Modeling Semicontinuous Longitudinal Expenditures: A Practical Guide

作者：Smith Valerie A^*; Maciejewski Matthew L; Olsen Maren K

来源：Health Services Research, 2018, 53(S1): 3125-3147.

DOI：10.1111/1475-6773.12815

• Semicontinuous data
• two-part models
• zero-inflated
• expenditures
• costs

ObjectiveTo 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.
Data Sources, Study Design, and Data CollectionOne-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 careexpenditures of veterans with hypertension, drawn from Veterans Administration data.
Principal FindingsThe 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.
ConclusionsResearchers should consider which modeling strategy for longitudinal expenditure outcomes is both consistent with research aims and appropriate for the data at hand.

• 出版日期2018-8