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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/6/17/message-for-my-rss-subscribers</feedburner:origLink><title>Message for my Blog Subscribers...</title><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Mon, 17 Jun 2013 19:41:32 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/ZQp8dngc6uU/visualizingeconomics~Message-for-my-Blog-Subscribers</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:51bf548ee4b010d205f92390</guid><description><![CDATA[<p><span>When I was looking at my feed statistics I noticed that most of my RSS sub</span><span>scribers are using Google Reader to read my blog posts, over 3,000.&nbsp;</span><span><strong>Google is shutting down Google Reader on July 1st. </strong>So, in the next 2 week the Google Reader users have to import all of your RSS feeds into a new service.&nbsp;</span></p><p>I have been using <a href="http://www.feedly.com">Feedly</a> for almost a year and can recommend it. Check out their blog for some&nbsp;<a href="http://blog.feedly.com/getting-started/">tips on their service</a>.</p><p>Or if you have just a few subscriptions and need a very simple blog reader try <a href="http://www.bloglovin.com">Bloglovin</a>. You can <a href="http://www.bloglovin.com/import/reader">start your import here</a>.</p><p>&nbsp;</p><h2>One more thing...</h2><p><span>For many years</span>&nbsp;blog,&nbsp;my subscription service (which manages my VisualizingEconomics subscribers) was Feedburner and I currently have 3,500 RSS subscribers using feeds.feedburner.com/visualizingeconomics. </p><p>However, I am very nervous that the Feedburner service will one day be shutdown by Google, so over the next few months I want to move these subscribers to a new RSS feed address. </p><p>If you subscribed to my blog using email or you subscribed to my RSS feed AFTER May 15th you are already using my new subscription service, no worries for you (unless you are still using Google Reader!).</p><p>Please take a moment and resubscribe to my blog RSS feed using this address below. I would appreciated it:&nbsp;</p><h3><a href="http://feeds.visualizingeconomics.com/visualizingeconomics">http://feeds.visualizingeconomics.com/visualizingeconomics</a></h3><p><a href="http://feeds.visualizingeconomics.com/visualizingeconomics"></a></p><p><span>You will also want to delete your old feed for VisualingEconomics so you don't see duplicate posts :)</span></p><p>Thanks...&nbsp;<span>Catherine</span></p><p>&nbsp;</p><p>&nbsp;</p><p></p><p>&nbsp;</p>]]>
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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/6/4/gold-stocks-bonds-and-bills-since-1928</feedburner:origLink><title>Return on Gold, Stocks, Bonds, and Bills since 1928</title><category>My Economic Graphs</category><category>US Economic History</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Thu, 13 Jun 2013 06:30:00 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/fy_Hi9A3C1Y/visualizingeconomics~Return-on-Gold-Stocks-Bonds-and-Bills-since</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:51ae7448e4b0fc43216c39b4</guid><description><![CDATA[<img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/51b92125e4b02d35fcab4a79/1371087142720/StockBondsTBillsGoldReturns.png?format=500w" /><br/><p>How risky is gold compared to other assets? For most of the of the United States'&nbsp;<span>history</span><span>&nbsp;&nbsp;</span><a href="https://visualizingeconomics.squarespace.com/blog/2013/6/4/the-real-price-of-gold-since-1791">gold's price</a><span> was set by the government (given that the value of the US dollar was often pegged to gold). In this graphic, I have taken the annual price change of gold back to 1928 and compared it to the returns on stock, bonds and t-bills. </span></p><p><span>Since the early 1970s when the US&nbsp;completely&nbsp;abandoned the gold standard, gold's price changes has made it very volatile and</span><span><span>&nbsp;if we look at the annualized compound return from 1976-2012 (</span></span><span>gold 6.6%; &nbsp;</span><span>stocks 10.9%; &nbsp;</span><span>10-year bonds 8.1%; &nbsp;</span><span>3-month t-bills 5.1%). G</span><span>old returns was just little better than 3-month t-bills</span><span>. However if we look at the annualized&nbsp;return for 1928-2012: gold's return of 5.3% beats&nbsp;</span><span>t-bills at&nbsp;</span><span>3.6% and&nbsp;</span><span>bonds at 5.1% but still underpreforms</span><span>&nbsp;stock's return of 9.3%.</span></p><p>Gold Data from&nbsp;<a href="http://www.measuringworth.org/gold/">MeasuringW</a><a href="http://www.measuringworth.org/gold/">orth.org</a><span>. Stock and treasury bonds d</span><span>ata from&nbsp;</span><a href="http://people.stern.nyu.edu/adamodar/New_Home_Page/datafile/histretSP.html">Damodaran Online | Updated Data | Historical Returns on Stock Bonds and Bills - United States</a><span>.</span><span>&nbsp;</span><span>CPI from&nbsp;</span><a href="http://www.measuringworth.com/uscpi/">Measuring Worth</a><span>.&nbsp;</span></p><p>Graphs created in&nbsp;<a href="http://www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketche</a><a href="http://www.omnigroup.com/products/omnigraphsketcher/">r</a><span>&nbsp;then pasted into&nbsp;</span><a href="http://www.adobe.com/products/illustrator.html">Illustrator</a><span>.&nbsp;</span></p><p></p><p>&nbsp;</p>]]>
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<br><p>How risky is gold compared to other assets? For most of the of the United States'&nbsp;<span>history</span><span>&nbsp;&nbsp;</span><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://visualizingeconomics.squarespace.com/blog/2013/6/4/the-real-price-of-gold-since-1791">gold's price</a><span> was set by the government (given that the value of the US dollar was often pegged to gold). In this graphic, I have taken the annual price change of gold back to 1928 and compared it to the returns on stock, bonds and t-bills. </span></p><p><span>Since the early 1970s when the US&nbsp;completely&nbsp;abandoned the gold standard, gold's price changes has made it very volatile and</span><span><span>&nbsp;if we look at the annualized compound return from 1976-2012 (</span></span><span>gold 6.6%; &nbsp;</span><span>stocks 10.9%; &nbsp;</span><span>10-year bonds 8.1%; &nbsp;</span><span>3-month t-bills 5.1%). G</span><span>old returns was just little better than 3-month t-bills</span><span>. However if we look at the annualized&nbsp;return for 1928-2012: gold's return of 5.3% beats&nbsp;</span><span>t-bills at&nbsp;</span><span>3.6% and&nbsp;</span><span>bonds at 5.1% but still underpreforms</span><span>&nbsp;stock's return of 9.3%.</span></p><p>Gold Data from&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.measuringworth.org/gold/">MeasuringW</a><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.measuringworth.org/gold/">orth.org</a><span>. Stock and treasury bonds d</span><span>ata from&nbsp;</span><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~people.stern.nyu.edu/adamodar/New_Home_Page/datafile/histretSP.html">Damodaran Online | Updated Data | Historical Returns on Stock Bonds and Bills - United States</a><span>.</span><span>&nbsp;</span><span>CPI from&nbsp;</span><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.measuringworth.com/uscpi/">Measuring Worth</a><span>.&nbsp;</span></p><p>Graphs created in&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketche</a><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.omnigroup.com/products/omnigraphsketcher/">r</a><span>&nbsp;then pasted into&nbsp;</span><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.adobe.com/products/illustrator.html">Illustrator</a><span>.&nbsp;</span></p><p></p><p>&nbsp;</p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/42271262/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/6/4/the-real-price-of-gold-since-1791</feedburner:origLink><title>The Real Price of Gold since 1791</title><category>My Economic Graphs</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Tue, 04 Jun 2013 23:23:47 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/QtFXtyk6Gb8/visualizingeconomics~The-Real-Price-of-Gold-since</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:51ae5ba9e4b08b4c6c9ad6b8</guid><description><![CDATA[<img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/51ae73aee4b0df23589aa462/1370387376189/GoldPriceSince%201791.png?format=500w" /><br/><p>In 2008, I <a href="http://visualizingeconomics.com/blog/2008/06/08/gold-price-1791-2007">graphed the annual US price of gold</a>. In this post,&nbsp;<span>I revisit gold but this time I graphed the market price along with the real price (adjusted for inflation using 2012 dollars). When you take the inflation into account, the annual price of gold has spiked over $1,700 twice since the US left the gold standard, once in 1980 and again in 2012.</span></p><p>In this graphic, I briefly touch&nbsp;upon&nbsp;the history of gold standard. Beginning in 1792, the US Mint pegged the dollar to gold and silver. In 1900 the US went on the gold standard (i.e. the dollar was pegged just to gold).&nbsp;During&nbsp;this time, except for&nbsp;monetary&nbsp;crisises, the market price for gold matched the "official" price set by the US government. In the 1970s, the US finally left the gold standard and allowed the dollar to float freely on international&nbsp;<span>currency&nbsp;</span><span>markets.</span></p><p></p><p>Data from&nbsp;<a href="http://www.measuringworth.org/gold/">MeasuringWorth.org</a><span>&nbsp;. Graphs created in <a href="http://www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketcher</a> then pasted into <a href="http://www.adobe.com/products/illustrator.html">Illustrator</a>.&nbsp;</span></p><p>&nbsp;</p>]]>
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<br><p>In 2008, I <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/blog/2008/06/08/gold-price-1791-2007">graphed the annual US price of gold</a>. In this post,&nbsp;<span>I revisit gold but this time I graphed the market price along with the real price (adjusted for inflation using 2012 dollars). When you take the inflation into account, the annual price of gold has spiked over $1,700 twice since the US left the gold standard, once in 1980 and again in 2012.</span></p><p>In this graphic, I briefly touch&nbsp;upon&nbsp;the history of gold standard. Beginning in 1792, the US Mint pegged the dollar to gold and silver. In 1900 the US went on the gold standard (i.e. the dollar was pegged just to gold).&nbsp;During&nbsp;this time, except for&nbsp;monetary&nbsp;crisises, the market price for gold matched the "official" price set by the US government. In the 1970s, the US finally left the gold standard and allowed the dollar to float freely on international&nbsp;<span>currency&nbsp;</span><span>markets.</span></p><p></p><p>Data from&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.measuringworth.org/gold/">MeasuringWorth.org</a><span>&nbsp;. Graphs created in <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketcher</a> then pasted into <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.adobe.com/products/illustrator.html">Illustrator</a>.&nbsp;</span></p><p>&nbsp;</p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41949072/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/5/21/rolling-real-returns-stocks-bonds-and-bills-since-1928</feedburner:origLink><title>Rolling Real Returns: Stocks, Bonds and Bills since 1928</title><category>Stock and Housing Prices</category><category>My Economic Graphs</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Tue, 21 May 2013 20:49:50 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/qJwl9aYPPAI/visualizingeconomics~Rolling-Real-Returns-Stocks-Bonds-and-Bills-since</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:519bd778e4b0425d1ceb7574</guid><description><![CDATA[<img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/519bdcf7e4b0b8da6b973622/1369169145238/StockBondsTBillsRealRollingReturns.png?format=500w" /><br/><p>Revisited the <a href="http://visualizingeconomics.com/blog/2013/5/9/stocks-bonds-and-bills-retunrs">Stock, Bonds and Bills data from my previous post</a>,&nbsp;I created a set of real (inflation adjusted) average annual compound returns for rolling time periods (e.g. rolling 5-year returns: 1928-1933, 1929-1934, 1930-1935 etc...)&nbsp;<span>I also included the &nbsp;</span><span>average annual compound real return for 1928-2012: stocks 6.0% 10-year bonds 2.0% and 3-month bills 0.5%</span></p><p>Some of the outliers in these returns are due to bubbles. For example stocks in the late 1920s, mid-1930s and late-1990s had unusual large real returns with a&nbsp;corresponding&nbsp;drop. See <a href="http://visualizingeconomics.com/blog/2011/01/10/effect-of-inflation-on-sp-price-return-1871-2010">Long-term Growth Rate of US Stocks</a>)</p><p>Return Data from&nbsp;<a href="http://people.stern.nyu.edu/adamodar/New_Home_Page/datafile/histretSP.html">Damodaran Online | Updated Data | Historical Returns on Stock Bonds and Bills - United States</a>&nbsp;CPI from&nbsp;<a href="http://www.measuringworth.com/uscpi/">Measuring Worth</a>.&nbsp;</p><p>Chart created using&nbsp;<a href="http://www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketcher</a>;&nbsp;labels added with Adobe Illustrator.&nbsp;</p><p>&nbsp;</p>]]>
