Skip to main content
Top
Published in: The European Journal of Health Economics 1/2015

01-01-2015 | Original Paper

Demand uncertainty and hospital costs: an application to Portuguese public hospitals

Authors: Alvaro Santos Almeida, Joana Ferreira Cima

Published in: The European Journal of Health Economics | Issue 1/2015

Login to get access

Abstract

In this paper, we evaluate the effect of demand uncertainty on hospital costs. Since hospital managers want to minimize the probability of not having enough capacity to satisfy demand, and since demand is uncertain, hospitals have to build excess capacity and incur the associated costs. Using panel data comprising information for 43 Portuguese public hospitals for the period 2007–2009, we estimate a translog cost function that relates total variable costs to the usual variables (outputs, the price of inputs, some of the hospitals’ organizational characteristics) and an additional term measuring the excess capacity related to the uncertainty of demand. Demand uncertainty is measured as the difference between actual and projected demand for emergency services. Our results indicate that the cost function term associated with the uncertainty of demand is significant, which means that cost functions that do not include this type of term may be misspecified. For most of our sample, hospitals that face higher demand uncertainty have higher excess capacity and higher costs. Furthermore, we identify economies of scale in hospital costs, at least for smaller hospitals, suggesting that a policy of merging smaller hospitals would contribute to reducing hospital costs.
Appendix
Available only for authorised users
Literature
1.
go back to reference Durán, A., Dubois, H.F.W., Saltman, R.B.: The evolving role of hospitals and recent concepts of public sector governance. In: Durán, A., Dubois, H.F.W., Saltman, R.B. (eds.) Governing Public Hospitals: Reform Strategies and the Movement Towards Institutional Autonomy, pp. 15–33. WHO European Observatory on Health Systems and Policies, Copenhagen (2011) Durán, A., Dubois, H.F.W., Saltman, R.B.: The evolving role of hospitals and recent concepts of public sector governance. In: Durán, A., Dubois, H.F.W., Saltman, R.B. (eds.) Governing Public Hospitals: Reform Strategies and the Movement Towards Institutional Autonomy, pp. 15–33. WHO European Observatory on Health Systems and Policies, Copenhagen (2011)
3.
go back to reference Gaynor, M., Anderson, G.F.: Uncertain demand, the structure of hospital costs and the cost of empty hospital beds. J. Health Econ. 14(3), 291–317 (1995)PubMedCrossRef Gaynor, M., Anderson, G.F.: Uncertain demand, the structure of hospital costs and the cost of empty hospital beds. J. Health Econ. 14(3), 291–317 (1995)PubMedCrossRef
4.
go back to reference Boutsioli, Z.: Demand variability, demand uncertainty and hospital costs: a selective survey of the empirical literature. Glob. J. Health Sci. 2(1), 138–149 (2010) Boutsioli, Z.: Demand variability, demand uncertainty and hospital costs: a selective survey of the empirical literature. Glob. J. Health Sci. 2(1), 138–149 (2010)
5.
go back to reference Lynk, W.J.: The creation of economic efficiencies in hospital mergers. J. Health Econ. 14(5), 507–530 (1995)PubMedCrossRef Lynk, W.J.: The creation of economic efficiencies in hospital mergers. J. Health Econ. 14(5), 507–530 (1995)PubMedCrossRef
6.
go back to reference Duncan, G.M.: The effect of probabilistic demands on the structure of cost functions. J. Risk Uncertain. 3(3), 211–220 (1990)CrossRef Duncan, G.M.: The effect of probabilistic demands on the structure of cost functions. J. Risk Uncertain. 3(3), 211–220 (1990)CrossRef
7.
go back to reference Smet, M.: Measuring performance in the presence of stochastic demand for hospital services: an analysis of Belgian general care hospitals. J. Prod. Anal. 27(1), 13–29 (2007)CrossRef Smet, M.: Measuring performance in the presence of stochastic demand for hospital services: an analysis of Belgian general care hospitals. J. Prod. Anal. 27(1), 13–29 (2007)CrossRef
8.
