Measuring heterogeneity in hospital productivity: a quantile regression approach
Author
Abstract
Suggested Citation
DOI: 10.1007/s11123-022-00650-3
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Galvao, Antonio F. & Kato, Kengo, 2016. "Smoothed quantile regression for panel data," Journal of Econometrics, Elsevier, vol. 193(1), pages 92-112.
- Gary S. Becker & Kevin M. Murphy, 1994.
"The Division of Labor, Coordination Costs, and Knowledge,"
NBER Chapters, in: Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition, pages 299-322,
National Bureau of Economic Research, Inc.
- Gary S. Becker & Kevin M. Murphy, 1992. "The Division of Labor, Coordination Costs, and Knowledge," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(4), pages 1137-1160.
- Becker, G.S. & Murphy, K.M., 1991. "The Division of Labor, Coordination Costs, and Knowledge," University of Chicago - Economics Research Center 92-5, Chicago - Economics Research Center.
- Becker, Gary S. & Murphy, Kevin M., 1992. "The Division of Labor, Coordination Costs, and Knowledge," Working Papers 79, The University of Chicago Booth School of Business, George J. Stigler Center for the Study of the Economy and the State.
- Daron Acemoglu & Amy Finkelstein, 2008.
"Input and Technology Choices in Regulated Industries: Evidence from the Health Care Sector,"
Journal of Political Economy, University of Chicago Press, vol. 116(5), pages 837-880, October.
- Daron Acemoglu & Amy Finkelstein, 2006. "Input and Technology Choices in Regulated Industries: Evidence From the Health Care Sector," NBER Working Papers 12254, National Bureau of Economic Research, Inc.
- Kato, Kengo & F. Galvao, Antonio & Montes-Rojas, Gabriel V., 2012. "Asymptotics for panel quantile regression models with individual effects," Journal of Econometrics, Elsevier, vol. 170(1), pages 76-91.
- Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
- Chunping Liu & Audrey Laporte & Brian S. Ferguson, 2008.
"The quantile regression approach to efficiency measurement: insights from Monte Carlo simulations,"
Health Economics, John Wiley & Sons, Ltd., vol. 17(9), pages 1073-1087, September.
- ChunpingLiu & Audrey Laporte & Brian Ferguson, 2007. "The Quantile Regression Approach to Efficiency Measurement: Insights from Monte Carlo Simulations," Health, Econometrics and Data Group (HEDG) Working Papers 07/14, HEDG, c/o Department of Economics, University of York.
- MORIKAWA Masayuki, 2010. "Economies of Scale and Hospital Productivity: An empirical analysis of medical area level panel data," Discussion papers 10050, Research Institute of Economy, Trade and Industry (RIETI).
- Mark Pauly, 1980. "Appendix to "Doctors and Their Workshops: Economic Models of Physician Behavior"," NBER Chapters, in: Doctors and Their Workshops: Economic Models of Physician Behavior, pages 119-122, National Bureau of Economic Research, Inc.
- Haihong Li & Bruce G. Lindsay & Richard P. Waterman, 2003. "Efficiency of projected score methods in rectangular array asymptotics," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 65(1), pages 191-208, February.
- Jinhyung Lee & Jeffrey S. McCullough & Robert J. Town, 2013.
"The impact of health information technology on hospital productivity,"
RAND Journal of Economics, RAND Corporation, vol. 44(3), pages 545-568, September.
- Jinhyung Lee & Jeffrey S. McCullough & Robert J. Town, 2012. "The Impact of Health Information Technology on Hospital Productivity," NBER Working Papers 18025, National Bureau of Economic Research, Inc.
- Geert Dhaene & Koen Jochmans, 2015.
"Split-panel Jackknife Estimation of Fixed-effect Models,"
The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(3), pages 991-1030.
- Geert Dhaene & Koen Jochmans, 2010. "Split-panel jackknife estimation of fixed-effect models," Working Papers hal-03627120, HAL.
- Geert Dhaene & Koen Jochmans, 2015. "Split-panel jackknife estimation of fixed-effect models," Post-Print hal-03392997, HAL.
- Geert Dhaene & Koen Jochmans, 2014. "Split-Panel Jackknife Estimation of Fixed-Effect Models," SciencePo Working papers hal-01070553, HAL.
- Geert Dhaene & Koen Jochmans, 2014. "Split-Panel Jackknife Estimation of Fixed-Effect Models," Working Papers hal-01070553, HAL.
- Geert Dhaene & Koen Jochmans, 2014. "Split-Panel Jackknife Estimation of Fixed-Effect Models," SciencePo Working papers Main hal-01070553, HAL.