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<br><p>Revisited the <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/blog/2013/5/9/stocks-bonds-and-bills-retunrs">Stock, Bonds and Bills data from my previous post</a>,&nbsp;I created a set of real (inflation adjusted) average annual compound returns for rolling time periods (e.g. rolling 5-year returns: 1928-1933, 1929-1934, 1930-1935 etc...)&nbsp;<span>I also included the &nbsp;</span><span>average annual compound real return for 1928-2012: stocks 6.0% 10-year bonds 2.0% and 3-month bills 0.5%</span></p><p>Some of the outliers in these returns are due to bubbles. For example stocks in the late 1920s, mid-1930s and late-1990s had unusual large real returns with a&nbsp;corresponding&nbsp;drop. See <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/blog/2011/01/10/effect-of-inflation-on-sp-price-return-1871-2010">Long-term Growth Rate of US Stocks</a>)</p><p>Return Data from&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~people.stern.nyu.edu/adamodar/New_Home_Page/datafile/histretSP.html">Damodaran Online | Updated Data | Historical Returns on Stock Bonds and Bills - United States</a>&nbsp;CPI from&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.measuringworth.com/uscpi/">Measuring Worth</a>.&nbsp;</p><p>Chart created using&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketcher</a>;&nbsp;labels added with Adobe Illustrator.&nbsp;</p><p>&nbsp;</p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41417307/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/5/9/stocks-bonds-and-bills-retunrs</feedburner:origLink><title>Annual Returns of Stock, Bond, and Bills since 1928</title><category>My Economic Graphs</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Mon, 13 May 2013 03:27:58 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/O0OJLppnqCg/visualizingeconomics~Annual-Returns-of-Stock-Bond-and-Bills-since</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:518c24f5e4b0fbd5121f43af</guid><description><![CDATA[<img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5196c958e4b041b39c91da00/1368836441169/StockBondsTBills1YearReturns_v3.png?format=500w" /><br/><p>Here is a simple graph comparing the&nbsp;variation&nbsp;of annual returns for US stocks, US 10-year bonds and US 3-month t-bills. I have&nbsp;included&nbsp;both&nbsp;nominal&nbsp;returns (not&nbsp;adjusted&nbsp;for inflation) and real returns.&nbsp;</p><p></p><p>Stocks are of course the most risky of the three with both the&nbsp;highest<span><span>&nbsp;and the lowest &nbsp;returns then comes 10-year bonds and finally t-bills with the smallest but the most consistant returns. However, after<span>&nbsp;</span></span><span><span>3-month t-bills</span>&nbsp;are&nbsp;</span>adjusted<span>&nbsp;for inflati</span><span>on there are many years you will "lose" money.&nbsp;</span></span><span>And in years with deflation, your real return will be larger than the&nbsp;nominal&nbsp;return (i.e. you did better holding stocks in 1933 when you take into account the effects of&nbsp;deflation&nbsp;in that year while 1954 had the highest nominal stock return).</span></p><p></p><p></p><p>Return Data from&nbsp;<a href="http://people.stern.nyu.edu/adamodar/New_Home_Page/datafile/histretSP.html">Damodaran Online | Updated Data | Historical Returns on Stock Bonds and Bills - United States</a>&nbsp;CPI form <a href="http://www.measuringworth.com/uscpi/">Measuring Worth</a>.&nbsp;</p><p>Chart created using&nbsp;<a href="http://www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketcher</a><span>; labels added with Adobe Illustrator.&nbsp;</span></p><p>&nbsp;</p>]]>
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<br><p>Here is a simple graph comparing the&nbsp;variation&nbsp;of annual returns for US stocks, US 10-year bonds and US 3-month t-bills. I have&nbsp;included&nbsp;both&nbsp;nominal&nbsp;returns (not&nbsp;adjusted&nbsp;for inflation) and real returns.&nbsp;</p><p></p><p>Stocks are of course the most risky of the three with both the&nbsp;highest<span><span>&nbsp;and the lowest &nbsp;returns then comes 10-year bonds and finally t-bills with the smallest but the most consistant returns. However, after<span>&nbsp;</span></span><span><span>3-month t-bills</span>&nbsp;are&nbsp;</span>adjusted<span>&nbsp;for inflati</span><span>on there are many years you will "lose" money.&nbsp;</span></span><span>And in years with deflation, your real return will be larger than the&nbsp;nominal&nbsp;return (i.e. you did better holding stocks in 1933 when you take into account the effects of&nbsp;deflation&nbsp;in that year while 1954 had the highest nominal stock return).</span></p><p></p><p></p><p>Return Data from&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~people.stern.nyu.edu/adamodar/New_Home_Page/datafile/histretSP.html">Damodaran Online | Updated Data | Historical Returns on Stock Bonds and Bills - United States</a>&nbsp;CPI form <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.measuringworth.com/uscpi/">Measuring Worth</a>.&nbsp;</p><p>Chart created using&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketcher</a><span>; labels added with Adobe Illustrator.&nbsp;</span></p><p>&nbsp;</p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120047/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/5/9/middleincomehouseholds</feedburner:origLink><title>What Has Happened to Middle-Income Households since 1945?</title><category>My Economic Graphs</category><category>US Inequality of Income</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Thu, 09 May 2013 23:40:29 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/g72OSEZZ8J0/visualizingeconomics~What-Has-Happened-to-MiddleIncome-Households-since</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:518c2529e4b0fed94da3e3d2</guid><description><![CDATA[<p>I dug up at the US Census Bureau serveral&nbsp;<span>reports about family and individual income and</span><span>&nbsp;created a series of graphs plotting the income distribution of households under $100,000 a year adjusted for inflation. (Pages 17, 18, 19 from <a href="https://visualizingeconomics.squarespace.com/viewincomeguide">my Income Guide</a>)</span></p><p>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&nbsp;households&nbsp;with more than $80,000 a year grew.&nbsp;</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/518c2593e4b0582e313478bc/1368139159461/IncomeGuide_2013_Jan17_RGB_page%2017_17.png?format=500w" /><br/><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/518c2556e4b07c856130fd6a/1368139099392/IncomeGuide_2013_Jan17_RGB_page%2018_18.png?format=500w" /><br/><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/518c25a7e4b0582e313478cd/1368139178634/IncomeGuide_2013_Jan17_RGB_page%2019_19.png?format=500w" /><br/><p>Graphs created in OmniGraphSketcher and&nbsp;annotated&nbsp;<span>in&nbsp;Illustrator.&nbsp;</span><span>Data from the US Census. You take a look at some of the older reports they have online here:</span></p><p></p><p>US Census Bureau. “Families and Individual Money Income in the United States: 1945. Table 2.” September 2011.&nbsp;<a href="http://www2.census.gov/prod2/popscan/p60-002.pdf">http://www2.census.gov/prod2/popscan/p60-002.pdf</a>.</p><p>———. “Income of Families and Persons in the United States: 1950. Table 1.” September 2011.&nbsp;&nbsp;<a href="http://www2.census.gov/prod2/popscan/p60-009.pdf">http://www2.census.gov/prod2/popscan/p60-009.pdf</a>.</p><p>———. “Income of Families and Persons in the United States: 1960. Table 5.” September 2011.&nbsp;&nbsp;<a href="http://www2.census.gov/prod2/popscan/p60-037.pdf">http://www2.census.gov/prod2/popscan/p60-037.pdf</a>.</p><p>———. “Income, Poverty, and Health Insurance Coverage in the United States: 2010. Table A-2.” September 2011.&nbsp;<a href="http://www.census.gov/prod/2011pubs/p60-239.pdf">http://www.census.gov/prod/2011pubs/p60-239.pdf</a>.</p><p></p>]]>
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<br><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/518c25a7e4b0582e313478cd/1368139178634/IncomeGuide_2013_Jan17_RGB_page%2019_19.png?format=500w" />
<br><p>Graphs created in OmniGraphSketcher and&nbsp;annotated&nbsp;<span>in&nbsp;Illustrator.&nbsp;</span><span>Data from the US Census. You take a look at some of the older reports they have online here:</span></p><p></p><p>US Census Bureau. “Families and Individual Money Income in the United States: 1945. Table 2.” September 2011.&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www2.census.gov/prod2/popscan/p60-002.pdf">http://www2.census.gov/prod2/popscan/p60-002.pdf</a>.</p><p>———. “Income of Families and Persons in the United States: 1950. Table 1.” September 2011.&nbsp;&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www2.census.gov/prod2/popscan/p60-009.pdf">http://www2.census.gov/prod2/popscan/p60-009.pdf</a>.</p><p>———. “Income of Families and Persons in the United States: 1960. Table 5.” September 2011.&nbsp;&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www2.census.gov/prod2/popscan/p60-037.pdf">http://www2.census.gov/prod2/popscan/p60-037.pdf</a>.</p><p>———. “Income, Poverty, and Health Insurance Coverage in the United States: 2010. Table A-2.” September 2011.&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.census.gov/prod/2011pubs/p60-239.pdf">http://www.census.gov/prod/2011pubs/p60-239.pdf</a>.</p><p></p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120050/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/5/5/inflation-and-priceearnings-since-1880</feedburner:origLink><title>Inflation and Price/Earnings Since 1880</title><category>Stock and Housing Prices</category><category>My Economic Graphs</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Mon, 06 May 2013 04:34:06 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/Bif-Ca8TLas/visualizingeconomics~Inflation-and-PriceEarnings-Since</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:51871fa4e4b0999588619bce</guid><description><![CDATA[<img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/518aa67be4b084489d64f52f/1368041085379/PEandInflation.png?format=500w" /><br/><h2><a href="http://www.zazzle.com/s_p_price_earnings_and_inflation_since_1880_print-228445279808551984?rf=238738751512386037">Copies of this graphic can be&nbsp;purchased&nbsp;at Zazzle</a></h2><h3><a href="http://www.zazzle.com/s_p_price_earnings_and_inflation_since_1880_print-228445279808551984?rf=238738751512386037"></a><a href="https://visualizingeconomics.squarespace.com/blog/2011/01/11/effect-of-dividends-reinvested-on-us-stock-returns-since-1871"></a></h3><p></p><p><a href="https://visualizingeconomics.squarespace.com/blog/2011/01/11/effect-of-dividends-reinvested-on-us-stock-returns-since-1871"></a>Inflation is when prices go up. However, inflation's relationship to stock prices can be a little more complex. In this graph, I am revisiting historical data I used several&nbsp;years ago in a series of historical graphs looking at the&nbsp;stock&nbsp;market (see&nbsp;<a href="https://visualizingeconomics.squarespace.com/blog/2011/03/10/growth-of-gdp-per-capita-vs-stock-prices-since-1871">GDP per Capita vs US&nbsp;Stock&nbsp;Prices</a>&nbsp;and <a href="https://visualizingeconomics.squarespace.com/blog/2011/01/11/effect-of-dividends-reinvested-on-us-stock-returns-since-1871">Real Growth in Stock Returns</a><a href="http://visualizingeconomics.com#">&nbsp;Dividends&nbsp;Reinvested</a>). </p><p>I graphed the price/earnings ratio back to 1880 and highlighted the years that inflation was high and when there was deflation. The P/E is calculated from trailing 10-year&nbsp;<span>earnings</span><span><span>. The low inflation years (5% or less) had the highest P/E while the high inflation years has the lowest P/Es.&nbsp;</span>Deflation&nbsp;years&nbsp;had P/Es near the average.</span></p><p></p><p><a href="http://www.econ.yale.edu/~shiller/data.htm">S&amp;P data</a> from Robert Shiller and <a href="http://www.measuringworth.com/uscpi/">CPI data</a> from MeasuringWorth. Graphic was created using <a href="http://www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketcher</a>.</p>]]>
