Acemoglu D, Autor D (2011) Skills, tasks and technologies: implications for employment and earnings. In Card D, Ashenfelter O (eds.) Handbook of labor economics, vol 4, Part B. Elsevier, Amsterdam, p 1043–1171
Acemoglu D, Finkelstein A (2008) Input and technology choices in regulated industries: Evidence from the health care sector. J Political Econ 116:837–880
Aigner D, Lovell C, Schmidt P (1977) Formulation and estimation of stochastic frontier production function models. J Econom 6:21–37
Baumgardner JR (1988) The division of labor, local markets, and worker organization. J Political Econ 96:509–527
Baumgardner JR (1988) Physicians’ services and the division of labor across local markets. J Political Econ 96:948–982
Becker GS, Murphy KM (1994) The division of labor, coordination costs, and knowledge. In Becker GS (ed.) Human capital: a theoretical and empirical analysis with special reference to education, 3rd ed. The University of Chicago Press, p 299–322
Bernini C, Freo M, Gardini A (2004) Quantile estimation of production function. Empir Econ 29:373–381
Besstremyannaya G (2013) The impact of Japanese hospital financing reform on hospital efficiency. Jpn Econ Rev 64:337–362
Besstremyannaya G, Golovan S (2019) Reconsideration of a simple approach to quantile regression for panel data. Econom J 22:292–308
Biørn E, Hagen TP, Iversen T, Magnussen J (2003) The effect of activity-based financing on hospital efficiency: A panel data analysis of DEA efficiency scores 1992–2000. Health Care Manag Sci 6:271–283
Blank JLT, Valdmanis VG (2008) Evaluating hospital policy and performance: Contributions from hospital policy and productivity research, Amsterdam: Elsevier JA
Blank JLT, Valdmanis VG (2010) Environmental factors and productivity of Dutch hospitals: A semi-parametric approach. Health Care Manag Sci 13:27–34
Blank JLT, van Hulst BL (2017) Balancing the health workforce: Breaking down overall technical change into factor technical change for labour: An empirical application to the Dutch hospital industry. Hum Resour Health 15:1–14
Bloom N et al. (2017) What drives differences in management? Working Paper, National Bureau of Economic Research
Bloom N et al. (2019) What drives differences in management practices? Am Econ Rev 109:1648–83
Bloom N, Dorgan S, Dowdy J, Van Reenen J (2007) Management practice and productivity: Why they matter. Working Paper, McKinsey&Company, LSE. https://cep.lse.ac.uk/management/Management_Practice_and_Productivity.pdf
Bloom N, Propper C, Seiler S, Van Reenen J (2015) The impact of competition on management quality: Evidence from public hospitals. Rev Econ Stud 82:457–489
Bloom N, Sadun R, Van Reenen J (2014) Does management matter in healthcare? In Chandra A, Cutler D, Huckman R, Martinez E (eds) Hospital organization and productivity. NBER Conference. https://prod-edxapp.edx-cdn.org/assets/courseware/v1/dd428dcc44daa742d5c5c91aeb9dcd21/c4x/HarvardX/PH555x/asset/Management_Healthcare_June2014.pdf
Bofinger E (1975) Optimal condensation of distributions and optimal spacing of order statistics. J Am Stat Assoc 70:151–154
Boisvert RN (1982) The translog production function: Its properties, its several interpretations and estimation problems. Working Paper, Charles H. Dyson School of Applied Economics and Management, Cornell University
Campbell J, Ikegami N (1998) The art of balance in health policy. Maintaining Japan’s low-cost, egalitarian system. Cambridge University Press, Cambridge
Canay I (2011) A simple approach to quantile regression for panel data. Econom J 14:368–386
Charnes A, Cooper W, Rhodes E (1978) Measuring the efficiency of decision making units. Eur J Oper Res 2:429–444
Chen L, Huo Y (2020) A simple estimator for quantile panel data models using smoothed quantile regressions. Econom J 24:247–263
Chernozhukov V (2005) Extremal quantile regression. Ann Stat 33:806–839