- DHAENE, Geert & JOCHMANS, Koen, 2010. "Split-panel jackknife estimation of fixed-effect models," LIDAM Discussion Papers CORE 2010003, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Geert Dhaene & Koen Jochmans, 2015. "Split-panel jackknife estimation of fixed-effect models," SciencePo Working papers Main hal-03392997, HAL.
- Bruce Hollingsworth, 2008. "The measurement of efficiency and productivity of health care delivery," Health Economics, John Wiley & Sons, Ltd., vol. 17(10), pages 1107-1128, October.
- Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
- Norman K Thurston & Anne M. Libby, 2002. "A Production Function For Physician Services Revisited," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 184-191, February.
- Jos Blank & Vivian Valdmanis, 2010. "Environmental factors and productivity on Dutch hospitals: a semi-parametric approach," Health Care Management Science, Springer, vol. 13(1), pages 27-34, March.
- Harding, Matthew & Lamarche, Carlos, 2014.
"Estimating and testing a quantile regression model with interactive effects,"
Journal of Econometrics, Elsevier, vol. 178(P1), pages 101-113.
- Harding, Matthew & Lamarche, Carlos, 2012. "Estimating and Testing a Quantile Regression Model with Interactive Effects," IZA Discussion Papers 6802, Institute of Labor Economics (IZA).
- Efthymios G. Tsionas, 2002.
"Stochastic frontier models with random coefficients,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 17(2), pages 127-147.
- Tsionas, E.G., 2001. "Stochastic Frontier Models with Random Coefficients," Athens University of Economics and Business 130, Athens University of Economics and Business, Department of International and European Economic Studies.
- Eric W. Christensen, 2004. "Scale and scope economies in nursing homes: A quantile regression approach," Health Economics, John Wiley & Sons, Ltd., vol. 13(4), pages 363-377, April.
- Nicholas Bloom & Erik Brynjolfsson & Lucia Foster & Ron Jarmin & Megha Patnaik & Itay Saporta-Eksten & John Van Reenen, 2017.
"What drives differences in management?,"
CEP Discussion Papers
dp1470, Centre for Economic Performance, LSE.
- Nicholas Bloom & Erik Brynjolfsson & Lucia Foster & Ron S. Jarmin & Megha Patnaik & Itay Saporta-Eksten & John Van Reenen, 2017. "What Drives Differences in Management?," NBER Working Papers 23300, National Bureau of Economic Research, Inc.
- Nicholas Bloom & Erik Brynjolfsson & Lucia Foster & Ron Jarmin & Megha Patnaik & Itay Saporta-Eksten & John Van Reenen, 2017. "What Drives Differences in Management?," Working Papers 17-32, Center for Economic Studies, U.S. Census Bureau.
- Bloom, Nicholas & Brynjolfsson, Erik & Foster, Lucia & Jarmin, Ron & Patnaik, Megha & Saporta-Eksten, Itay & Van Reenen, John, 2017. "What Drives Differences in Management?," IZA Discussion Papers 10724, Institute of Labor Economics (IZA).
- Van Reenen, John & Bloom, Nicholas & Brynjolfsson, Erik & Foster, Lucia & Jarmin, Ron & Patnaik, Megha & Saporta-Eksten, Itay, 2017. "What Drives Differences in Management?," CEPR Discussion Papers 11995, C.E.P.R. Discussion Papers.
- Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
- Boisvert, Richard N., 1982. "The Translog Production Function: Its Properties, Its Several Interpretations and Estimation Problems," Research Bulletins 182035, Cornell University, Department of Applied Economics and Management.
- Galina Besstremyannaya & Sergei Golovan, 2019.
"Reconsideration of a simple approach to quantile regression for panel data,"
The Econometrics Journal, Royal Economic Society, vol. 22(3), pages 292-308.
- Galina Besstremyannaya & Sergei Golovan, 2018. "Reconsideration of a simple approach to quantile regression for panel data," Working Papers w0248, New Economic School (NES).
- Nicholas Bloom & Erik Brynjolfsson & Lucia Foster & Ron Jarmin & Megha Patnaik & Itay Saporta-Eksten & John Van Reenen, 2019.
"What Drives Differences in Management Practices?,"
American Economic Review, American Economic Association, vol. 109(5), pages 1648-1683, May.
- Bloom, Nicholas & Brynjolfsson, Erik & Foster, Lucia & Jarmin, Ron & Patnaik, Megha & Saporta-Eksten, Itay & Van Reenen, John, 2017. "What drives differences in management practices?," LSE Research Online Documents on Economics 83600, London School of Economics and Political Science, LSE Library.
- Bloom, Nicholas & Brynjolfsson, Erik & Foster, Lucia & Jarmin, Ron & Patnaik, Megha & Saporta-Eksten, Itay & Van Reenen, John, 2019. "What drives differences in management practices?," LSE Research Online Documents on Economics 101175, London School of Economics and Political Science, LSE Library.
- Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
- Mark Pauly, 1980. "Doctors and Their Workshops: Economic Models of Physician Behavior," NBER Books, National Bureau of Economic Research, Inc, number paul80-1.
- Mas-Colell, Andreu & Whinston, Michael D. & Green, Jerry R., 1995. "Microeconomic Theory," OUP Catalogue, Oxford University Press, number 9780195102680.
- Toshiki Kodera & Koji Yoneda, 2019. "Efficiency and the quality of management and care: evidence from Japanese public hospitals," Applied Economics Letters, Taylor & Francis Journals, vol. 26(17), pages 1418-1423, October.
- Tim Coelli & Sergio Perelman, 2000. "Technical efficiency of European railways: a distance function approach," Applied Economics, Taylor & Francis Journals, vol. 32(15), pages 1967-1976.
- Jensen, Gail A. & Morrisey, Michael A., 1986. "Medical staff specialty mix and hospital production," Journal of Health Economics, Elsevier, vol. 5(3), pages 253-276, September.
- Gary S. Becker, 1994. "Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition," NBER Books, National Bureau of Economic Research, Inc, number beck94-1.
- Galina Besstremyannaya, 2013. "The impact of Japanese hospital financing reform on hospital efficiency: A difference-in-difference approach," The Japanese Economic Review, Japanese Economic Association, vol. 64(3), pages 337-362, September.
- Baumgardner, James R, 1988. "The Division of Labor, Local Markets, and Worker Organization," Journal of Political Economy, University of Chicago Press, vol. 96(3), pages 509-527, June.
- Victor Chernozhukov, 2005. "Extremal quantile regression," Papers math/0505639, arXiv.org.
- Kris Knox & Eric Blankmeyer & J. Stutzman, 2007. "Technical efficiency in texas nursing facilities: A stochastic production frontier approach," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 31(1), pages 75-86, March.
- Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
- Baumgardner, James R, 1988. "Physicians' Services and the Division of Labor across Local Markets," Journal of Political Economy, University of Chicago Press, vol. 96(5), pages 948-982, October.
- Hiroyuki Kawaguchi & Kaoru Tone & Miki Tsutsui, 2014. "Estimation of the efficiency of Japanese hospitals using a dynamic and network data envelopment analysis model," Health Care Management Science, Springer, vol. 17(2), pages 101-112, June.
- George J. Stigler, 1951. "The Division of Labor is Limited by the Extent of the Market," Journal of Political Economy, University of Chicago Press, vol. 59(3), pages 185-185.
- Geert Dhaene & Koen Jochmans, 2015.
"Split-panel Jackknife Estimation of Fixed-effect Models,"
Review of Economic Studies, Oxford University Press, vol. 82(3), pages 991-1030.
- DHAENE, Geert & JOCHMANS, Koen, 2010. "Split-panel jackknife estimation of fixed-effect models," LIDAM Discussion Papers CORE 2010003, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Geert Dhaene & Koen Jochmans, 2015. "Split-panel jackknife estimation of fixed-effect models," SciencePo Working papers hal-03392997, HAL.
- Geert Dhaene & Koen Jochmans, 2014. "Split-Panel Jackknife Estimation of Fixed-Effect Models," SciencePo Working papers hal-01070553, HAL.
- Geert Dhaene & Koen Jochmans, 2014. "Split-Panel Jackknife Estimation of Fixed-Effect Models," Working Papers hal-01070553, HAL.
- Geert Dhaene & Koen Jochmans, 2014. "Split-Panel Jackknife Estimation of Fixed-Effect Models," Sciences Po publications 2014-03, Sciences Po.
- Geert Dhaene & Koen Jochmans, 2010. "Split-panel jackknife estimation of fixed-effect models," Sciences Po publications info:hdl:2441/eu4vqp9ompq, Sciences Po.
- Geert Dhaene & Koen Jochmans, 2015. "Split-panel jackknife estimation of fixed-effect models," Post-Print hal-03392997, HAL.
- Geert Dhaene & Koen Jochmans, 2014. "Split-Panel Jackknife Estimation of Fixed-Effect Models," Sciences Po Economics Discussion Papers 2014-03, Sciences Po Departement of Economics.
- Nawata, Kazumitsu & Nitta, Ayako & Watanabe, Sonoko & Kawabuchi, Koichi, 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," Journal of Health Economics, Elsevier, vol. 25(4), pages 722-739, July.
- Wang, Huixia & He, Xuming, 2007. "Detecting Differential Expressions in GeneChip Microarray Studies: A Quantile Approach," Journal of the American Statistical Association, American Statistical Association, vol. 102, pages 104-112, March.