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<br><h2><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.zazzle.com/s_p_price_earnings_and_inflation_since_1880_print-228445279808551984?rf=238738751512386037">Copies of this graphic can be&nbsp;purchased&nbsp;at Zazzle</a></h2><h3><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.zazzle.com/s_p_price_earnings_and_inflation_since_1880_print-228445279808551984?rf=238738751512386037"></a><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://visualizingeconomics.squarespace.com/blog/2011/01/11/effect-of-dividends-reinvested-on-us-stock-returns-since-1871"></a></h3><p></p><p><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://visualizingeconomics.squarespace.com/blog/2011/01/11/effect-of-dividends-reinvested-on-us-stock-returns-since-1871"></a>Inflation is when prices go up. However, inflation's relationship to stock prices can be a little more complex. In this graph, I am revisiting historical data I used several&nbsp;years ago in a series of historical graphs looking at the&nbsp;stock&nbsp;market (see&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://visualizingeconomics.squarespace.com/blog/2011/03/10/growth-of-gdp-per-capita-vs-stock-prices-since-1871">GDP per Capita vs US&nbsp;Stock&nbsp;Prices</a>&nbsp;and <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://visualizingeconomics.squarespace.com/blog/2011/01/11/effect-of-dividends-reinvested-on-us-stock-returns-since-1871">Real Growth in Stock Returns</a><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com#">&nbsp;Dividends&nbsp;Reinvested</a>). </p><p>I graphed the price/earnings ratio back to 1880 and highlighted the years that inflation was high and when there was deflation. The P/E is calculated from trailing 10-year&nbsp;<span>earnings</span><span><span>. The low inflation years (5% or less) had the highest P/E while the high inflation years has the lowest P/Es.&nbsp;</span>Deflation&nbsp;years&nbsp;had P/Es near the average.</span></p><p></p><p><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.econ.yale.edu/~shiller/data.htm">S&amp;P data</a> from Robert Shiller and <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.measuringworth.com/uscpi/">CPI data</a> from MeasuringWorth. Graphic was created using <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.omnigroup.com/products/omnigraphsketcher/">OmniGraphSketcher</a>.</p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120053/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/5/1/the-information-sector</feedburner:origLink><title>Ten Years of Job Loss in the "Information" Industry</title><category>My Economic Graphs</category><category>US Inequality of Income</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Thu, 02 May 2013 02:10:05 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/D-DXwCPxkV4/visualizingeconomics~Ten-Years-of-Job-Loss-in-the-Information-Industry</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:5181a4fee4b0a2424b51c7cd</guid><description><![CDATA[<p>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<span>&nbsp;are being&nbsp;disrupted&nbsp;by the internet&nbsp;</span><span>like newspapers and broadcasting.</span></p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5181ad4ce4b013121af22e78/1367453006005/IncomeGuide_2013_Jan17_RGB_page%20119_119%20copy.png?format=500w" /><br/><p>Information Industry's share of GDP 1947-2010&nbsp;</p><p>Starting with the Information industry's share of GDP (from page 119 of <a href="http://visualizingeconomics.com/viewincomeguide">my book</a>), while it has grown over the last 50 years it is still around 4% of GDP as of 2010.&nbsp;</p><p>However, the Information industry represents only 2% of the<span><span>&nbsp;170&nbsp;</span>million<span>&nbsp;jobs in the US economy.&nbsp;</span></span></p><p></p><p></p><p><span>In this treemap of all occupations in the US economy,</span><span>&nbsp;</span><span><span>each occupation is represented by a&nbsp;</span>rectangle,<span>&nbsp;the bigger it is the more jobs it has.&nbsp;</span></span><span>Look at the upper right corner to see Information's share of jobs.&nbsp;</span><span>The dark red represents the&nbsp;</span><span>percentage</span><span>&nbsp;</span><span>of jobs loss and the only area more red than the Information sector is Manufacturing.</span></p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5181a655e4b0a2424b51cd46/1367451227111/IncomeGuide_2013_Jan17_RGB_page%20125_125.png?format=500w" /><br/><p>Now drilling into just the Information industry, some of the bigger occupations are: editors, computer&nbsp;software&nbsp;engineers, customer service&nbsp;representatives, telecommunications equipment installers, reporters and finally producers &amp; directors. Out of that list only&nbsp;producers &amp; directors had job growth between 2001-2011.&nbsp;</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5181a5fee4b03000ce6f2f15/1367451138126/IncomeGuide_2013_Jan17_RGB_page%20131_131.png?format=500w" /><br/><p>If you are interested in the income of these occupations or want to explore additional industries take a look at <a href="http://visualizingeconomics.com/viewincomeguide">my book</a>.&nbsp;</p><p>Data used in these graphics was based on <a href="http://www.bls.gov/ooh/">BLS Occupational Handbook</a>&nbsp;(<span>provided by&nbsp;</span><br><a href="http://www.economicmodeling.com/">EMSI</a>)&nbsp;<span>and&nbsp;</span><a href="http://www.bea.gov/industry/gdpbyind_data.htm">value-added GDP from the BEA</a><span>. The area graph was created in Omnigraphsketcher and the treemaps by R. Label were later added using Illustrator.</span></p>]]>
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<br><p>Information Industry's share of GDP 1947-2010&nbsp;</p><p>Starting with the Information industry's share of GDP (from page 119 of <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/viewincomeguide">my book</a>), while it has grown over the last 50 years it is still around 4% of GDP as of 2010.&nbsp;</p><p>However, the Information industry represents only 2% of the<span><span>&nbsp;170&nbsp;</span>million<span>&nbsp;jobs in the US economy.&nbsp;</span></span></p><p></p><p></p><p><span>In this treemap of all occupations in the US economy,</span><span>&nbsp;</span><span><span>each occupation is represented by a&nbsp;</span>rectangle,<span>&nbsp;the bigger it is the more jobs it has.&nbsp;</span></span><span>Look at the upper right corner to see Information's share of jobs.&nbsp;</span><span>The dark red represents the&nbsp;</span><span>percentage</span><span>&nbsp;</span><span>of jobs loss and the only area more red than the Information sector is Manufacturing.</span></p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5181a655e4b0a2424b51cd46/1367451227111/IncomeGuide_2013_Jan17_RGB_page%20125_125.png?format=500w" />
<br><p>Now drilling into just the Information industry, some of the bigger occupations are: editors, computer&nbsp;software&nbsp;engineers, customer service&nbsp;representatives, telecommunications equipment installers, reporters and finally producers &amp; directors. Out of that list only&nbsp;producers &amp; directors had job growth between 2001-2011.&nbsp;</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5181a5fee4b03000ce6f2f15/1367451138126/IncomeGuide_2013_Jan17_RGB_page%20131_131.png?format=500w" />
<br><p>If you are interested in the income of these occupations or want to explore additional industries take a look at <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/viewincomeguide">my book</a>.&nbsp;</p><p>Data used in these graphics was based on <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.bls.gov/ooh/">BLS Occupational Handbook</a>&nbsp;(<span>provided by&nbsp;</span>
<br><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.economicmodeling.com/">EMSI</a>)&nbsp;<span>and&nbsp;</span><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.bea.gov/industry/gdpbyind_data.htm">value-added GDP from the BEA</a><span>. The area graph was created in Omnigraphsketcher and the treemaps by R. Label were later added using Illustrator.</span></p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120056/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/4/19/government-salaries-in-texas</feedburner:origLink><title>Government Salaries in Texas</title><category>My Economic Graphs</category><category>US Inequality of Income</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Thu, 25 Apr 2013 01:31:33 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/EvXLEKJEtvY/visualizingeconomics~Government-Salaries-in-Texas</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:5171d560e4b02ce3fe4d50d8</guid><description><![CDATA[<p>From a very&nbsp;interesting&nbsp;database of <a href="http://www.texastribune.org/library/data/government-employee-salaries/">Texas&nbsp;Government Employee Salaries</a>&nbsp;run by The Texas Tribune, I created three data graphics for&nbsp;<a href="https://visualizingeconomics.squarespace.com/viewincomeguide">An Illustrated Guide of Income in the United States</a>&nbsp;showing their distribution (pages 92–94).</p><p>I start with graphing the distribution of all public employee&nbsp;salaries below $250,000, 99.7% of all state employees, listing the most common job titles I found: teachers and professors, police officers, clerks and&nbsp;administrative&nbsp;assistants, bus operators, child protective&nbsp;services&nbsp;specialist&nbsp;and mental retardation assistants.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5171d6c7e4b05f51bd6ff042/1366415051597/IncomeGuide_2013_Jan17_RGB_page%2092_92.png?format=500w" /><br/><p>However, to graph the long tail of the income distribution I have to&nbsp;graph&nbsp;individual salaries. Many are heads of surgery departments and head coaches. The&nbsp;highest&nbsp;salary goes to the head football coach at the University of Texas at Austin. (Salary of $2.5 million plus a bonuses of $2.7 million for a total of $5.2 million)</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5171d703e4b08a0ed01cc3d7/1366415112135/IncomeGuide_2013_Jan17_RGB_page%2093_93.png?format=500w" /><br/><p>Another way to show how much inequality exists with these&nbsp;salaries&nbsp;is to plot the&nbsp;cumulative&nbsp;share of Texas public employees vs&nbsp;cumulative&nbsp;share of their salaries.&nbsp;But how does this compare to the Untied States as a whole? I found in a <a href="http://www.cbo.gov/publication/42729">report from the CBO</a>, a graph plotting the 2007 cumulative share of all US households against household income which I used as a stand in for everyone in the US. You can see that the US household income distribution is more&nbsp;unequal&nbsp;than salaries of Texas state employees.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5171d71ee4b08db7106e1b25/1366415139643/IncomeGuide_2013_Jan17_RGB_page%2094_94.png?format=500w" /><br/><p>Data sources: <a href="http://www.texastribune.org/library/data/government-employee-salaries/">The Texas Tribune</a> and the <a href="http://www.cbo.gov/publication/42729">Congressional Budget Office</a><a href="http://www.cbo.gov/publication/43373"></a>.</p><p>Design notes:&nbsp;Graphs were created using OmniGraphSketcher, copied into Adobe Illustrator where annotations were added. The&nbsp;illustrator&nbsp;file was then placed into an InDesign document for the book. <a href="http://visualizingeconomics.com/viewincomeguide">View all the graphics from the book online.</a></p>]]>
&lt;div style="clear:both;padding-top:0.2em;"&gt;&lt;a title="Like on Facebook" href="http://feeds.feedblitz.com/_/28/41120058/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Share on Google+" href="http://feeds.feedblitz.com/_/30/41120058/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/googleplus20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to LinkedIn" href="http://feeds.feedblitz.com/_/16/41120058/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/linkedin20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Pin it!" href="http://feeds.feedblitz.com/_/29/41120058/visualizingeconomics,http%3a%2f%2fstatic.squarespace.com%2fstatic%2f50060e33c4aa3dba773634ec%2ft%2f5171d6c7e4b05f51bd6ff042%2f1366415051597%2fIncomeGuide_2013_Jan17_RGB_page%252092_92.png%3fformat%3d500w"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to Reddit" href="http://feeds.feedblitz.com/_/1/41120058/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/reddit20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Tweet This" href="http://feeds.feedblitz.com/_/24/41120058/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/twitter20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&lt;div style="padding:0.3em;"&gt;&amp;nbsp;&lt;/div&gt;&amp;#160;&lt;/div&gt;</description><content:encoded><![CDATA[<p>From a very&nbsp;interesting&nbsp;database of <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.texastribune.org/library/data/government-employee-salaries/">Texas&nbsp;Government Employee Salaries</a>&nbsp;run by The Texas Tribune, I created three data graphics for&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://visualizingeconomics.squarespace.com/viewincomeguide">An Illustrated Guide of Income in the United States</a>&nbsp;showing their distribution (pages 92–94).</p><p>I start with graphing the distribution of all public employee&nbsp;salaries below $250,000, 99.7% of all state employees, listing the most common job titles I found: teachers and professors, police officers, clerks and&nbsp;administrative&nbsp;assistants, bus operators, child protective&nbsp;services&nbsp;specialist&nbsp;and mental retardation assistants.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5171d6c7e4b05f51bd6ff042/1366415051597/IncomeGuide_2013_Jan17_RGB_page%2092_92.png?format=500w" />
<br><p>However, to graph the long tail of the income distribution I have to&nbsp;graph&nbsp;individual salaries. Many are heads of surgery departments and head coaches. The&nbsp;highest&nbsp;salary goes to the head football coach at the University of Texas at Austin. (Salary of $2.5 million plus a bonuses of $2.7 million for a total of $5.2 million)</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5171d703e4b08a0ed01cc3d7/1366415112135/IncomeGuide_2013_Jan17_RGB_page%2093_93.png?format=500w" />
