Technical and organization issues concerning data range from the scope of datasets, access to the data, the quality of the data, the integration of the data, the application of analytics and ecological fallacies, as well as the skills and organizational capabilities of the research team.
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To prevent ecological fallacy, researchers with no individual data can model first what is occurring at the individual level, then model how the individual and group levels are related, and finally examine whether anything occurring at the group level adds to the understanding of the relationship.
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The Democrats countered that the Republicans'proposal was statistically invalid, an example of the ecological fallacy, and the best solution would be to call each of the felons into court and ask them to swear under oath which political candidate they voted for, after which time their vote would be removed from the total.
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Since that time, fledgling statisticians have been warned away from what has been called the ecological fallacy, or ecological inference problem : using group data, like the overall vote totals and racial makeup of a precinct, to infer something about the behavior of individuals, like how many voters of a particular race voted for a candidate.
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