Skip to main content

Dynamic patterns and small-area variation in public pharmaceutical expenditure

  • Chapter
Empirische Regionalforschung heute

Abstract

The purpose of the study is to investigate dynamics across provinces and time causing Spanish pharmaceutical expenditure to increase. Adjustment for residual correlation across time periods and residual variance instability is shown to be essential. Presence of parametric instability is captured using linear time trends in the coefficients. Control for endogenous spatial spillover across provinces is proved to be highly important. Finally, the results are shown to be robust toward inclusion of control for fixed autonomous community effects. The study adds to previous knowledge by demonstrating the fallacy of simpler traditional approaches and stresses the necessity of not only adjusting for each of these features, but integrating them into a unified framework when analysing small-area health care data.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 69.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 89.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  • Anselin, L. (1988), Spatial econometrics: Methods and models, North-Holland.

    Google Scholar 

  • Bradley, C.P. (1992), Uncomfortable Prescribing Decisions – A Critical Incident Study, Br Med J 304, 294–296.

    Article  Google Scholar 

  • Case, A.C, Rosen, H.S, Hines, J.R. (1993), Budget Spillovers and Fiscal-Policy Interdependence – Evidence from the States, J Public Econ 52, 285–307.

    Article  Google Scholar 

  • Costa-Font, J., Pons-Novell, J. (2007), Public health expenditure and spatial interactions in a decentralized national health system, Health Econ (forthcoming), DOI: 10.1002/hec.1154.

    Google Scholar 

  • Costa-Font, J., Puig-Junoy, J. (2004), Regulatory Ambivalence and the Limitations of Pharmaceutical Policy in Spain, Working Paper No 762, Faculty of Economics and Business, Universitat Pompeu Fabra.

    Google Scholar 

  • Crook, A.M., Knorr-Held, L., Hemingway, H. (2003), Measuring spatial effects in time to event data: a case study using months from angiography to coronary artery bypass graft (CABG), Stat Med 22, 2943–2961. DOI: 10.1002/sim.1535

    Google Scholar 

  • Darbá, J. (2003a), Pharmaceutical expenditure and therapeutic value of new medicines in Spain, Pharmacoeconomics 21, 1211–1212.

    Article  Google Scholar 

  • Darbá, J. (2003b), Pharmaceutical expenditure in Spain: evolution and cost containment measures during 1998_2001, Eur J Health 4, 151–157. DOI: 10.1007/S10198–003-0167–4

    Google Scholar 

  • Dubois, R.W., Batchlor, E., Wade, S. (2002), Geographic variation in the use of medications: Is uniformity good news or bad? Health Aff 21, 240–250.

    Article  Google Scholar 

  • Dubois, R.W., Chawla, A.J., Neslusan, C.A., Smith, M.W., Wade, S. (2000), Explaining drug spending trends: Does perception match reality? Health Aff 19, 231–239.

    Article  Google Scholar 

  • Ess, S.M., Schneeweiss, S., Szucs, T.D. (2003), European healthcare policies for controlling drug expenditure, Pharmacoeconomics 21, 89–103.

    Article  Google Scholar 

  • Florax, R.J.G.M. (1992), The University: A Regional Booster? Economic Impacts of Academic Knowledge Infrastructure, Avebury.

    Google Scholar 

  • Folland, S., Goodman, A.C., Stano, M. (2003), The economics of health and health care, Upper Saddle River, NJ.

    Google Scholar 

  • Gerdtham, U.G., Jönsson, B. (2000), International comparisons of health expenditure: theory, data, and econometric analysis, in: Culyer, A.J. & Newhouse, J.P. (eds.), Handbook of Health Economics, Volume 1, Amsterdam, 11–53.

    Google Scholar 

  • Gerdtham, U.G., Lundin, D. (2004), Why did drug spending increase during the 1990s? A decomposition based on Swedish data, Pharmacoeconomics 22, 29–42.

    Article  Google Scholar 

  • Greene, W. (2003), Econometric Analysis, Fifth Edition, Upper Saddle River, NJ.

    Google Scholar 

  • Ham, C. (1998), Health Care Variation: Assessing the Evidence, Working paper, King's Fund Institute, London.

    Google Scholar 

  • Joines, J.D., Hertz-Picciotto, I., Carey, T.S., Gesler, W., Suchindran, C. (2003), A spatial analysis of county-level variation in hospitalization rates for low back problems in North Carolina, Social Science and Medicine 56, 2541–2553.