<br><p>Another way to show how much inequality exists with these&nbsp;salaries&nbsp;is to plot the&nbsp;cumulative&nbsp;share of Texas public employees vs&nbsp;cumulative&nbsp;share of their salaries.&nbsp;But how does this compare to the Untied States as a whole? I found in a <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.cbo.gov/publication/42729">report from the CBO</a>, a graph plotting the 2007 cumulative share of all US households against household income which I used as a stand in for everyone in the US. You can see that the US household income distribution is more&nbsp;unequal&nbsp;than salaries of Texas state employees.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5171d71ee4b08db7106e1b25/1366415139643/IncomeGuide_2013_Jan17_RGB_page%2094_94.png?format=500w" />
<br><p>Data sources: <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.texastribune.org/library/data/government-employee-salaries/">The Texas Tribune</a> and the <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.cbo.gov/publication/42729">Congressional Budget Office</a><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.cbo.gov/publication/43373"></a>.</p><p>Design notes:&nbsp;Graphs were created using OmniGraphSketcher, copied into Adobe Illustrator where annotations were added. The&nbsp;illustrator&nbsp;file was then placed into an InDesign document for the book. <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/viewincomeguide">View all the graphics from the book online.</a></p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120058/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/4/6/where-do-the-rich-and-poor-live</feedburner:origLink><title>Where Do the Rich and Poor Live?</title><category>My Economic Graphs</category><category>US Inequality of Income</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Mon, 08 Apr 2013 15:57:33 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/gH9vmRR7Ox4/visualizingeconomics~Where-Do-the-Rich-and-Poor-Live</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:5160d18ee4b01df404d399bb</guid><description><![CDATA[<p>One of the most popular maps I have on my site I got from a site called <a href="http://www.socialexplorer.com/pub/home/home.aspx">Social Explorer.</a> It is about the <a href="http://visualizingeconomics.com/blog/2007/08/11/united-states-poverty-map">2000 poverty rates across the US</a>. For&nbsp;my&nbsp;<a href="https://visualizingeconomics.squarespace.com/overviewincomeguide">Illustrated Guide to Income in the United States</a>,&nbsp;I created an new map using data through 2010 and a "divergent" color scheme which sets the light gray midpoint at the national&nbsp;poverty rate of 14%. Red are counties with a higher rate of poverty than the national rate while blue counties have a lower rate.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5160d1f5e4b0715db61df330/1365299705450/IncomeGuide_2013_Jan17_RGB_page%2082_82.png?format=500w" /><br/><p> I also looked at the households with more than $200,000 a year and mapped where they are clustered.&nbsp;(BTW, if you want to see the&nbsp;voting patterns of high-income counties &nbsp;and find out if the wealthy counties voted for Obama or Romney&nbsp;<a href="http://designandgeography.com/2013/02/02/giant-sucking-sound-and-makerstakers-a-look-at-counties/">check out a map I created for Design &amp; Geography</a>).&nbsp;</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5160d240e4b0715db61df3ac/1365299781712/IncomeGuide_2013_Jan17_RGB_page%2083_83.png?format=500w" /><br/><p>Data is from the <a href="http://www.census.gov/acs/www/">US Census Bureau, American Community Survey</a>.</p>]]>
&lt;div style="clear:both;padding-top:0.2em;"&gt;&lt;a title="Like on Facebook" href="http://feeds.feedblitz.com/_/28/41120059/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Share on Google+" href="http://feeds.feedblitz.com/_/30/41120059/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/googleplus20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to LinkedIn" href="http://feeds.feedblitz.com/_/16/41120059/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/linkedin20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Pin it!" href="http://feeds.feedblitz.com/_/29/41120059/visualizingeconomics,http%3a%2f%2fstatic.squarespace.com%2fstatic%2f50060e33c4aa3dba773634ec%2ft%2f5160d1f5e4b0715db61df330%2f1365299705450%2fIncomeGuide_2013_Jan17_RGB_page%252082_82.png%3fformat%3d500w"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to Reddit" href="http://feeds.feedblitz.com/_/1/41120059/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/reddit20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Tweet This" href="http://feeds.feedblitz.com/_/24/41120059/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/twitter20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&lt;div style="padding:0.3em;"&gt;&amp;nbsp;&lt;/div&gt;&amp;#160;&lt;/div&gt;</description><content:encoded><![CDATA[<p>One of the most popular maps I have on my site I got from a site called <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.socialexplorer.com/pub/home/home.aspx">Social Explorer.</a> It is about the <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/blog/2007/08/11/united-states-poverty-map">2000 poverty rates across the US</a>. For&nbsp;my&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://visualizingeconomics.squarespace.com/overviewincomeguide">Illustrated Guide to Income in the United States</a>,&nbsp;I created an new map using data through 2010 and a "divergent" color scheme which sets the light gray midpoint at the national&nbsp;poverty rate of 14%. Red are counties with a higher rate of poverty than the national rate while blue counties have a lower rate.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5160d1f5e4b0715db61df330/1365299705450/IncomeGuide_2013_Jan17_RGB_page%2082_82.png?format=500w" />
<br><p> I also looked at the households with more than $200,000 a year and mapped where they are clustered.&nbsp;(BTW, if you want to see the&nbsp;voting patterns of high-income counties &nbsp;and find out if the wealthy counties voted for Obama or Romney&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~designandgeography.com/2013/02/02/giant-sucking-sound-and-makerstakers-a-look-at-counties/">check out a map I created for Design &amp; Geography</a>).&nbsp;</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5160d240e4b0715db61df3ac/1365299781712/IncomeGuide_2013_Jan17_RGB_page%2083_83.png?format=500w" />
<br><p>Data is from the <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.census.gov/acs/www/">US Census Bureau, American Community Survey</a>.</p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120059/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/4/1/good-jobs-without-a-degree</feedburner:origLink><title>Finding Good Jobs Without a Degree</title><category>Income by Occupation</category><category>My Economic Graphs</category><category>US Inequality of Income</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Wed, 03 Apr 2013 18:44:16 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/IXFgn5G4YZI/visualizingeconomics~Finding-Good-Jobs-Without-a-Degree</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:5159faa4e4b022b552c57364</guid><description><![CDATA[<p>First, what do I mean by good job? Well-paid? High level of job satisfaction? Lots of job security?</p><p>From heteconomist:&nbsp;<a href="http://heteconomist.com/why-so-many-jobs-are-crappy/">Why so many jobs are crappy</a></p><blockquote>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. [...]&nbsp;Once you gain experience in a good job, you will soon become much more efficient in the role than an inexperienced replacement would be.</blockquote><p>Summarizing this post, <a href="http://marginalrevolution.com/marginalrevolution/2013/03/why-so-many-jobs-are-crappy.html">MarginalRevolution</a> comments</p><blockquote>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.&nbsp; Over time you win more of the bargaining surplus.&nbsp;</blockquote><p>So looking at my treemaps of occupations from <a href="http://visualizingeconomics.com/viewincomeguide">An Illustrated Guide to Income in the United States</a>, I have a category called "Long-term on-the-job training" <a href="http://www.bls.gov/emp/ep_definitions_edtrain.pdf">defined as</a>:</p><blockquote>More than 12 months of on-the-job training or, alternatively, combined work experience&nbsp;and formal classroom instruction, are needed for workers to develop the skills to attain competency. Training is&nbsp;occupation specific rather than job specific; therefore, skills learned can be transferred to another job in the&nbsp;same occupation. This on-the-job training category also includes employer-sponsored training programs.</blockquote><p></p><p></p><p>This sound like some of the "good jobs" people are looking for that don't require a college degree.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/515a0672e4b063d29d1a9abc/1364854392636/IncomeGuide_2013_Jan17_RGB_page%20126_126%20copy.png?format=500w" /><br/><p>Click on images to enlarge.</p><p>WIth this data graphic, I wanted to give an overview of all&nbsp;occupations grouped by the&nbsp;education/training required. The size of each rectangle represents the number of jobs.</p><p> Occupations like: electricians, carpenters, farmers &amp; ranchers, restaurant&nbsp;cooks, photographers, police &amp; sheriff's patrol offices can be found in&nbsp;&nbsp;"Long-term on-the-job training".</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/515a069de4b07a98c91278e2/1364854434785/IncomeGuide_2013_Jan17_RGB_page%20127_127%20copy.png?format=500w" /><br/><p>The last three occupations (restaurants cooks,&nbsp;photographers,&nbsp;police&nbsp;&amp; sheriff's patrol offices) increased in number of jobs from 2001-2011.</p><p>To learn more about which industries have a high number of &nbsp;"long-term on-the-job training" jobs, first&nbsp;<a href="http://visualizingeconomics.com/viewincomeguide">check out pages 128-148 in my book</a>&nbsp;and then goto the <a href="http://www.bls.gov/ooh/">BLS's Occupational Handbook</a> to search for more jobs with&nbsp;long-term on-the-job training but no college requirement.</p><p><strong>Data for the occupation treemaps</strong> was provide by <a href="http://www.economicmodeling.com/">EMSI</a> based on data from&nbsp;<a href="http://www.bls.gov/ooh/home.htm">Bureau of Labor Statistics (BLS)</a>.<br>.</p>]]>
&lt;div style="clear:both;padding-top:0.2em;"&gt;&lt;a title="Like on Facebook" href="http://feeds.feedblitz.com/_/28/41120060/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Share on Google+" href="http://feeds.feedblitz.com/_/30/41120060/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/googleplus20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to LinkedIn" href="http://feeds.feedblitz.com/_/16/41120060/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/linkedin20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Pin it!" href="http://feeds.feedblitz.com/_/29/41120060/visualizingeconomics,http%3a%2f%2fstatic.squarespace.com%2fstatic%2f50060e33c4aa3dba773634ec%2ft%2f515a0672e4b063d29d1a9abc%2f1364854392636%2fIncomeGuide_2013_Jan17_RGB_page%2520126_126%2520copy.png%3fformat%3d500w"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to Reddit" href="http://feeds.feedblitz.com/_/1/41120060/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/reddit20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Tweet This" href="http://feeds.feedblitz.com/_/24/41120060/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/twitter20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&lt;div style="padding:0.3em;"&gt;&amp;nbsp;&lt;/div&gt;&amp;#160;&lt;/div&gt;</description><content:encoded><![CDATA[<p>First, what do I mean by good job? Well-paid? High level of job satisfaction? Lots of job security?</p><p>From heteconomist:&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~heteconomist.com/why-so-many-jobs-are-crappy/">Why so many jobs are crappy</a></p><blockquote>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. [...]&nbsp;Once you gain experience in a good job, you will soon become much more efficient in the role than an inexperienced replacement would be.</blockquote><p>Summarizing this post, <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~marginalrevolution.com/marginalrevolution/2013/03/why-so-many-jobs-are-crappy.html">MarginalRevolution</a> comments</p><blockquote>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.&nbsp; Over time you win more of the bargaining surplus.&nbsp;</blockquote><p>So looking at my treemaps of occupations from <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/viewincomeguide">An Illustrated Guide to Income in the United States</a>, I have a category called "Long-term on-the-job training" <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.bls.gov/emp/ep_definitions_edtrain.pdf">defined as</a>:</p><blockquote>More than 12 months of on-the-job training or, alternatively, combined work experience&nbsp;and formal classroom instruction, are needed for workers to develop the skills to attain competency. Training is&nbsp;occupation specific rather than job specific; therefore, skills learned can be transferred to another job in the&nbsp;same occupation. This on-the-job training category also includes employer-sponsored training programs.</blockquote><p></p><p></p><p>This sound like some of the "good jobs" people are looking for that don't require a college degree.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/515a0672e4b063d29d1a9abc/1364854392636/IncomeGuide_2013_Jan17_RGB_page%20126_126%20copy.png?format=500w" />
