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Modeling Semicontinuous Longitudinal Expenditures: A Practical Guide.

Authors :
Smith, Valerie A.
Maciejewski, Matthew L.
Olsen, Maren K.
Source :
Health Services Research. Aug2018 Supplement 1, Vol. 53, p3125-3147. 23p. 4 Charts.
Publication Year :
2018

Abstract

<bold>Objective: </bold>To compare different strategies for analyzing longitudinal expenditure data that have a point mass at $0. We provide guidance on parameter interpretation, research questions, and model selection.<bold>Data Sources, Study Design, and Data Collection: </bold>One-part models, uncorrelated two-part models, correlated conditional two-part (CTP) models, and correlated marginalized two-part (MTP) models have been proposed for longitudinal expenditures that often exhibit a large proportion of zeros and a distribution of continuous, highly right-skewed positive values. Guidance on implementing and interpreting each of these model is illustrated with an example of longitudinal (2000-2003) specialty care expenditures of veterans with hypertension, drawn from Veterans Administration data.<bold>Principal Findings: </bold>The four strategies answer different research questions, are appropriate for different structures of data, and provide different results. If there is a point mass at $0, then the MTP model may be most useful if the primary interest is in mean expenditures of the entire population. A CTP model may be most useful if the primary interest is in the level of expenditures conditional on them being incurred.<bold>Conclusions: </bold>Researchers should consider which modeling strategy for longitudinal expenditure outcomes is both consistent with research aims and appropriate for the data at hand. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00179124
Volume :
53
Database :
Academic Search Index
Journal :
Health Services Research
Publication Type :
Academic Journal
Accession number :
130899129
Full Text :
https://doi.org/10.1111/1475-6773.12815