Chiang AC (1984) Fundamental methods of mathematical economics. McGraw-Hill
Christensen EW (2004) Scale and scope economies in nursing homes: A quantile regression approach. Health Econ 13:363–377
Cleverley WO, Harvey RK (1992) Competitive strategy for successful hospital management. J Healthc Manag 37:53
Coelli T, Perelman S (1999) A comparison of parametric and non-parametric distance functions: With application to European railways. Eur J Oper Res 117:326–339
Coelli T, Perelman S (2000) Technical efficiency of European railways: A distance function approach. Appl Econ 32:1967–1976
Dhaene G, Jochmans K (2015) Split-panel jackknife estimation of fixed-effect models. Rev Econ Stud 82:991–1030
Doi S, Ryubori M, Umetsuna K, Hayashi S (2005) DPC dounyu-ga oyobosu kyuuseikibyouin-no eikyou-to kongo-no kadai [The impact of DPC introduction on emergency hospitals and future issues. in Japanese]. Nihon Byouin Gakkaishi 52:72–79
Dorgan S et al. (2010) Management in healthcare: Why good practice really matters. Working Paper, McKinsey&Company, LSE. https://cep.lse.ac.uk/textonly/_new/research/productivity/management/PDF/Management_in_Healthcare_Report.pdf
Feldstein M (1974) Econometric studies of health economics., in Frontiers of Quantitative Econometrics, vol. 2, eds. Intriligator M, Kendrick D, Amsteram: North-Holland, 377–434
Ferrier GD, Valdmanis V (1996) Rural hospital performance and its correlates. J Product Anal 7:63–80
Fujii A (2001) Stochastic cost frontier and cost inefficiency of Japanese hospitals: A panel data analysis. Appl Econ Lett 8:801–812
Galvao AF, Kato K (2016) Smoothed quantile regression for panel data. J Econom 193:92–112
Hames DS (1991) Productivity-enhancing work innovations: Remedies for what ails hospitals? J Healthc Manag 36:545
Harding M, Lamarche C (2014) Estimating and testing a quantile regression model with interactive effects. J Econom 178:101–113
Harding M, Lamarche C (2016) Penalized quantile regression with semiparametric correlated effects: An application with heterogeneous preferences. J Appl Econ 32:342–358
Hendricks W, Koenker R (1992) Hierarchical spline models for conditional quantiles and the demand for electricity. J Am Stat Assoc 87:58–68
Higuchi S (2010) Chuusho jichitai byouin-no genjo-to kadai (current situation and tasks for small and medium local public hospitals). J Jpn Hosp Assoc 5:95–101
Hisamichi S (2010) Byouin keiei koto hajime. Byouin jigyou kanri-no tachiba kara. (Starting hospital management. Point of view of a hospital manager). J Jpn Hosp Assoc 2:98–119
Hollingsworth B (2008) The measurement of efficiency and productivity of health care delivery. Health Econ 17:1107–1128
Hollinsworth B, Peacock S (2008) Efficiency measurement in health and health care. Routledge
Hsu A, Dass AR, Berta W, Coyte P, Laporte A (2017) Efficiency estimation with panel quantile regression: An application using longitudinal data from nursing homes in Ontario, Canada. Working Paper No. 170003. Canadian Centre for Health Economics
Ikegami N (ed.) (2014) Universal health coverage for inclusive and sustainable development: Lessons from Japan. The World Bank
Ikegami N, Buchan J (2014) Licensed practical nurses: One option for expanding the nurses workforce in Japan. In Ikegami N (ed.) Universal health coverage for inclusive and sustainable development: Lessons from Japan. The World Bank, p 133–148
Ikegami N, Campbell JC (1999) Health care reform in Japan: The virtues of muddling through. Health Aff 18:56–75
Ikegami N et al. (2011) Japanese universal health coverage: Evolution, achievements, and challenges. Lancet 378:1106–1115
Iwane T (1976) Wa-ga kuni-no kouritsu byouin-ni tsuite. Byouin koudou-no riron-to jisshotekikenkyu (on the public hospitals in Japan: a behavior model of hospitals and some empirical studies). Osaka Economic Papers. p 35–54