<br><p>Click on images to enlarge.</p><p>WIth this data graphic, I wanted to give an overview of all&nbsp;occupations grouped by the&nbsp;education/training required. The size of each rectangle represents the number of jobs.</p><p> Occupations like: electricians, carpenters, farmers &amp; ranchers, restaurant&nbsp;cooks, photographers, police &amp; sheriff's patrol offices can be found in&nbsp;&nbsp;"Long-term on-the-job training".</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/515a069de4b07a98c91278e2/1364854434785/IncomeGuide_2013_Jan17_RGB_page%20127_127%20copy.png?format=500w" />
<br><p>The last three occupations (restaurants cooks,&nbsp;photographers,&nbsp;police&nbsp;&amp; sheriff's patrol offices) increased in number of jobs from 2001-2011.</p><p>To learn more about which industries have a high number of &nbsp;"long-term on-the-job training" jobs, first&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/viewincomeguide">check out pages 128-148 in my book</a>&nbsp;and then goto the <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.bls.gov/ooh/">BLS's Occupational Handbook</a> to search for more jobs with&nbsp;long-term on-the-job training but no college requirement.</p><p><strong>Data for the occupation treemaps</strong> was provide by <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.economicmodeling.com/">EMSI</a> based on data from&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.bls.gov/ooh/home.htm">Bureau of Labor Statistics (BLS)</a>.
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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/3/25/stagnating-wages-but-increasing-incomes</feedburner:origLink><title>Stagnating Wages but Increasing Incomes</title><category>My Economic Graphs</category><category>US Inequality of Income</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Thu, 28 Mar 2013 00:20:59 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/bXlVGgIVNZ8/visualizingeconomics~Stagnating-Wages-but-Increasing-Incomes</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:5150c1afe4b00303002e85e3</guid><description><![CDATA[<p>More excerpts from <a href="http://visualizingeconomics.com/overviewincomeguide">An Illustrated Guide to Income in the United States</a>&nbsp;(Pages 66, 68, 69). </p><p>In <a href="http://visualizingeconomics.com/blog/2013/3/4/wages">my previous post,</a> I looked at wages, showing that for many occupations, they have not kept up with the overall&nbsp;growth&nbsp;of the economy. But what about the growing number households&nbsp;with incomes well above the national average of $67,500? (Focus on the orange lines/area in the 3 graphs below)</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5150c1cae4b0b73e82350496/1364246990141/IncomeGuide_2013_Jan17_RGB_page%2066_66.png?format=500w" /><br/><p>Click on the images for a closer look. This will open a lightbox the same size as the browser window.</p><p>In 1945, less than 10% of family households had incomes above $80,000&nbsp;(adjusted for&nbsp;inflation)&nbsp;steadily&nbsp;increasing to 30% in the late 1990s. They continued to increase&nbsp;up until 2000 even while <a href="http://visualizingeconomics.com/blog/2013/3/4/wages">wages flatten or dropped</a>.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5150c1f4e4b00303002e86e5/1364247033767/IncomeGuide_2013_Jan17_RGB_page%2069_69.png?format=500w" /><br/><p>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.&nbsp;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.&nbsp;</p><p>Note: Single people living alone are not included in "Family Households," bottom graph, but are included in "All Households," top graph.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5150c229e4b07a397216b61c/1364247086689/IncomeGuide_2013_Jan17_RGB_page%2068_68.png?format=500w" /><br/><p>In 2010, 72% of the&nbsp;households with income above $80,000 a year have two or more&nbsp;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.</p><p>To learn more about Income in the US <a href="http://visualizingeconomics.com/viewincomeguide">buy or&nbsp;read the book</a>.</p><p></p><h3>Data for households came from the US Census</h3><p><strong></strong></p><p></p><p>US Census Bureau.&nbsp;“Historical Income Tables: Households.” June 2011.&nbsp;<a href="http://www.census.gov/hhes/www/income/data/historical/household/index.html">http://www.census.gov/hhes/www/income/data/historical/household/index.html</a>.</p><p><!--StartFragment--><span>US&nbsp;</span>Census Bureau.&nbsp;“<span>Table&nbsp;</span>HINC-01. Selected Characteristics of Households, by Total Money Income in 2010.” 2012.&nbsp;<a href="http://www.census.gov/hhes/www/cpstables/032011/hhinc/new01_001.htm">http://www.census.gov/hhes/www/cpstables/032011/hhinc/new01_001.htm</a></p><p><span>&nbsp;(See&nbsp;</span><a href="http://visualizingeconomics.com/bibliography/">bibliography</a><span>&nbsp;for additional data)</span></p><p></p>]]>
&lt;div style="clear:both;padding-top:0.2em;"&gt;&lt;a title="Like on Facebook" href="http://feeds.feedblitz.com/_/28/41120064/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Share on Google+" href="http://feeds.feedblitz.com/_/30/41120064/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/googleplus20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to LinkedIn" href="http://feeds.feedblitz.com/_/16/41120064/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/linkedin20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Pin it!" href="http://feeds.feedblitz.com/_/29/41120064/visualizingeconomics,http%3a%2f%2fstatic.squarespace.com%2fstatic%2f50060e33c4aa3dba773634ec%2ft%2f5150c1cae4b0b73e82350496%2f1364246990141%2fIncomeGuide_2013_Jan17_RGB_page%252066_66.png%3fformat%3d500w"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to Reddit" href="http://feeds.feedblitz.com/_/1/41120064/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/reddit20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Tweet This" href="http://feeds.feedblitz.com/_/24/41120064/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/twitter20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&lt;div style="padding:0.3em;"&gt;&amp;nbsp;&lt;/div&gt;&amp;#160;&lt;/div&gt;</description><content:encoded><![CDATA[<p>More excerpts from <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/overviewincomeguide">An Illustrated Guide to Income in the United States</a>&nbsp;(Pages 66, 68, 69). </p><p>In <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/blog/2013/3/4/wages">my previous post,</a> I looked at wages, showing that for many occupations, they have not kept up with the overall&nbsp;growth&nbsp;of the economy. But what about the growing number households&nbsp;with incomes well above the national average of $67,500? (Focus on the orange lines/area in the 3 graphs below)</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5150c1cae4b0b73e82350496/1364246990141/IncomeGuide_2013_Jan17_RGB_page%2066_66.png?format=500w" />
<br><p>Click on the images for a closer look. This will open a lightbox the same size as the browser window.</p><p>In 1945, less than 10% of family households had incomes above $80,000&nbsp;(adjusted for&nbsp;inflation)&nbsp;steadily&nbsp;increasing to 30% in the late 1990s. They continued to increase&nbsp;up until 2000 even while <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/blog/2013/3/4/wages">wages flatten or dropped</a>.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5150c1f4e4b00303002e86e5/1364247033767/IncomeGuide_2013_Jan17_RGB_page%2069_69.png?format=500w" />
<br><p>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.&nbsp;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.&nbsp;</p><p>Note: Single people living alone are not included in "Family Households," bottom graph, but are included in "All Households," top graph.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/5150c229e4b07a397216b61c/1364247086689/IncomeGuide_2013_Jan17_RGB_page%2068_68.png?format=500w" />
<br><p>In 2010, 72% of the&nbsp;households with income above $80,000 a year have two or more&nbsp;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.</p><p>To learn more about Income in the US <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/viewincomeguide">buy or&nbsp;read the book</a>.</p><p></p><h3>Data for households came from the US Census</h3><p><strong></strong></p><p></p><p>US Census Bureau.&nbsp;“Historical Income Tables: Households.” June 2011.&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.census.gov/hhes/www/income/data/historical/household/index.html">http://www.census.gov/hhes/www/income/data/historical/household/index.html</a>.</p><p><!--StartFragment--><span>US&nbsp;</span>Census Bureau.&nbsp;“<span>Table&nbsp;</span>HINC-01. Selected Characteristics of Households, by Total Money Income in 2010.” 2012.&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.census.gov/hhes/www/cpstables/032011/hhinc/new01_001.htm">http://www.census.gov/hhes/www/cpstables/032011/hhinc/new01_001.htm</a></p><p><span>&nbsp;(See&nbsp;</span><a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/bibliography/">bibliography</a><span>&nbsp;for additional data)</span></p><p></p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120064/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/3/4/wages</feedburner:origLink><title>What Happened to Wages?</title><category>Income by Occupation</category><category>My Economic Graphs</category><category>US Inequality of Income</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Thu, 21 Mar 2013 03:07:47 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/PaOIaqtJ2s4/visualizingeconomics~What-Happened-to-Wages</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:51351d11e4b06fccd51ffa26</guid><description><![CDATA[<p>Below are five data graphics from my new book <a href="http://visualizingeconomics.com/overviewincomeguide">An Illustrated Guide to Income in the United States</a>&nbsp;(pgs 106, 108, 109, 110, 112)&nbsp;that shows the long-term growth in wages in the US.</p><hr /><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513e5f7de4b029d609bd9bf2/1363042178964/IncomeGuide_2013_Jan17_RGB_page%20108_108.png?format=500w" /><br/><p>Click on the images for a closer look. This will open a lightbox the same size as the browser window.</p><p>Over the last couple of&nbsp;centuries&nbsp;there has been a steady increase in wages for both unskilled workers...</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513e5f94e4b029d609bd9c2f/1363042201377/IncomeGuide_2013_Jan17_RGB_page%20109_109.png?format=500w" /><br/><p>....and&nbsp;production&nbsp;workers.&nbsp;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...</p><p><strong>Updated 3/25/13: </strong>This Production Workers series includes benefits all the way back to when benefits became measurable in the early 1900s. More detailed&nbsp;definition&nbsp;can be found <a href="http://www.measuringworth.com/datasets/uswage/pwcsessay.php">here</a>.</p><p>&nbsp;</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/51438143e4b07fc880adeb8a/1363378504204/IncomeGuide_2013_Jan17_RGB_page%20106_106.png?format=500w" /><br/><p>...even though the GDP per person&nbsp;continues&nbsp;to grow. At the same time, the growth rate of GDP per worker has slowed compared to the overall&nbsp;growth&nbsp;of the economy.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513e5fb0e4b079292073d323/1363042229753/IncomeGuide_2013_Jan17_RGB_page%20112_112.png?format=500w" /><br/><p>Looking at just&nbsp;goods-producing&nbsp;industries, wages dropped for manufacturing, construction, and mining &amp; logging since their a peak in the 1970s.</p><p>&nbsp;</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513e5fdde4b0970eaf208c83/1363042278418/IncomeGuide_2013_Jan17_RGB_page%20110_110.png?format=500w" /><br/><p>But among&nbsp;so-called service industries over the same time period&nbsp;there has been either a dip in wages or no real growth.&nbsp;Exceptions include jobs in the financial industry,&nbsp;education &amp; health services and "other" services&nbsp;(which is mashup of occupations like auto mechanics, pet care,&nbsp;promoting&nbsp;political causes or religious activities).&nbsp;</p><p><strong>Data Sources for Wages</strong> (See <a href="http://visualizingeconomics.com/bibliography/">bibliography</a>&nbsp;for more references)</p><p></p><p>Officer, Lawrence H., and Samuel H. Williamson. “Annual Wages in the United States, 1774–Present.” MeasuringWorth.com, 2011. <a href="http://www.measuringworth.com/uswage/">http://www.measuringworth.com/uswage/</a>.&nbsp;</p><p>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. <a href="http://www.bls.gov/webapps/legacy/cesbtab8.htm">http://www.bls.gov/webapps/legacy/cesbtab8.htm</a>.&nbsp;</p><hr /><p><strong>Designer's Notes:</strong>&nbsp;Some of my thoughts on the design and the approaches I used.&nbsp;</p>
  
