방법 비교

	Ecological Fallacy Analysis	Modifiable Areal Unit Problem
분야	Human Geography	Human Geography
계열	Process / pipeline	Process / pipeline
기원 연도	1950	1984
창시자	William S. Robinson	Stan Openshaw
유형	Diagnosis and correction of bias when inferring individual relationships from aggregate data	Source of bias and sensitivity in the analysis of spatially aggregated data
원전	Robinson, W. S. (1950). Ecological correlations and the behavior of individuals. American Sociological Review, 15(3), 351–357.	Openshaw, S. (1984). The Modifiable Areal Unit Problem. Concepts and Techniques in Modern Geography No. 38. Geo Books, Norwich. ISBN: 9780860941347
별칭	Ecological Inference, Ecological Bias Analysis, Aggregation Bias Analysis	MAUP, Scale and Zoning Effect, Aggregation Problem
관련	4	4
요약	The ecological fallacy is the error of inferring relationships among individuals from correlations measured on groups, and ecological fallacy analysis is the practice of detecting, decomposing, and correcting that bias. William Robinson's 1950 paper demonstrated the danger starkly: the correlation between literacy and immigrant status across U.S. states was strongly positive at the aggregate level yet negative at the individual level. The work shows that an association observed between area averages can be inflated, attenuated, or reversed relative to the underlying individual association, so aggregate evidence cannot be read directly as evidence about people.	The modifiable areal unit problem (MAUP) is the finding that statistical results computed on spatially aggregated data depend on the arbitrary choice of how space is divided into zones. Stan Openshaw's 1984 monograph crystallized the issue into two intertwined components — a scale effect, where results change as data are grouped into larger or smaller units, and a zoning effect, where results change when the boundaries are redrawn at a fixed scale. Because the units used in geography (census tracts, districts, grid cells) are almost always modifiable rather than natural, almost every aggregate spatial statistic is potentially an artefact of its zonation.