Review of statistical methods for analysing healthcare resources and costs
University of Oxford · Public Health Scotland · +3 more institutions
Abstract
We review statistical methods for analysing healthcare resource use and costs, their ability to address skewness, excess zeros, multimodality and heavy right tails, and their ease for general use. We aim to provide guidance on analysing resource use and costs focusing on randomised trials, although methods often have wider applicability. Twelve broad categories of methods were identified: (I) methods based on the normal distribution, (II) methods following transformation of data, (III) single-distribution generalized linear models (GLMs), (IV) parametric models based on skewed distributions outside the GLM family, (V) models based on mixtures of parametric distributions, (VI) two (or multi)-part and Tobit…
Citation impact
- FWCI
- 63.92
- Percentile
- 100%
- References
- 107
Authors
4Topics & keywords
- Econometrics
- Skewness
- Parametric statistics
- Normality
- Tobit model
- Computer science
- Health care
- Markov chain