    
      
        
          
            
              
                <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b09fccb27620e8/1363829894524/IncomeGuide_2013_Jan17_RGB_page%20108_108.png?format=500w" /><br/>
              
              
                
                  
                    
                    <p>One of the many data series that have&nbsp;exponential&nbsp;growth. They are a challenge &nbsp;since I want to make the graph&nbsp;accessible&nbsp;to a wide (non-finance)&nbsp;audience but log graphs are very helpful when you need to see the relative changes across the entire time series.</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img data-load="false" data-image="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b052d00329cfd8/1363829828272/IncomeGuide_2013_Jan17_RGB_page%20109_109.png" data-src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b052d00329cfd8/1363829828272/IncomeGuide_2013_Jan17_RGB_page%20109_109.png" data-image-dimensions="1275x1650" data-image-focal-point="0.5,0.5" alt=" Through out the book you will see me stacking two or more graphs when they have same timeline on the x-axies. EIther I want to facility comparisons of different time series or in this case show the same data on a &quot;normal&quot; y-axis and a log scale. You may also notice the absence of the GDP per person on this graph. SInce I was working with average hourly wages over 200-year period I didn't feel comfortable converting it to an annual salary for production workers who can often work irregular hours. "  data-image-id="5148bfa0e4b052d00329cfd8" alt="Through out the book you will see me stacking two or more graphs when they have same timeline on the x-axies. EIther I want to facility comparisons of different time series or in this case show the same data on a "normal" y-axis and a log scale. You may also notice the absence of the GDP per person on this graph. SInce I was working with average hourly wages over 200-year period I didn't feel comfortable converting it to an annual salary for production workers who can often work irregular hours." />
              
              
                
                  
                    
                    <p>Through out the book you will see me stacking two or more graphs when they have same timeline on the x-axies. EIther I want to facility comparisons of different time series or in this case show the same data on a "normal" y-axis and a log scale. You may also notice the absence of the GDP per person on this graph. SInce I was working with average hourly wages over 200-year period I didn't feel comfortable converting it to an annual salary for production workers who can often work irregular hours.</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b00086bb8cb006/1363829778009/IncomeGuide_2013_Jan17_RGB_page%20106_106.png?format=500w" /><br/>
              
              
                
                  
                    
                    <p>Unlike the previous two pages, values of the salaries was not the focus of this graphic.&nbsp;In this case I wanted to compare the change over time of GDP per person vs GDP per worker so I converted the series so they both started from the same point in 1947 (the first year I had the data for the civilian labor force).&nbsp;</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b0b701e33ea1fb/1363828843479/IncomeGuide_2013_Jan17_RGB_page%20112_112.png?format=500w" /><br/>
              
              
                
                  
                    
                    <p>When looking at the historical wages for the major industries, I tried several ways to group the series hoping I could show some interesting patterns. I finally went with the simplest approach and created one graph for goods-producing industries...&nbsp;</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img data-load="false" data-image="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b09fccb27620e9/1363829758825/IncomeGuide_2013_Jan17_RGB_page%20110_110.png" data-src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b09fccb27620e9/1363829758825/IncomeGuide_2013_Jan17_RGB_page%20110_110.png" data-image-dimensions="1275x1650" data-image-focal-point="0.5,0.5" alt=" ...and a second graph for service-providing industries. While this worked well for the first graph, 3 time series with similar behavior, with the service graph I was left with a less optimal design, a &quot;spaghetti graph&quot;, which I normally try to avoid. I decided to keep scale the same on both graphs to show the overall pattern for the goods and service industries rather than splitting each series into separate smaller line charts. &amp;nbsp; "  data-image-id="5148bfa0e4b09fccb27620e9" alt="...and a second graph for service-providing industries. While this worked well for the first graph, 3 time series with similar behavior, with the service graph I was left with a less optimal design, a "spaghetti graph", which I normally try to avoid. I decided to keep scale the same on both graphs to show the overall pattern for the goods and service industries rather than splitting each series into separate smaller line charts. &nbsp;" />
              
              
                
                  
                    
                    <p>...and a second graph for service-providing industries. While this worked well for the first graph, 3 time series with similar behavior, with the service graph I was left with a less optimal design, a "spaghetti graph", which I normally try to avoid. I decided to keep scale the same on both graphs to show the overall pattern for the goods and service industries rather than splitting each series into separate smaller line charts. &nbsp;</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/514a6907e4b04d7440e9b8d1/1363831565118/Screen%20Shot%202013-03-20%20at%209.57.04%20PM.png?format=500w" /><br/>
              
              
                
                  
                    
                    <p>In each case, the original graph was created in OmniGraphSketcher. Additional annotations were added in Illustrator and when multiple graphs are need they are laid out in Illustrator. Finally, I link to the Illustrator file from within an InDesign document where i add page titles, a footer for data sources and pagination.</p>
                  
                
              
            
          
          
        
        
        
        
      
    
  
  
    
    
      