go back to reference Pauly, M.V., Wilson, P.: Hospital output forecasts and the cost of empty hospital beds. Health Serv. Res. 21(3), 403–428 (1986)PubMedCentralPubMed Pauly, M.V., Wilson, P.: Hospital output forecasts and the cost of empty hospital beds. Health Serv. Res. 21(3), 403–428 (1986)PubMedCentralPubMed
9.
go back to reference Rechel, B., Wright, S., McKee, M.: Translating hospital services into capital asset solutions. In: Rechel, B., Wright, S., Edwards, N., Dowdeswell, B., McKee, M. (eds.) Investing in Hospitals of the Future, pp. 207–229. European Observatory on Health Systems and Policies, Copenhagen (2009) Rechel, B., Wright, S., McKee, M.: Translating hospital services into capital asset solutions. In: Rechel, B., Wright, S., Edwards, N., Dowdeswell, B., McKee, M. (eds.) Investing in Hospitals of the Future, pp. 207–229. European Observatory on Health Systems and Policies, Copenhagen (2009)
10.
go back to reference Breyer, F.: The specification of a hospital cost function. A comment on the recent literature. J. Health Econ. 6(2), 147–157 (1987)PubMedCrossRef Breyer, F.: The specification of a hospital cost function. A comment on the recent literature. J. Health Econ. 6(2), 147–157 (1987)PubMedCrossRef
11.
go back to reference Vitaliano, D.F.: On the estimation of hospital cost functions. J. Health Econ. 6(4), 305–318 (1987)PubMedCrossRef Vitaliano, D.F.: On the estimation of hospital cost functions. J. Health Econ. 6(4), 305–318 (1987)PubMedCrossRef
12.
go back to reference Cowing, T.G., Holtmann, A.G., Powers, S.: Hospital cost analysis: a survey and evaluation of recent studies. Ad. Health Econ. Health Serv. Res. 4, 257–303 (1983) Cowing, T.G., Holtmann, A.G., Powers, S.: Hospital cost analysis: a survey and evaluation of recent studies. Ad. Health Econ. Health Serv. Res. 4, 257–303 (1983)
13.
go back to reference Vita, M.G.: Exploring hospital production relationships with flexible functional forms. J. Health Econ. 9(1), 1–21 (1990)PubMedCrossRef Vita, M.G.: Exploring hospital production relationships with flexible functional forms. J. Health Econ. 9(1), 1–21 (1990)PubMedCrossRef
14.
go back to reference Joskow, P.L.: The effects of competition and regulation on hospital bed supply and the reservation quality of the hospital. Bell J. Econ. 11(2), 421–447 (1980)CrossRef Joskow, P.L.: The effects of competition and regulation on hospital bed supply and the reservation quality of the hospital. Bell J. Econ. 11(2), 421–447 (1980)CrossRef
15.
go back to reference Thorpe, K.: Why are urban hospital costs so high? The relative importance of patient source of admission, teaching, competition, and case mix. Health Serv. Res. 22(6), 821–836 (1988)PubMedCentralPubMed Thorpe, K.: Why are urban hospital costs so high? The relative importance of patient source of admission, teaching, competition, and case mix. Health Serv. Res. 22(6), 821–836 (1988)PubMedCentralPubMed
16.
go back to reference Friedman, B., Pauly, M.: Cost functions for a service firm with variable quality and stochastic demand: the case of hospitals. Rev. Econ. Stat. 63(4), 620–624 (1981)CrossRef Friedman, B., Pauly, M.: Cost functions for a service firm with variable quality and stochastic demand: the case of hospitals. Rev. Econ. Stat. 63(4), 620–624 (1981)CrossRef
17.
go back to reference Friedman, B., Pauly, M.: A new approach to hospital costs functions and some issues in revenue regulation. Health Care Financ. Rev. 4(3), 105–114 (1983)PubMedCentralPubMed Friedman, B., Pauly, M.: A new approach to hospital costs functions and some issues in revenue regulation. Health Care Financ. Rev. 4(3), 105–114 (1983)PubMedCentralPubMed
18.
go back to reference Carey, K.: Stochastic demand for hospitals and optimizing “excess” bed capacity. J. Regul. Econ. 14(2), 165–187 (1998)CrossRef Carey, K.: Stochastic demand for hospitals and optimizing “excess” bed capacity. J. Regul. Econ. 14(2), 165–187 (1998)CrossRef
19.
go back to reference Hughes, D., McGuire, A.: Stochastic demand, production responses and hospital costs. J. Health Econ. 22(6), 999–1010 (2003)PubMedCrossRef Hughes, D., McGuire, A.: Stochastic demand, production responses and hospital costs. J. Health Econ. 22(6), 999–1010 (2003)PubMedCrossRef
