three occupations (restaurants cooks, photographers, police & sheriff's patrol offices) increased in number of jobs from 2001-2011.

To learn more about which industries have a high number of  "long-term on-the-job training" jobs, first check out pages 128-148 in my book and then goto the BLS's Occupational Handbook to search for more jobs with long-term on-the-job training but no college requirement.

Data for the occupation treemaps was provide by EMSI based on data from Bureau of Labor Statistics (BLS).
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Stagnating Wages but Increasing Incomes

More excerpts from An Illustrated Guide to Income in the United States (Pages 66, 68, 69).

In my previous post, I looked at wages, showing that for many occupations, they have not kept up with the overall growth of the economy. But what about the growing number households with incomes well above the national average of $67,500? (Focus on the orange lines/area in the 3 graphs below)

Click on the images for a closer look. This will open a lightbox the same size as the browser window.

In 1945, less than 10% of family households had incomes above $80,000 (adjusted for inflation) steadily increasing to 30% in the late 1990s. They continued to increase up until 2000 even while wages flatten or dropped.

Looking at the bottom graph, the number of family households with two earners grew and surpassed number of single earner household in the late 1960s. This growth mirrors the growth of families with $80,000 or more a year. One can easily assume that second earner in these households were women as women entered the labor force in larger numbers boosting their family's income. 

Note: Single people living alone are not included in "Family Households," bottom graph, but are included in "All Households," top graph.

In 2010, 72% of the households with income above $80,000 a year have two or more earners compared to 41% of households with income between $30,000 and $80,000. It is this increase in the number of two-earner households that accounts for household incomes increasing when wages have not.

To learn more about Income in the US buy or read the book.

Data for households came from the US Census

US Census Bureau. “Historical Income Tables: Households.” June 2011. http://www.census.gov/hhes/www/income/data/historical/household/index.html.

US Census Bureau. “Table HINC-01. Selected Characteristics of Households, by Total Money Income in 2010.” 2012. http://www.census.gov/hhes/www/cpstables/032011/hhinc/new01_001.htm

 (See bibliography for additional data)

What Happened to Wages?

Below are five data graphics from my new book An Illustrated Guide to Income in the United States (pgs 106, 108, 109, 110, 112) that shows the long-term growth in wages in the US.


Click on the images for a closer look. This will open a lightbox the same size as the browser window.

Over the last couple of centuries there has been a steady increase in wages for both unskilled workers...

....and production workers. A lot of this growth is a result of the increases in worker productivity due the industrial revolution of the late 1770s and 1800s. However, over the last 40 years, this long-term growth has stopped or slowed down...

Updated 3/25/13: This Production Workers series includes benefits all the way back to when benefits became measurable in the early 1900s. More detailed definition can be found here.

...even though the GDP per person continues to grow. At the same time, the growth rate of GDP per worker has slowed compared to the overall growth of the economy.

Looking at just goods-producing industries, wages dropped for manufacturing, construction, and mining & logging since their a peak in the 1970s.

But among so-called service industries over the same time period there has been either a dip in wages or no real growth. Exceptions include jobs in the financial industry, education & health services and "other" services (which is mashup of occupations like auto mechanics, pet care, promoting political causes or religious activities).

Data Sources for Wages (See bibliography for more references)

Officer, Lawrence H., and Samuel H. Williamson. “Annual Wages in the United States, 1774–Present.” MeasuringWorth.com, 2011. http://www.measuringworth.com/uswage/.

US Bureau of Labor Statistics. “Table B-8. Average hourly and weekly earnings of production and nonsupervisory employees on private nonfarm payrolls by industry sector, seasonally adjusted.” November 2012. http://www.bls.gov/webapps/legacy/cesbtab8.htm.


Designer's Notes: Some of my thoughts on the design and the approaches I used. 

Inequality in New York City 2009

I was asked a while back to work on a cover for a report “Income Inequality in New York City” published by New York City Comptroller’s Office. Their analysis of the 2009 New York City Income Tax Files breakout the share of income going to the top 1% and other income groups. While my graphics were not used for the cover, you can take a look at two versions I mocked up based on some their data and cover ideas.

Comparing Income & 10-year Job Growth for All Occupations

Here is a sneak peek at my An Illustrated Guide to Income in the United States. These are a set of data graphics looking at the average income and change in number of jobs over the last ten years for 800+ occupation by industry and by education. Be sure to sign up to be notified when the Income Guide is done. 

Data from EMSI