    Article  Google Scholar 

  • Kitchener, M., Carrillo, H., Harrington, C. (2004), Medicaid Community-Based Programs: A Longitudinal Analysis of State Variation in Expenditures and Utilization, Inquiry 40, 375–389.

    Google Scholar 

  • Lanska, D.J., Kryscio, R. (1994), Geographic-Distribution of Hospitalization Rates, Case-Fatality, and Mortality from Stroke in the United-States, Neurology 44, 1541–1550.

    Google Scholar 

  • Levaggi, R., Zanola, R. (2003), Flypaper effect and sluggishness: Evidence from regional health expenditure in Italy, International Tax and Public Finance 10, 535–547.

    Article  Google Scholar 

  • Lopez-Casasnovas, G. (2005), Economic considerations regarding pharmaceutical expenditure in Spain and its financing, in: Puig-Junoy J (ed.), The Public Financing of Pharmaceuticals: An Economic Approach, Cheltenham, 189–209.

    Google Scholar 

  • Lopez-Casasnovas, G., Saez, M. (2001), A multilevel analysis on the determinants of regional health care expenditure. A Note, Economics Working Paper 572. Research Centre on Health and Economics (CRES).

    Google Scholar 

  • Lopez-Casasnovas, G., Costa-Font, J., Planas, I. (2005), Diversity and regional inequalities in the Spanish system of health care services, Health Econ 14, S221–235. DOI: 10.1002/hec.1038

    Google Scholar 

  • Macnab, Y.C. (2003a), Hierarchical Bayesian spatial modelling of small-area rates of non-rare disease, Stat Med 22, 1761–1773. DOI: 10.1002/sim.1463

    Google Scholar 

  • Macnab, Y.C. (2003b), Hierarchical Bayesian Modeling of spatially correlated health service outcome and utilization rates, Biometrics 59, 305–316.

    Article  Google Scholar 

  • Metge, C., Black, C., Peterson, S., Kozyrskyj, A.L. (1999), The population's use of pharmaceuticals, Med Care 37, JS42–59.

    Article  Google Scholar 

  • Morgan, S.G. (2005), Booming prescription drug expenditure – A population-based analysis of age dynamics, Med Care 43, 996–1008.

    Article  Google Scholar 

  • Moscone, F., Knapp, M. (2005): Exploring the Spatial Pattern of Mental Health Expenditure, J Ment Health Policy Econ 8, 205–217.

    Google Scholar 

  • Puig-Junoy, J. (2004), Incentives and pharmaceutical reimbursement reforms in Spain, Health Policy 67, 149–165. DOI: 10.1016/S0168–8510(03)00113–1

    Google Scholar 

  • Revelli, F. (2002), Testing the tax mimicking versus expenditure spill-over hypotheses using English data, Appl Econ 34, 1723–1731. DOI: 10.1080/00036840110119448

    Google Scholar 

  • Revelli, F. (2005), On spatial public finance empirics, International Tax and Public Finance 12, 475–492.

    Article  Google Scholar 

  • Rovira, J., Tremosa, R., Gilabert, A. & Torralba M. (2001), The role of prices in drug expenditure analysis, HEPAC 2, 142–149.

    Article  Google Scholar 

  • Wennberg, J., Gittelsohn, A. (1973), Small Area Variation in Health-Care Delivery, Science 182, 1102–7.

    Article  Google Scholar 

  • Westert, G.P., Groenewegen, P.P, Boshuizen, H.C., Spreeuwenberg, P.M.M., Steultjens, M.P.M. (2004), Medical practice variations in hospital care; time trends of a spatial phenomenon, Health Place 10, 215–220. DOI: 10.1016/j.healthplace.2003.07.002

    Google Scholar 

  • Zellner, A. (1962), An Efficient Method of Estimating Seemingly Unrelated Regressions and Tests of Aggregation Bias, J Am Stat Assoc 57, 348–68.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2011 Gabler Verlag | Springer Fachmedien Wiesbaden GmbH

About this chapter

Cite this chapter

Bech, M., Lauridsen, J., López, F., Sánchez, M.M. (2011). Dynamic patterns and small-area variation in public pharmaceutical expenditure. In: Dreger, C., Kosfeld, R., Türck, M. (eds) Empirische Regionalforschung heute. Gabler. https://doi.org/10.1007/978-3-8349-6366-6_7

Download citation

Publish with us

Policies and ethics