Changes in hospital efficiency after privatization

We investigated the effects of privatization on hospital efficiency in Germany. To do so, we obtained bootstrapped data envelopment analysis (DEA) efficiency scores in the first stage of our analysis and subsequently employed a difference-in-difference matching approach within a panel regression framework. Our findings show that conversions from public to private for-profit status were associated with an increase in efficiency of between 2.9 and 4.9%. We defined four alternative post-privatization periods and found that the increase in efficiency after a conversion to private for-profit status appeared to be permanent. We also observed an increase in efficiency for the first three years after hospitals were converted to private non-profit status, but our estimations suggest that this effect was rather transitory. Our findings also show that the efficiency gains after a conversion to private for-profit status were achieved through substantial decreases in staffing ratios in all analyzed staff categories with the exception of physicians and administrative staff. It was also striking that the efficiency gains of hospitals converted to for-profit status were significantly lower in the diagnosis-related groups (DRG) era than in the pre-DRG era. Altogether, our results suggest that converting hospitals to private for-profit status may be an effective way to ensure the scarce resources in the hospital sector are used more efficiently.

[1]  M. Rosko Cost efficiency of US hospitals: a stochastic frontier approach. , 2001, Health economics.

[2]  A. U.S.,et al.  Measuring the efficiency of decision making units , 2003 .

[3]  M. Linna,et al.  Measuring hospital cost efficiency with panel data models. , 1998, Health economics.

[4]  Holger Görg,et al.  Evaluating the Foreign Ownership Wage Premium Using a Difference-in-Differences Matching Approach , 2006 .

[5]  Gabriel Picone,et al.  Are for-profit hospital conversions harmful to patients and to Medicare? , 2002, The Rand journal of economics.

[6]  Klaus M. Schmidt The Costs and Benefits of Privatization: An Incomplete Contracts Approach , 1996 .

[7]  B. Hollingsworth The measurement of efficiency and productivity of health care delivery. , 2008, Health economics.

[8]  Hsihui Chang,et al.  Health care regulation and the operating efficiency of hospitals: Evidence from Taiwan , 2004 .

[9]  M. Farsi Changes in Hospital Quality after Conversion in Ownership Status , 2003, International Journal of Health Care Finance and Economics.

[10]  E. Stuart,et al.  Misunderstandings among Experimentalists and Observationalists about Causal Inference , 2007 .

[11]  Gary King,et al.  Misunderstandings between experimentalists and observationalists about causal inference , 2008 .

[12]  P. W. Wilson,et al.  Estimation and inference in two-stage, semi-parametric models of production processes , 2007 .

[13]  R. Blundell,et al.  Evaluation Methods for Non‐Experimental Data , 2005 .

[14]  B. Hollingsworth Non-Parametric and Parametric Applications Measuring Efficiency in Health Care , 2003, Health care management science.

[15]  A Milstein,et al.  Selective referral to high-volume hospitals: estimating potentially avoidable deaths. , 2000, JAMA.

[16]  Peter C Austin,et al.  Some Methods of Propensity‐Score Matching had Superior Performance to Others: Results of an Empirical Investigation and Monte Carlo simulations , 2009, Biometrical journal. Biometrische Zeitschrift.

[17]  J. Stiglitz,et al.  Privatization, Information and Incentives , 1987 .

[18]  Angie Wade Matched Sampling for Causal Effects , 2008 .

[19]  Pierre Pestieau,et al.  Assessing the Performance of the Public Sector , 2009 .

[20]  Mark V. Pauly,et al.  The Not-For-Profit Hospital as a Physicians' Cooperative , 1973 .

[21]  Jean Tirole,et al.  Privatization and Incentives , 1991 .

[22]  Reinhard Busse,et al.  Measuring, monitoring, and managing quality in Germany's hospitals. , 2009, Health affairs.

[23]  William L. Megginson,et al.  The Financial and Operating Performance of Newly Privatized Firms: an International Empirical Analysis , 1994, Estudios de Administración.

[24]  John Vickers,et al.  Economic Perspectives on Privatization , 1991 .

