Anti-Immigrant Sentiment and Occupational Context: An Examination of Multilevel Model Estimates When Samples Are Small
|dc.creator||Kunovich, Robert M.|
|dc.identifier.citation||Ask: Research and Methods. Volume 22, Issue 1 (2013), pp. 5-36||en_US|
|dc.description.abstract||Many who study anti-immigrant sentiment attribute negative attitudes among the native population to objective economic threats that immigrants may pose. In multilevel studies, researchers focus almost exclusively on geographic regions, such as metropolitan areas or countries, as contexts within which to examine the consequences of objective economic threats. Although geographic regions are relevant, it is important to measure competition in other contextual units, such as occupations. Methodological challenges, however, have inhibited the measurement of economic competition and other important concepts in alternative contexts. Small sample sizes within occupations, for example, raise questions about statistical power and estimation. In this paper, the author uses data from the 2004 General Social Survey (GSS) to examine the consequences of small occupation-specific sample sizes for multilevel models predicting the perceived threat of immigrants in the US. The author examines estimates using different groupings within the International Standard Classification of Occupations (ISCO) scheme: 1) 390 detailed occupations, 2) 116 minor groups, 3) 28 sub-major groups and 4) 9 major groups. Results demonstrate that estimates based on a larger number of occupations (i.e., 390 or 116) are generally adequate despite the small occupation-specific sample sizes. Moreover, pooling the data substantially reduces the between-occupation variance, which may lead researchers to conclude that occupations are irrelevant.||en_US|
|dc.rights||This item may be protected by copyright, and is made available here for research and educational purposes. The user is responsible for making a final determination of copyright status. If copyright protection applies, permission must be obtained from the copyright holder to reuse, publish, or reproduce the object beyond the bounds of Fair Use or other exemptions to the law. We are eager to hear from any copyright holders who are not properly identified.||en_US|
|dc.title||Anti-Immigrant Sentiment and Occupational Context: An Examination of Multilevel Model Estimates When Samples Are Small||en_US|
Files in this item
Items in Knowledge Bank are protected by copyright, with all rights reserved, unless otherwise indicated.