20.
go back to reference Baker, L.C., Phibbs, C.S., Guarino, C., Supina, D., Reynolds, J.L.: Within year variation in hospital utilization and its implications for hospital costs. J. Health Econ. 23(1), 191–211 (2004)CrossRef Baker, L.C., Phibbs, C.S., Guarino, C., Supina, D., Reynolds, J.L.: Within year variation in hospital utilization and its implications for hospital costs. J. Health Econ. 23(1), 191–211 (2004)CrossRef
21.
go back to reference Lovell, C.A.K., Rodríguez-Alvarez, A., Wall, A.: The effects of stochastic demand and expense preference behaviour on public hospital costs and excess capacity. Health Econ. 18(2), 227–235 (2009)PubMedCrossRef Lovell, C.A.K., Rodríguez-Alvarez, A., Wall, A.: The effects of stochastic demand and expense preference behaviour on public hospital costs and excess capacity. Health Econ. 18(2), 227–235 (2009)PubMedCrossRef
22.
go back to reference Boutsioli, Z.: Hospital costs and unexpected demand: the case of Greece. Open Econ. J. 4, 49–58 (2011)CrossRef Boutsioli, Z.: Hospital costs and unexpected demand: the case of Greece. Open Econ. J. 4, 49–58 (2011)CrossRef
23.
24.
go back to reference Dranove, D.: Economies of scale in non-revenue producing cost centers: implications for hospital mergers. J. Health Econ. 17(1), 69–83 (1998)PubMedCrossRef Dranove, D.: Economies of scale in non-revenue producing cost centers: implications for hospital mergers. J. Health Econ. 17(1), 69–83 (1998)PubMedCrossRef
25.
go back to reference Peyra, C., Pink, G.: Scale and scope efficiencies through hospital consolidations. J. Health Econ. 25(6), 1049–1068 (2006)CrossRef Peyra, C., Pink, G.: Scale and scope efficiencies through hospital consolidations. J. Health Econ. 25(6), 1049–1068 (2006)CrossRef
27.
go back to reference Conrad, R.F., Strauss, R.P.: A multiple-output multiple-input model of the hospital industry in North Carolina. Appl. Econ. 15(3), 341–352 (1983)CrossRef Conrad, R.F., Strauss, R.P.: A multiple-output multiple-input model of the hospital industry in North Carolina. Appl. Econ. 15(3), 341–352 (1983)CrossRef
28.
go back to reference Cowing, T.G., Holtmann, A.G.: Multiproduct short-run hospital cost functions: empirical evidence and policy implications from cross-section data. South. Econ. J. 49(3), 637–653 (1983)CrossRef Cowing, T.G., Holtmann, A.G.: Multiproduct short-run hospital cost functions: empirical evidence and policy implications from cross-section data. South. Econ. J. 49(3), 637–653 (1983)CrossRef
30.
go back to reference DGS: Centros de Saúde e Hospitais: Recursos e Produção do SNS (2007) DGS: Centros de Saúde e Hospitais: Recursos e Produção do SNS (2007)
31.
go back to reference DGS: Centros de Saúde e Unidades Hospitalares: Recursos e Produção do SNS (2008) DGS: Centros de Saúde e Unidades Hospitalares: Recursos e Produção do SNS (2008)
32.
go back to reference DGS: Centros de Saúde e Unidades Hospitalares: Recursos e Produção do SNS (2009) DGS: Centros de Saúde e Unidades Hospitalares: Recursos e Produção do SNS (2009)
33.
go back to reference Aletras, V., Jones, A., Sheldon, T.A.: Economies of scale and scope. In: Ferguson, B., Sheldon, T.A., Posnett, J. (eds.) Concentration and Choice in Healthcare, pp. 23–36. Financial Times Healthcare, London (1997) Aletras, V., Jones, A., Sheldon, T.A.: Economies of scale and scope. In: Ferguson, B., Sheldon, T.A., Posnett, J. (eds.) Concentration and Choice in Healthcare, pp. 23–36. Financial Times Healthcare, London (1997)
Metadata
Title
Demand uncertainty and hospital costs: an application to Portuguese public hospitals
Authors
Alvaro Santos Almeida
Joana Ferreira Cima
Publication date
01-01-2015
Publisher
Springer Berlin Heidelberg
Published in
The European Journal of Health Economics / Issue 1/2015
Print ISSN: 1618-7598
Electronic ISSN: 1618-7601
DOI
https://doi.org/10.1007/s10198-013-0547-3

Other articles of this Issue 1/2015

The European Journal of Health Economics 1/2015 Go to the issue