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- W2016393323 abstract "This paper presents an argument against the wider adoption of complex forms of data analysis, using multi‐level modeling (MLM) as an extended case study. MLM was devised to overcome some deficiencies in existing datasets, such as the bias caused by clustering. The paper suggests that MLM has an unclear theoretical and empirical basis, has not led to important practical research results, is largely unnecessary due to the availability of a range of alternatives, and is therefore overly complex, making research reports harder to read and understand for a general audience for no apparent analytic gain. Above all, the paper shows via examples that MLM has made so little difference in practice that it is worth us also considering its analytic costs. These costs include the promotion of an educational form of ‘asterix economics’, the creation of unworkable premises such as denying the existence of population data, and the tension between the contradictory need for both a large and small number of cases at each s..." @default.
- W2016393323 created "2016-06-24" @default.
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- W2016393323 date "2007-07-01" @default.
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- W2016393323 title "The dubious benefits of multi‐level modeling" @default.
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- W2016393323 doi "https://doi.org/10.1080/17437270701383560" @default.
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