Jacobs R, Smith P, Street A (2006) Measuring efficiency in health care. Analytic techniques and health policy. Cambridge University Press
Jensen GA, Morrisey MA (1986) Medical staff specialty mix and hospital production. J Health Econ 5:253–276
Kanagawa Y (2008) Chiikiiryouwo Mamoru. Jichitaibyouin Keiei Bunseki. (Defending Local Health Care. Management Analysis of Local Public Hospitals). Jichitai kenkyusha, Tokyo
Kaneko K, Onozuka D, Shibuta H, Hagihara A (2018) Impact of electronic medical records (EMRs) on hospital productivity in Japan. Int J Med Inform 118:36–43
Kato K, Galvao Jr AF, Montes-Rojas GV (2012) Asymptotics for panel quantile regression models with individual effects. J Econom 170:76–91
Kawabuchi K, Kajitani K (2003) Time of changes–health care reform in Japan. Jpn Hosp 22:11–18
Kawaguchi H, Tone K, Tsutsui M (2014) Estimation of the efficiency of Japanese hospitals using a dynamic and network data envelopment analysis model. Health Care Manag Sci 17:101–112
Kawaguchi K (2008) Iryo-no Koritsusei Sokutei. Keisoushobou [Estimating Healthcare Efficiency, in Japanese]. Keisoshobo Publishing House, Tokyo
Knox K, Blankmeyer E, Stutzman J (2007) Technical efficiency in Texas nursing facilities: A stochastic production frontier approach. J Econ Finance 31:75–86
Kodera T, Yoneda K (2019) Efficiency and the quality of management and care: Evidence from Japanese public hospitals. App Econ Lett 26:1418–1423
Koenker R (2004) Quantile regression for longitudinal data. J Multivar Anal 91:74–89
Koenker R (2005) Quantile regression. Cambridge University Press
Koenker R, Bassett G (1978) Regression quantiles. Econometrica 46:33–50
Koenker R, Machado JA (1999) Goodness of fit and related inference processes for quantile regression. J Am Stat Assoc 94:1296–1310
Kumazawa M (2010) Kouei-kara minei-he. Ayumi-no shokai. (From public to private management. Description of the change). J Jpn Hosp Assoc 5:88–95
Lee J, McCullough JS, Town RJ (2013) The impact of health information technology on hospital productivity. RAND J Econ 44:545–568
Li H, Lindsay BG, Waterman RP (2003) Efficiency of projected score methods in rectangular array asymptotics. J R Stat Soc Series B (Stat Methodol) 65:191–208
Liu C, Laporte A, Ferguson BS (2008) The quantile regression approach to efficiency measurement: Insights from Monte Carlo simulations. Health Econ 17:1073–1087
Liu J, Tone K (2008) A multistage method to measure efficiency and its application to Japanese banking industry. Socio-Econ Plan Sci 42:75–91
Machado JAF, Santos Silva JMC (2019) Quantiles via moments. J Econom 213:145–173
Mandai N, Watanabe M (2019) Relationship between current account balance ratio and salary ratio in Japanese municipal hospitals. Health 11:1591–1597
Martin C, Jérôme T (2016) Cost (in) efficiency and institutional pressures in nursing home chains. Eur Account Rev 25:687–718
Mas-Colell A, Whinston MD, Green JR (1995) Microeconomic theory. Oxford University Press
Ministry of Health, Labor and Welfare (2012) Heisei 24nendo sinryouhoushuu kaitei-niokeru DPC seido (DPC/PDPS)-no taiyou-nitsuite (gaiyou) (An outline of DPC/PDPS system within the 2012 revision of fee schedule, Mar 28). http://www.mhlw.go.jp/stf/shingi/2r98520000025zci-att/2r98520000025zn7.pdf
Ministry of Internal Affairs and Communications (2007) Kouritsubyouin kaikaku gaidorain [Guidelines for the reform of local public hospitals, in Japanese]. https://www.soumu.go.jp/main_sosiki/c-zaisei/hospital/guidline.html
Ministry of Internal Affairs and Communications (2015) Shinkouritsubyouin kaikaku gaidorain [New guidelines for the reform of local public hospitals, in Japanese]. https://www.soumu.go.jp/main_sosiki/c-zaisei/hospital/guidline.html
