![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhcvCTEalK26VQ1L255Q9cO1YiNxGFPN19ojbO9fznAKb9r3o2clqIXqayjSW2TpFOrLmG6mGANaMa7xqGX0hHJ0dGVctO3K2sno3YhvqlbiDNex8JE331YgeHwWIoi008-QA0R3BVL3LrZ/s320/highschoolvscollege.png)
The first scatterplot shows US states, by high school and college graduation rates. Intuitively, these are two variables that could assumed to be correlated. However, the trend is fairly weak: there are a cluster of states with low attainment in both high school and college (most of which are located in the South or Appalachia), but otherwise the trend isn't very strong. If you you look at the "USA" point, all of the states to the right and down of it are states with above average high school graduation rates, but below average rates of college attainment. Likewise, some states have the opposite pattern: California and New York being two of the most important. Also, notice at the very right of the diagram, Alaska and Wyoming have the two highest high school graduation rates.
![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEib1YG-TSABpOOXeEbjuzgOq790KaA6Smr7uv_gkVxu1BKdHYTiD9aWtS1nfutFWhiylV-q0GIA9ahErAN5M5ZCfMR_lvGdYQbFMw7Ffl29Vre24EaKbXBot2fAxZvxHAVBe8T9JZAc1qcQ/s320/obamaversushighschool.png)
This chart, which compares high school graduation rate (as measured in difference from the national average, a somewhat confusing trick I used to make the graph look better) to Obama's margin in the 2008 election, does not provide any obvious evidence that states with high high school graduation rates are more politically liberal. In fact, almost the opposite: the upperleft hand corner of the diagram shows that Utah, Alaska and Wyoming, three states with very high high school attainment are also some of the most conservative. Strangely enough, McCain's support seems to come in two clusters: mountain and prairie states with high high school attainment, and a group of southern and Appalachian states with low high school attainment. And then Oklahoma in the middle. Obama states seem to run the gamut.
![](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiOxjOU37opnT04XaN12ht0KG6va0g3Q0-HR_pfBuaYq2Pn00oqGnwI7z_JgwXjUv95NnpwBbgdwZeNrkHFSmaTHTuBg1Q8k222ZVBGZhWt6K1vpucZr7weuK3MSbiGdZxNgPtn-gnr7eiK/s320/obamaversuscollege.png)
There are many conclusions and guesses to be made from this data, but I will leave that to the reader to determine. I should also point out that there are many caveats about trying to operationalize educational data, since graduation rates across states may not always mean the same thing.
The data for these scatterplots was taken from census.gov, and uselectionatlas.org I tried to be accurate, but there may have been artithmatic or data entry errors. There are many other caveats I could make, but according to my cat I have to go to bed.
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