Ecological regression
{{Short description|Statistical technique}}
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Ecological regression is a statistical technique which runs regression on aggregates, often used in political science and history to estimate group voting behavior from aggregate data.{{Cite journal |last=Gelman |first=Andrew |last2=Park |first2=David K. |last3=Ansolabehere |first3=Stephen |last4=Price |first4=Phillip N. |last5=Minnite |first5=Lorraine C. |date=2001 |title=Models, assumptions and model checking in ecological regressions |url=http://www.stat.columbia.edu/~gelman/research/published/ecological.pdf |journal=Journal of the Royal Statistical Society, Series A (Statistics in Society) |volume=164 |issue=1 |pages=101–118 |doi=10.1111/1467-985x.00190 |issn=0964-1998}}
For example, if counties have a known Democratic vote (in percentage) D, and a known percentage of Catholics, C, then running a linear regression of dependent variable D against independent variable C will give D = a + bC. If the regression gives D = .22 + .45C for example, then the estimated Catholic vote (C = 1) is 67% Democratic and the non-Catholic vote (C = 0) is 22% Democratic. The technique has been often used in litigation brought under the Voting Rights Act of 1965 to see how blacks and whites voted.{{cite book|author=Jacob S. Siegel|title=Applied Demography: Applications to Business, Government, Law and Public Policy|url=https://books.google.com/books?id=a5Ax1oRbkDMC&pg=PA557|year=2002|publisher=Emerald Group |page=557|isbn=9780126418408}}
See also
References
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Further reading
- {{cite journal |last=Brown |first=Philip J. |first2=Clive D. |last2=Payne |title=Aggregate Data, Ecological Regression, and Voting Transitions |journal=Journal of the American Statistical Association |year=1986 |volume=81 |issue=394 |pages=452–460 |jstor=2289235 |doi=10.1080/01621459.1986.10478290}} advanced techniques
- {{cite book|author1=King, Gary|author2=Martin Abba Tanner|author3=Ori Rosen|title=Ecological Inference: New Methodological Strategies|url=https://books.google.com/books?id=g0G4Gx_kx6gC&pg=PA186|year=2004|publisher=Cambridge University Press|isbn=9780521542807}}
- {{cite journal |last=Kousser |first=J. Morgan |title=Ecological Regression and the Analysis of past Politics |journal=Journal of Interdisciplinary History |year=1973 |volume=4 |issue=2 |pages=237–262 |jstor=202265 |doi=10.2307/202265 |url=https://authors.library.caltech.edu/41012/1/Kousser_1973p237.pdf }} with guide to the literature
Category:Covariance and correlation
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