[25]  Jeffrey A. Smith,et al.  Does Matching Overcome Lalonde's Critique of Nonexperimental Estimators? , 2000 .

[26]  Douglas L. Miller,et al.  Robust Inference with Multi-Way Clustering , 2006 .

[27]  Yasar A. Ozcan,et al.  Health Care Benchmarking and Performance Evaluation: An Assessment Using Data Envelopment Analysis (DEA) , 2007 .

[28]  D. Baker,et al.  Relationships between in-hospital and 30-day standardized hospital mortality: implications for profiling hospitals. , 2000, Health services research.

[29]  Timothy Coelli,et al.  An Introduction to Efficiency and Productivity Analysis , 1997 .

[30]  Paul W. Wilson,et al.  Variation In Inefficiency Among Us Hospitals , 1998 .

[31]  Mikko J. Syrjänen,et al.  Non-discretionary and discretionary factors and scale in data envelopment analysis , 2004, Eur. J. Oper. Res..

[32]  J. Schreyögg,et al.  Costs and Quality of Hospitals in Different Health Care Systems: A Multilevel Approach with Propensity Score Matching , 2010, Health economics.

[33]  Bruce Hollingsworth,et al.  Use of ratios in data envelopment analysis , 2003 .

[34]  J F Burgess,et al.  On measuring the hospital cost/quality trade-off. , 1999, Health economics.

[35]  Michael D. Rosko,et al.  Impact of internal and external environmental pressures on hospital inefficiency , 1999, Health care management science.

[36]  Yasar A. Ozcan,et al.  Data Envelopment Analysis Comparison of Hospital Efficiency and Quality , 2008, Journal of Medical Systems.

[37]  E. Sheshinski,et al.  Privatization and Its Benefits: Theory and Evidence , 2003 .

[38]  Klaus M. Schmidt The Costs and Benefits of Privatization , 1990 .

[39]  Annika Herr,et al.  Profit efficiency and ownership of German hospitals. , 2011, Health economics.

[40]  J. Laffont,et al.  A Theory of Incentives in Procurement and Regulation , 1993 .

[41]  T. Shakespeare,et al.  Observational Studies , 2003 .

[42]  J. Schreyögg,et al.  Effects of Ownership on Hospital Efficiency in Germany , 2009 .

[43]  E. Biørn,et al.  The Effect of Activity-Based Financing on Hospital Efficiency: A Panel Data Analysis of DEA Efficiency Scores 1992–2000 , 2003, Health care management science.

[44]  T. Pham,et al.  Measuring Efficiency in Health Care: Analytic Techniques and Health Policy , 2007 .

[45]  Egil Kjerstad,et al.  Prospective Funding of General Hospitals in Norway—Incentives for Higher Production? , 2003, International Journal of Health Care Finance and Economics.

[46]  Jon A. Chilingerian,et al.  Estimating Hospital Inefficiency: Does Case Mix Matter? , 1999, Journal of Medical Systems.

[47]  K. Carey,et al.  A multilevel modelling approach to analysis of patient costs under managed care. , 2000, Health economics.

[48]  Steven Johnson,et al.  Comparing Techniques for Measuring the Efficiency and Productivity of Australian Private Hospitals , 1998 .

[49]  Andrei Shleifer,et al.  A Theory of Privatisation , 1996 .

[50]  A. Charnes,et al.  Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis , 1984 .

[51]  Yu‐Chu Shen Changes in Hospital Performance after Ownership Conversions , 2003, Inquiry : a journal of medical care organization, provision and financing.

[52]  Belén Villalonga Privatization and efficiency: differentiating ownership effects from political, organizational, and dynamic effects , 2000 .

[53]  Stephen Martin,et al.  The Impact of UK Privatisation on Labour and Total Factor Productivity , 1995 .

[54]  H S Luft,et al.  Appropriate measures of hospital market areas. , 1987, Health services research.

[55]  J. Angrist,et al.  Choosing Among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs : The Case of Manpower Training , 2007 .

[56]  Y. Ozcan Health Care Benchmarking and Performance Evaluation , 2008 .

[57]  Avner Ben-Ner,et al.  The Nonprofit Economy. , 1985 .