        
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&lt;div style="clear:both;padding-top:0.2em;"&gt;&lt;a title="Like on Facebook" href="http://feeds.feedblitz.com/_/28/41120066/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Share on Google+" href="http://feeds.feedblitz.com/_/30/41120066/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/googleplus20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to LinkedIn" href="http://feeds.feedblitz.com/_/16/41120066/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/linkedin20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Pin it!" href="http://feeds.feedblitz.com/_/29/41120066/visualizingeconomics,http%3a%2f%2fstatic.squarespace.com%2fstatic%2f50060e33c4aa3dba773634ec%2ft%2f513e5f7de4b029d609bd9bf2%2f1363042178964%2fIncomeGuide_2013_Jan17_RGB_page%2520108_108.png%3fformat%3d500w"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to Reddit" href="http://feeds.feedblitz.com/_/1/41120066/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/reddit20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Tweet This" href="http://feeds.feedblitz.com/_/24/41120066/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/twitter20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&lt;div style="padding:0.3em;"&gt;&amp;nbsp;&lt;/div&gt;&amp;#160;&lt;/div&gt;</description><content:encoded><![CDATA[<p>Below are five data graphics from my new book <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/overviewincomeguide">An Illustrated Guide to Income in the United States</a>&nbsp;(pgs 106, 108, 109, 110, 112)&nbsp;that shows the long-term growth in wages in the US.</p><hr /><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513e5f7de4b029d609bd9bf2/1363042178964/IncomeGuide_2013_Jan17_RGB_page%20108_108.png?format=500w" />
<br><p>Click on the images for a closer look. This will open a lightbox the same size as the browser window.</p><p>Over the last couple of&nbsp;centuries&nbsp;there has been a steady increase in wages for both unskilled workers...</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513e5f94e4b029d609bd9c2f/1363042201377/IncomeGuide_2013_Jan17_RGB_page%20109_109.png?format=500w" />
<br><p>....and&nbsp;production&nbsp;workers.&nbsp;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...</p><p><strong>Updated 3/25/13: </strong>This Production Workers series includes benefits all the way back to when benefits became measurable in the early 1900s. More detailed&nbsp;definition&nbsp;can be found <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.measuringworth.com/datasets/uswage/pwcsessay.php">here</a>.</p><p>&nbsp;</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/51438143e4b07fc880adeb8a/1363378504204/IncomeGuide_2013_Jan17_RGB_page%20106_106.png?format=500w" />
<br><p>...even though the GDP per person&nbsp;continues&nbsp;to grow. At the same time, the growth rate of GDP per worker has slowed compared to the overall&nbsp;growth&nbsp;of the economy.</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513e5fb0e4b079292073d323/1363042229753/IncomeGuide_2013_Jan17_RGB_page%20112_112.png?format=500w" />
<br><p>Looking at just&nbsp;goods-producing&nbsp;industries, wages dropped for manufacturing, construction, and mining &amp; logging since their a peak in the 1970s.</p><p>&nbsp;</p><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513e5fdde4b0970eaf208c83/1363042278418/IncomeGuide_2013_Jan17_RGB_page%20110_110.png?format=500w" />
<br><p>But among&nbsp;so-called service industries over the same time period&nbsp;there has been either a dip in wages or no real growth.&nbsp;Exceptions include jobs in the financial industry,&nbsp;education &amp; health services and "other" services&nbsp;(which is mashup of occupations like auto mechanics, pet care,&nbsp;promoting&nbsp;political causes or religious activities).&nbsp;</p><p><strong>Data Sources for Wages</strong> (See <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/bibliography/">bibliography</a>&nbsp;for more references)</p><p></p><p>Officer, Lawrence H., and Samuel H. Williamson. “Annual Wages in the United States, 1774–Present.” MeasuringWorth.com, 2011. <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.measuringworth.com/uswage/">http://www.measuringworth.com/uswage/</a>.&nbsp;</p><p>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. <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.bls.gov/webapps/legacy/cesbtab8.htm">http://www.bls.gov/webapps/legacy/cesbtab8.htm</a>.&nbsp;</p><hr /><p><strong>Designer's Notes:</strong>&nbsp;Some of my thoughts on the design and the approaches I used.&nbsp;</p>
  
    
      
        
          
            
              
                <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b09fccb27620e8/1363829894524/IncomeGuide_2013_Jan17_RGB_page%20108_108.png?format=500w" />
<br>
              
              
                
                  
                    
                    <p>One of the many data series that have&nbsp;exponential&nbsp;growth. They are a challenge &nbsp;since I want to make the graph&nbsp;accessible&nbsp;to a wide (non-finance)&nbsp;audience but log graphs are very helpful when you need to see the relative changes across the entire time series.</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img data-load="false" data-image="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b052d00329cfd8/1363829828272/IncomeGuide_2013_Jan17_RGB_page%20109_109.png" data-src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b052d00329cfd8/1363829828272/IncomeGuide_2013_Jan17_RGB_page%20109_109.png" data-image-dimensions="1275x1650" data-image-focal-point="0.5,0.5" alt=" Through out the book you will see me stacking two or more graphs when they have same timeline on the x-axies. EIther I want to facility comparisons of different time series or in this case show the same data on a &quot;normal&quot; y-axis and a log scale. You may also notice the absence of the GDP per person on this graph. SInce I was working with average hourly wages over 200-year period I didn't feel comfortable converting it to an annual salary for production workers who can often work irregular hours. "  data-image-id="5148bfa0e4b052d00329cfd8" alt="Through out the book you will see me stacking two or more graphs when they have same timeline on the x-axies. EIther I want to facility comparisons of different time series or in this case show the same data on a "normal" y-axis and a log scale. You may also notice the absence of the GDP per person on this graph. SInce I was working with average hourly wages over 200-year period I didn't feel comfortable converting it to an annual salary for production workers who can often work irregular hours." />
              
              
                
                  
                    
                    <p>Through out the book you will see me stacking two or more graphs when they have same timeline on the x-axies. EIther I want to facility comparisons of different time series or in this case show the same data on a "normal" y-axis and a log scale. You may also notice the absence of the GDP per person on this graph. SInce I was working with average hourly wages over 200-year period I didn't feel comfortable converting it to an annual salary for production workers who can often work irregular hours.</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b00086bb8cb006/1363829778009/IncomeGuide_2013_Jan17_RGB_page%20106_106.png?format=500w" />
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                    <p>Unlike the previous two pages, values of the salaries was not the focus of this graphic.&nbsp;In this case I wanted to compare the change over time of GDP per person vs GDP per worker so I converted the series so they both started from the same point in 1947 (the first year I had the data for the civilian labor force).&nbsp;</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b0b701e33ea1fb/1363828843479/IncomeGuide_2013_Jan17_RGB_page%20112_112.png?format=500w" />
<br>
              
              
                
                  
                    
                    <p>When looking at the historical wages for the major industries, I tried several ways to group the series hoping I could show some interesting patterns. I finally went with the simplest approach and created one graph for goods-producing industries...&nbsp;</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img data-load="false" data-image="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b09fccb27620e9/1363829758825/IncomeGuide_2013_Jan17_RGB_page%20110_110.png" data-src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/5148bfa0e4b09fccb27620e9/1363829758825/IncomeGuide_2013_Jan17_RGB_page%20110_110.png" data-image-dimensions="1275x1650" data-image-focal-point="0.5,0.5" alt=" ...and a second graph for service-providing industries. While this worked well for the first graph, 3 time series with similar behavior, with the service graph I was left with a less optimal design, a &quot;spaghetti graph&quot;, which I normally try to avoid. I decided to keep scale the same on both graphs to show the overall pattern for the goods and service industries rather than splitting each series into separate smaller line charts. &amp;nbsp; "  data-image-id="5148bfa0e4b09fccb27620e9" alt="...and a second graph for service-providing industries. While this worked well for the first graph, 3 time series with similar behavior, with the service graph I was left with a less optimal design, a "spaghetti graph", which I normally try to avoid. I decided to keep scale the same on both graphs to show the overall pattern for the goods and service industries rather than splitting each series into separate smaller line charts. &nbsp;" />
              
              
                
                  
                    
                    <p>...and a second graph for service-providing industries. While this worked well for the first graph, 3 time series with similar behavior, with the service graph I was left with a less optimal design, a "spaghetti graph", which I normally try to avoid. I decided to keep scale the same on both graphs to show the overall pattern for the goods and service industries rather than splitting each series into separate smaller line charts. &nbsp;</p>
                  
                
              
            
          
          
        
        
        
        
      
        
          
            
              
                <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/5148bfa0e4b0b0be2ded43b2/514a6907e4b04d7440e9b8d1/1363831565118/Screen%20Shot%202013-03-20%20at%209.57.04%20PM.png?format=500w" />
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                    <p>In each case, the original graph was created in OmniGraphSketcher. Additional annotations were added in Illustrator and when multiple graphs are need they are laid out in Illustrator. Finally, I link to the Illustrator file from within an InDesign document where i add page titles, a footer for data sources and pagination.</p>
                  
                
              
            
          
          
        
        
        
        
      
    
  
  
    
    
      
