Dealing with Skewed Data on Costs and Expenditures
In: The Elgar Companion to Health Economics
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- Willard Manning, 2012. "Dealing with Skewed Data on Costs and Expenditures," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 44, Edward Elgar Publishing.
References listed on IDEAS
- John Mullahy, 1998. "Much Ado About Two: Reconsidering Retransformation and the Two-Part Model in Health Economics," NBER Technical Working Papers 0228, National Bureau of Economic Research, Inc.
- Stephen G. Donald & David A. Green & Harry J. Paarsch, 2000. "Differences in Wage Distributions Between Canada and the United States: An Application of a Flexible Estimator of Distribution Functions in the Presence of Covariates," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(4), pages 609-633.
- Manning, Willard G. & Basu, Anirban & Mullahy, John, 2005.
"Generalized modeling approaches to risk adjustment of skewed outcomes data,"
Journal of Health Economics, Elsevier, vol. 24(3), pages 465-488, May.
- Willard G. Manning & Anirban Basu & John Mullahy, 2003. "Generalized Modeling Approaches to Risk Adjustment of Skewed Outcomes Data," Working Papers 0313, Harris School of Public Policy Studies, University of Chicago.
- Willard G. Manning & Anirban Basu & John Mullahy, 2003. "Generalized Modeling Approaches to Risk Adjustment of Skewed Outcomes Data," NBER Technical Working Papers 0293, National Bureau of Economic Research, Inc.
- Andrew M. Jones (ed.), 2012. "The Elgar Companion to Health Economics, Second Edition," Books, Edward Elgar Publishing, number 14021.
- McDonald, James B. & Xu, Yexiao J., 1995.
"A generalization of the beta distribution with applications,"
Journal of Econometrics, Elsevier, vol. 69(2), pages 427-428, October.
- McDonald, James B. & Xu, Yexiao J., 1995. "A generalization of the beta distribution with applications," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 133-152.
- Foster A. M. & Tian L. & Wei L. J., 2001. "Estimation for the Box-Cox Transformation Model Without Assuming Parametric Error Distribution," Journal of the American Statistical Association, American Statistical Association, vol. 96, pages 1097-1101, September.
- James B. McDonald & Michael Ransom, 2008. "The Generalized Beta Distribution as a Model for the Distribution of Income: Estimation of Related Measures of Inequality," Economic Studies in Inequality, Social Exclusion, and Well-Being, in: Duangkamon Chotikapanich (ed.), Modeling Income Distributions and Lorenz Curves, chapter 8, pages 147-166, Springer.
- Duan, Naihua, et al, 1983. "A Comparison of Alternative Models for the Demand for Medical Care," Journal of Business & Economic Statistics, American Statistical Association, vol. 1(2), pages 115-126, April.
- Mullahy, John, 1998. "Much ado about two: reconsidering retransformation and the two-part model in health econometrics," Journal of Health Economics, Elsevier, vol. 17(3), pages 247-281, June.
- James B. McDonald, 2008.
"Some Generalized Functions for the Size Distribution of Income,"
Economic Studies in Inequality, Social Exclusion, and Well-Being, in: Duangkamon Chotikapanich (ed.), Modeling Income Distributions and Lorenz Curves, chapter 3, pages 37-55,
Springer.
- McDonald, James B, 1984. "Some Generalized Functions for the Size Distribution of Income," Econometrica, Econometric Society, vol. 52(3), pages 647-663, May.
- Wooldridge, Jeffrey M., 1991. "On the application of robust, regression- based diagnostics to models of conditional means and conditional variances," Journal of Econometrics, Elsevier, vol. 47(1), pages 5-46, January.
- Manning, Willard G., 1998. "The logged dependent variable, heteroscedasticity, and the retransformation problem," Journal of Health Economics, Elsevier, vol. 17(3), pages 283-295, June.
- Manning, Willard G. & Mullahy, John, 2001.
"Estimating log models: to transform or not to transform?,"
Journal of Health Economics, Elsevier, vol. 20(4), pages 461-494, July.
- Willard G. Manning & John Mullahy, 1999. "Estimating Log Models: To Transform or Not to Transform?," NBER Technical Working Papers 0246, National Bureau of Economic Research, Inc.
Citations
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Cited by:
- Brilleman, Samuel L. & Gravelle, Hugh & Hollinghurst, Sandra & Purdy, Sarah & Salisbury, Chris & Windmeijer, Frank, 2014. "Keep it simple? Predicting primary health care costs with clinical morbidity measures," Journal of Health Economics, Elsevier, vol. 35(C), pages 109-122.
- Kurt Lavetti & Thomas DeLeire & Nicolas R. Ziebarth, 2023.
"How do low‐income enrollees in the Affordable Care Act marketplaces respond to cost‐sharing?,"
Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 90(1), pages 155-183, March.
- Lavetti, Kurt & DeLeire, Thomas & Ziebarth, Nicolas R., 2019. "How Do Low-Income Enrollees in the Affordable Care Act Marketplaces Respond to Cost-Sharing?," IZA Discussion Papers 12731, Institute of Labor Economics (IZA).
- Lavetti, Kurt & DeLeire, Thomas C. & Ziebarth, Nicolas R., 2023. "How do low-income enrollees in the affordable care act marketplaces respond to cost sharing?," ZEW Discussion Papers 23-049, ZEW - Leibniz Centre for European Economic Research.
- Kurt J. Lavetti & Thomas DeLeire & Nicolas R. Ziebarth, 2019. "How Do Low-Income Enrollees in the Affordable Care Act Marketplaces Respond to Cost-Sharing?," NBER Working Papers 26430, National Bureau of Economic Research, Inc.
- Seghieri, Chiara & Berta, Paolo & Nuti, Sabina, 2019. "Geographic variation in inpatient costs for Acute Myocardial Infarction care: Insights from Italy," Health Policy, Elsevier, vol. 123(5), pages 449-456.
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Keywords
Economics and Finance; Social Policy and Sociology;Statistics
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