[58]  P. W. Wilson,et al.  Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models , 1998 .

[59]  A. Shleifer,et al.  A Theory of Yardstick Competition , 1985 .

[60]  Sanford J. Grossman,et al.  AN ANALYSIS OF THE PRINCIPAL-AGENT PROBLEM , 1983 .

[61]  Leâ Opold Simar,et al.  A general methodology for bootstrapping in non-parametric frontier models , 2000 .

[62]  H. Görg,et al.  Evaluating the Foreign Ownership Wage Premium Using a Difference-Indifferences Matching Approach , 2006 .

[63]  L. Aiken,et al.  Hospital nurse staffing and patient mortality, nurse burnout, and job dissatisfaction. , 2002, JAMA.

[64]  Kathleen Carey,et al.  Hospital Length of Stay and Cost: A Multilevel Modeling Analysis , 2002, Health Services and Outcomes Research Methodology.

[65]  Dieter Bös,et al.  Privatization: A Theoretical Treatment , 1991 .

[66]  Peter C Austin,et al.  A critical appraisal of propensity‐score matching in the medical literature between 1996 and 2003 , 2008, Statistics in medicine.

[67]  Yu-Chu Shen,et al.  The effect of hospital ownership choice on patient outcomes after treatment for acute myocardial infarction. , 2002, Journal of health economics.

[68]  M. Rosko Performance of U.S. Teaching Hospitals: A Panel Analysis of Cost Inefficiency , 2004, Health care management science.

[69]  William L. Megginson,et al.  Forthcoming, Journal of Economic Literature FROM STATE TO MARKET: A SURVEY OF EMPIRICAL STUDIES ON PRIVATIZATION , 2000 .

[70]  C. Schmid,et al.  Hospital Ownership and Financial Performance: What Explains the Different Findings in the Empirical Literature? , 2007, Inquiry : a journal of medical care organization, provision and financing.

[71]  Jeffrey P. Harrison,et al.  Efficiency of Federal Hospitals in the United States , 2004, Journal of Medical Systems.

[72]  L. Aiken,et al.  Organization and outcomes of inpatient AIDS care. , 1999, LDI issue brief.

[73]  L. Burns,et al.  The impact of hospital ownership conversions: Review of the literature and results from a comparative field study , 2009 .

[74]  A. Herr Cost and technical efficiency of German hospitals: does ownership matter? , 2008, Health economics.

[75]  A. Shleifer,et al.  Politicians and Firms , 1994 .

[76]  Paul R. Rosenbaum,et al.  Optimal Matching for Observational Studies , 1989 .

[77]  Joe Zhu,et al.  Benchmarking with quality-adjusted DEA (Q-DEA) to seek lower-cost high-quality service: Evidence from a U.S.bank application , 2006, Ann. Oper. Res..

[78]  M. Kifmann,et al.  Premium subsidies and social insurance: Substitutes or complements? , 2011 .

[79]  J. Newhouse Toward a Theory of Nonprofit Institutions: An Economic Model of a Hospital , 1970 .

[80]  Cláudia S. Sarrico,et al.  Pitfalls and protocols in DEA , 2001, Eur. J. Oper. Res..

[81]  E. Fama,et al.  Separation of Ownership and Control , 1983, The Journal of Law and Economics.

[82]  P. Austin,et al.  A Modification of the Elixhauser Comorbidity Measures Into a Point System for Hospital Death Using Administrative Data , 2009, Medical care.

[83]  Jonas Schreyögg,et al.  Cost accounting to determine prices: How well do prices reflect costs in the German DRG-system? , 2006, Health care management science.

[84]  Petra E. Todd,et al.  Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme , 1997 .

[85]  V. Valdmanis,et al.  East-west: does it make a difference to hospital efficiencies in Ukraine? , 2006, Health economics.

[86]  D. Rubin Matched Sampling for Causal Effects: The Use of Matched Sampling and Regression Adjustment to Remove Bias in Observational Studies , 1973 .

[87]  J. Haskel,et al.  Privatization, Liberalization, Wages and Employment: Theory and Evidence for the UK , 1993 .