Morikawa M (2010) Economies of scale and hospital productivity: An empirical analysis of medical area level panel data. RIETI Discussion Paper Series 10-E-050. The Research Institute of Economy, Trade and Industry
Motohashi H (2009) Productivity of medical services: TFP (total factor productivity) and DEA (data envelopment analysis) of Japanese hospitals. ESRI Discussion Paper Series 210, Economic and Social Research Institute Cabinet Office
Nabemi K (2010) Seimei kagayakasou nihon-no byouincho. (Head of Japanese hospital, which lights up the life). J Jpn Hosp Assoc 1:29–38
Nawata K, Nitta A, Watanabe S, Kawabuchi K (2006) An analysis of the length of stay and effectiveness of treatment for hip fracture patients in japan: Evaluation of the 2002 revision of the medical service fee schedule. J Health Econ 25:722–739
Otto AK (1996) Management style, decision processes, and hospital effectiveness. PhD thesis. Kent State University
Panzar JC, Willig RD (1977) Economies of scale in multi-output production. Q J Econ 91:481–493
Pauly M (1980) Doctors and their workshops: Economic models of physician behavior. University of Chicago Press, A National Bureau of Economic Research Monograph
Rosko M, Mutter R (2008) Stochastic frontier analysis of hospital inefficiency. A review of empirical issues and an assessment of robustness. Med Care Res Rev 65:131–166
Rosko MD (1999) Impact of internal and external environmental pressures on hospital inefficiency. Health Care Manag Sci 2:63–74
Rosko MD (2004) Performance of us teaching hospitals: a panel analysis of cost inefficiency. Health Care Manag Sci 7:7–16
Saito J (2007) DPC-to kyuuseiki byouin-no iryou (DPC and health care at acute hospitals). J Jpn Hosp Assoc 4:12–26
Shima Y et al. (2006) DPCdounyugo-no shinryouhouyshuu seikyuu-no genjou-to mondaiten [Current situation and issues with the fee schedule claims after the introduction of DPCs, in Japanese]. Nihon Byouin Gakkaishi 53:67–71
Stigler GJ (1951) The division of labor is limited by the extent of the market. J Political Econ 59:185–193
Suwabe A (2004) Our efforts on DPC in Iwate Medical University hospital. Rinsho Byouri 52:1011–1014
Takatsuka N, Nishimura S (2008) Oderingu shistemu ga byoinseisansei, kouristusei nioyobosu eikyono hyouka. (Effect of order entry system on hospital productivity and efficiency for inpatient care in Japan). Jpn J Health Econ Policy 20:15–33
Tersigni AR (1992) The effect of leadership styles on hospital labor productivity. PhD thesis. Western Michigan University
Thurston NK, Libby AM (2002) A production function for physician services revisited. Rev Econ Stat 84:184–191
Tomioka T, Mano T, Yamada Y (2008) Medico-economic evaluation on efficient management of large acute care hospitals [in Japanese]. Nihon Iryou Byouin Kanri Gakkaishi 45:55–63
Tsionas EG (2002) Stochastic frontier models with random coefficients. J Appl Econ 17:127–147
Vita MG (1990) Exploring hospital production relationships with flexible functional forms. J Health Econ 9:1–21
Wang H, He X (2007) Detecting differential expressions in GeneChip microarray studies: A quantile approach. J Am Stat Assoc 102:104–112
Weisbrod BA (1992) Productivity and incentives in the medical care sector. Scand J Econ 94:S131–S145
Wooldridge J (2007) Quantile methods. NBER Summer Institute, Lecture Notes 14. http://www.nber.org/WNE/lect_14_quantile.pdf
Worthington A (2004) Frontier efficiency measurement in healthcare: A review of empirical techniques and selected applications. Med Care Res Rev 61:135–170
Yamada T, Yamada T, Kim C, Noguchi H (1997) Efficiency and costs in hospitals: A stochastic frontier approach. Discussion Paper 748. University of Tsukuba, Institute of Policy and Planning Sciences
Zhang X, Tone K, Lu Y (2018) Impact of the local public hospital reform on the efficiency of medium-sized hospitals in Japan: An improved slacks-based measure data envelopment analysis approach. Health Serv Res 53:896–918