        
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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/3/12/an-illustrated</feedburner:origLink><title>"An Illustrated Guide to Income" has launched!</title><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Wed, 13 Mar 2013 02:01:27 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/zhlfm5Ou64Q/visualizingeconomics~An-Illustrated-Guide-to-Income-has-launched</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:513fda20e4b040273ace0ae4</guid><description><![CDATA[<img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513fdd6de4b0878d799c1860/1363139952390/fireworks.jpg?format=500w" /><br/><p>I wanted to let you that after 2 years of work I have just published&nbsp;<a href="http://visualizingeconomics.com/overviewincomeguide/">An Illustrated Guide to Income in the United States</a>. You can peek inside the book&nbsp;<a href="http://visualizingeconomics.com/viewincomeguide/">here</a>.&nbsp;</p><p>Over the next month, I will be posting highlights from the book and describing&nbsp;some of the&nbsp;challenges&nbsp;of making it. &nbsp;Enjoy! &nbsp;Catherine</p><p></p><p></p>]]>
&lt;div style="clear:both;padding-top:0.2em;"&gt;&lt;a title="Like on Facebook" href="http://feeds.feedblitz.com/_/28/41120068/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Share on Google+" href="http://feeds.feedblitz.com/_/30/41120068/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/googleplus20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to LinkedIn" href="http://feeds.feedblitz.com/_/16/41120068/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/linkedin20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Pin it!" href="http://feeds.feedblitz.com/_/29/41120068/visualizingeconomics,http%3a%2f%2fstatic.squarespace.com%2fstatic%2f50060e33c4aa3dba773634ec%2ft%2f513fdd6de4b0878d799c1860%2f1363139952390%2ffireworks.jpg%3fformat%3d500w"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to Reddit" href="http://feeds.feedblitz.com/_/1/41120068/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/reddit20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Tweet This" href="http://feeds.feedblitz.com/_/24/41120068/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/twitter20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&lt;div style="padding:0.3em;"&gt;&amp;nbsp;&lt;/div&gt;&amp;#160;&lt;/div&gt;</description><content:encoded><![CDATA[<img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/513fdd6de4b0878d799c1860/1363139952390/fireworks.jpg?format=500w" /><br><p>I wanted to let you that after 2 years of work I have just published&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/overviewincomeguide/">An Illustrated Guide to Income in the United States</a>. You can peek inside the book&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~visualizingeconomics.com/viewincomeguide/">here</a>.&nbsp;</p><p>Over the next month, I will be posting highlights from the book and describing&nbsp;some of the&nbsp;challenges&nbsp;of making it. &nbsp;Enjoy! &nbsp;Catherine</p><p></p><p></p><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120068/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2013/1/10/my-talk-at-creative-mornings-in-nyc</feedburner:origLink><title>My talk at Creative Mornings in NYC</title><category>Presentations</category><category>My Economic Graphs</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Thu, 10 Jan 2013 20:24:31 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/kXM3VSVexck/visualizingeconomics~My-talk-at-Creative-Mornings-in-NYC</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:50ef20b5e4b090a867449d17</guid><description><![CDATA[<p>Recently, I gave a talk at a design lecture called Creative Mornings. I only had 8 mins so I decided to present one of my infographics&nbsp;from my&nbsp;upcoming book&nbsp;<a href="http://visualizingeconomics.com/incomegulde">An Illustrated Guide to Income in the United States</a>&nbsp;that uses treemaps to visualize the distribution of income (1975 vs 2008).&nbsp;My part of the talk begins at 9:34.</p><p></p><iframe src="https://player.vimeo.com/video/51400465?wmode=opaque&amp;api=1" width="1280" height="720" frameborder="0" webkitallowfullscreen="" mozallowfullscreen="" allowfullscreen=""></iframe>]]>
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<feedburner:origLink>http://visualizingeconomics.com/blog/2012/12/3/new-york-city-graduation-rates</feedburner:origLink><title>New York City Graduation Rates</title><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Mon, 31 Dec 2012 19:17:05 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/02XpV0z24R4/visualizingeconomics~New-York-City-Graduation-Rates</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:50bd2628e4b02765c25263ef</guid><description><![CDATA[<img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/50bd2635e4b0f91cc2feee04/1354573367190/NYC_Education.png?format=500w" /><br/><p>An infographic I worked on for the NYC Comptroller report on eduction called&nbsp;<a href="http://www.comptroller.nyc.gov/bureaus/opm/reports/2012/Higher-Ed-Summary-FINAL.pdf">Beyond High School</a>. I created this in Adobe Illustrator.</p>]]>
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<feedburner:origLink>http://visualizingeconomics.com/blog/slides-from-appam-november-meeting</feedburner:origLink><title>Slides from APPAM November Meeting</title><category>Presentations</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Wed, 21 Nov 2012 21:38:57 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/jpFMZ3JqrX0/visualizingeconomics~Slides-from-APPAM-November-Meeting</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:50a99746e4b040d1420fab67</guid><description><![CDATA[<p>I was on a&nbsp;data visualization&nbsp;panel&nbsp;early this month&nbsp;at the<a href="http://www.appam.org/about-appam/">&nbsp;Association for Public Policy Analysis and Management</a>&nbsp;annual meeting&nbsp;(with&nbsp;<a href="https://twitter.com/kvoelker">Kurt Voelker</a>,&nbsp;<a href="https://twitter.com/bryanconnor">Bryan Connor</a> and&nbsp;<a href="https://twitter.com/jschwabish">Jon Schwabish</a> who organized the&nbsp;panel.&nbsp;It was great to see&nbsp;everyone turn out for what I believe was their first dataviz&nbsp;panel.&nbsp;Here are the slides I presented which are similar to the&nbsp;presentation I gave&nbsp;American Association for Budget and Program Analysis 2012 Spring Symposium&nbsp;but with some edits.&nbsp;</p><p></p><script src="http://speakerdeck.com/assets/embed.js"></script>]]>
&lt;div style="clear:both;padding-top:0.2em;"&gt;&lt;a title="Like on Facebook" href="http://feeds.feedblitz.com/_/28/41120071/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Share on Google+" href="http://feeds.feedblitz.com/_/30/41120071/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/googleplus20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to LinkedIn" href="http://feeds.feedblitz.com/_/16/41120071/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/linkedin20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Pin it!" href="http://feeds.feedblitz.com/_/29/41120071/visualizingeconomics,"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to Reddit" href="http://feeds.feedblitz.com/_/1/41120071/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/reddit20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Tweet This" href="http://feeds.feedblitz.com/_/24/41120071/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/twitter20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&lt;div style="padding:0.3em;"&gt;&amp;nbsp;&lt;/div&gt;&amp;#160;&lt;/div&gt;</description><content:encoded><![CDATA[<p>I was on a&nbsp;data visualization&nbsp;panel&nbsp;early this month&nbsp;at the<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.appam.org/about-appam/">&nbsp;Association for Public Policy Analysis and Management</a>&nbsp;annual meeting&nbsp;(with&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://twitter.com/kvoelker">Kurt Voelker</a>,&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://twitter.com/bryanconnor">Bryan Connor</a> and&nbsp;<a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~https://twitter.com/jschwabish">Jon Schwabish</a> who organized the&nbsp;panel.&nbsp;It was great to see&nbsp;everyone turn out for what I believe was their first dataviz&nbsp;panel.&nbsp;Here are the slides I presented which are similar to the&nbsp;presentation I gave&nbsp;American Association for Budget and Program Analysis 2012 Spring Symposium&nbsp;but with some edits.&nbsp;</p><p></p><script src="http://speakerdeck.com/assets/embed.js"></script><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120071/_/visualizingeconomics">

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</div><img src="http://feeds.feedburner.com/~r/VisualizingEconomics/~4/jpFMZ3JqrX0" height="1" width="1"/>]]></content:encoded><feedburner:origLink>http://feeds.feedblitz.com/~/41120071/_/visualizingeconomics~Slides-from-APPAM-November-Meeting</feedburner:origLink></item>
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<feedburner:origLink>http://visualizingeconomics.com/blog/2012/11/4/inequality-in-new-york-city</feedburner:origLink><title>Inequality in New York City 2009</title><category>Client Work</category><category>My Economic Graphs</category><category>US Inequality of Income</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Mon, 05 Nov 2012 02:30:28 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/lEsyjAu9E-o/visualizingeconomics~Inequality-in-New-York-City</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:509724c5e4b0a9a199926fde</guid><description><![CDATA[<p>I was asked a while back to work on a cover for a report “<strong><a href="http://www.comptroller.nyc.gov/bureaus/cac/pdf/NYC_IncomeInequality_v17.pdf">Income Inequality in New York City</a></strong><a href="http://visualizingeconomics.com#"></a>” 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.</p>
  
          
      
        
          
            
              <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/50974017e4b06cb30508625a/50974018e4b02d37bef705e8/1352089624249/NYCIncomeInequality_stackedbar.png?format=500w" /><br/>
            
          
        
        
        
      
        
          
            
              <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/50974017e4b06cb30508625a/5097441ae4b06cb3050869c7/1352090650739/NYCIncomeInequality.png?format=500w" /><br/>
            
          
        
        
        
      
    
  
  
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              <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/50974017e4b06cb30508625a/50974018e4b02d37bef705e8/1352089624249/NYCIncomeInequality_stackedbar.png?format=500w" />
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              <img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/50974017e4b06cb30508625a/5097441ae4b06cb3050869c7/1352090650739/NYCIncomeInequality.png?format=500w" />
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<feedburner:origLink>http://visualizingeconomics.com/blog/2012/05/17/aabpa-slides</feedburner:origLink><title>My slides from Visualizing Data panel at AABPA</title><category>Presentations</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Thu, 17 May 2012 19:19:18 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/aIcMkpWBsKo/visualizingeconomics~My-slides-from-Visualizing-Data-panel-at-AABPA</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:505236b1e4b0e0b4ebdaa7fa</guid><description><![CDATA[<p>I had a chance to participate on a panel about Visualizing Data at the <a href="http://www.aabpa.org/symposium-home">American Association for Budget and Program Analysis 2012 Spring Symposium</a> (lots of talks for budget geeks) along with Jonathan Schwabish from Congressional Budget Office and Ellie Fields from Tableau Software. We discuss the analysis, design, and editing process for creating data graphics.
If you made it to the session and would like to see my slides again or missed it but want to learn about the methods and resources I find most helpful take a look:</p><script src="http://speakerdeck.com/assets/embed.js"></script>]]>
&lt;div style="clear:both;padding-top:0.2em;"&gt;&lt;a title="Like on Facebook" href="http://feeds.feedblitz.com/_/28/41120076/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/fblike20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Share on Google+" href="http://feeds.feedblitz.com/_/30/41120076/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/googleplus20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to LinkedIn" href="http://feeds.feedblitz.com/_/16/41120076/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/linkedin20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Pin it!" href="http://feeds.feedblitz.com/_/29/41120076/visualizingeconomics,"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/pinterest20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Add to Reddit" href="http://feeds.feedblitz.com/_/1/41120076/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/reddit20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&amp;#160;&lt;a title="Tweet This" href="http://feeds.feedblitz.com/_/24/41120076/visualizingeconomics"&gt;&lt;img height="20" src="http://assets.feedblitz.com/i/twitter20.png" style="border:0;margin:0;padding:0;"&gt;&lt;/a&gt;&lt;div style="padding:0.3em;"&gt;&amp;nbsp;&lt;/div&gt;&amp;#160;&lt;/div&gt;</description><content:encoded><![CDATA[<p>I had a chance to participate on a panel about Visualizing Data at the <a href="http://feeds.feedblitz.com/~/t/0/_/visualizingeconomics/~www.aabpa.org/symposium-home">American Association for Budget and Program Analysis 2012 Spring Symposium</a> (lots of talks for budget geeks) along with Jonathan Schwabish from Congressional Budget Office and Ellie Fields from Tableau Software. We discuss the analysis, design, and editing process for creating data graphics.
If you made it to the session and would like to see my slides again or missed it but want to learn about the methods and resources I find most helpful take a look:</p><script src="http://speakerdeck.com/assets/embed.js"></script><Img align="left" border="0" height="1" width="1" style="border:0;float:left;margin:0;padding:0" hspace="0" src="http://feeds.feedblitz.com/~/i/41120076/_/visualizingeconomics">

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<feedburner:origLink>http://visualizingeconomics.com/blog/2012/05/10/comparing-all-occupations</feedburner:origLink><title>Comparing Income &amp; 10-year Job Growth for All Occupations</title><category>My Economic Graphs</category><category>US Inequality of Income</category><dc:creator>Catherine Mulbrandon</dc:creator><pubDate>Thu, 10 May 2012 20:39:29 +0000</pubDate><link>http://feedproxy.google.com/~r/VisualizingEconomics/~3/odxB31ew_cY/visualizingeconomics~Comparing-Income-amp-year-Job-Growth-for-All-Occupations</link><guid isPermaLink="false">50060e33c4aa3dba773634ec:50523539e4b0e0b4ebda923f:505236b0e4b0e0b4ebdaa7f4</guid><description><![CDATA[<p>Here is a&nbsp;sneak&nbsp;peek at my <em>An Illustrated Guide to Income in the United States</em>. 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 <strong><a href="http://eepurl.com/j8_oD">sign up to be notified </a></strong>when the Income Guide is done.&nbsp;</p><p>Data from&nbsp;<a href="http://www.economicmodeling.com/">EMSI</a></p><a href="https://s3.amazonaws.com/visualeconsite/wp-content/uploads/Occupation_treemaps_Page_1.png"><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/50608afde4b0c88c359c43ee/1348504318148/Occupation_treemaps_Page_1.png?format=500w" /><br/></a><a href="https://s3.amazonaws.com/visualeconsite/wp-content/uploads/Occupation_treemaps_Page_2.png"><img src="http://static.squarespace.com/static/50060e33c4aa3dba773634ec/t/50608b28c4aa069d60005b2a/1348504361173/Occupation_treemaps_Page_2.png?format=500w" /><br/></a>]]>
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