- Coelli, Tim & Perelman, Sergio, 1999. "A comparison of parametric and non-parametric distance functions: With application to European railways," European Journal of Operational Research, Elsevier, vol. 117(2), pages 326-339, September.
- Vita, Michael G., 1990. "Exploring hospital production relationships with flexible functional forms," Journal of Health Economics, Elsevier, vol. 9(1), pages 1-21, June.
- John C. Panzar & Robert D. Willig, 1977. "Economies of Scale in Multi-Output Production," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 91(3), pages 481-493.
- Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
- Liu, Junming & Tone, Kaoru, 2008. "A multistage method to measure efficiency and its application to Japanese banking industry," Socio-Economic Planning Sciences, Elsevier, vol. 42(2), pages 75-91, June.
- repec:bla:scandj:v:94:y:1992:i:0:p:s131-45 is not listed on IDEAS
- Naoki Ikegami, 2014. "Universal Health Coverage for Inclusive and Sustainable Development : Lessons from Japan," World Bank Publications - Books, The World Bank Group, number 20412.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Galina Besstremyannaya, 2015. "Heterogeneous effect of residency matching and prospective payment on labor returns and hospital scale economies," Discussion Papers 15-001, Stanford Institute for Economic Policy Research.
- Galina Besstremyannaya, 2014. "The efficiency of labor matching and remuneration reforms: a panel data quantile regression approach with endogenous treatment variables," Working Papers w0206, New Economic School (NES).
- Besstremyannaya, Galina & Golovan, Sergei, 2021. "Measuring heterogeneity with fixed effect quantile regression: Long panels and short panels," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 64, pages 70-82.
- Galina Besstremyannaya, 2014. "The efficiency of labor matching and remuneration reforms: a panel data quantile regression approach with endogenous treatment variables," Working Papers w0206, Center for Economic and Financial Research (CEFIR).
- Boikos, Spyridon & Panagiotidis, Theodore & Voucharas, Georgios, 2022.
"Financial development, reforms and growth,"
Economic Modelling, Elsevier, vol. 108(C).
- Spyridon Boikos & Theodore Panagiotidis & Georgios Voucharas, 2021. "Financial Development, Reforms and Growth," Bank of Lithuania Working Paper Series 98, Bank of Lithuania.
- Spyridon Boikos & Theodore Panagiotidis & Georgios Voucharas, 2021. "Financial Development, Reforms and Growth," Working Paper series 21-24, Rimini Centre for Economic Analysis.
- Spyridon Boikos & Theodore Panagiotidis & Georgios Voucharas, 2022. "Financial Development, Reforms and Growth," Discussion Paper Series 2022_07, Department of Economics, University of Macedonia, revised Sep 2022.
- Galvao, Antonio F. & Gu, Jiaying & Volgushev, Stanislav, 2020.
"On the unbiased asymptotic normality of quantile regression with fixed effects,"
Journal of Econometrics, Elsevier, vol. 218(1), pages 178-215.
- Antonio F. Galvao & Jiaying Gu & Stanislav Volgushev, 2018. "On the Unbiased Asymptotic Normality of Quantile Regression with Fixed Effects," Papers 1807.11863, arXiv.org, revised Feb 2020.
- Besstremyannaya, Galina, 2017. "Heterogeneous effect of the global financial crisis and the Great East Japan Earthquake on costs of Japanese banks," Journal of Empirical Finance, Elsevier, vol. 42(C), pages 66-89.
- Battagliola, Maria Laura & Sørensen, Helle & Tolver, Anders & Staicu, Ana-Maria, 2022. "A bias-adjusted estimator in quantile regression for clustered data," Econometrics and Statistics, Elsevier, vol. 23(C), pages 165-186.
- Liang Chen & Yulong Huo, 2019. "A Simple Estimator for Quantile Panel Data Models Using Smoothed Quantile Regressions," Papers 1911.04729, arXiv.org.
- Chernozhukov, Victor & Fernández-Val, Iván & Weidner, Martin, 2024.
"Network and panel quantile effects via distribution regression,"
Journal of Econometrics, Elsevier, vol. 240(2).
- Victor Chernozhukov & Iv'an Fern'andez-Val & Martin Weidner, 2018. "Network and Panel Quantile Effects Via Distribution Regression," Papers 1803.08154, arXiv.org, revised Jun 2020.
- Victor Chernozhukov & Ivan Fernandez-Val & Martin Weidner, 2018. "Network and panel quantile effects via distribution regression," CeMMAP working papers CWP21/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Victor Chernozhukov & Ivan Fernandez-Val & Martin Weidner, 2020. "Network and Panel Quantile Effects Via Distribution Regression," CeMMAP working papers CWP27/20, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Victor Chernozhukov & Ivan Fernandez-Val & Martin Weidner, 2018. "Network and panel quantile effects via distribution regression," CeMMAP working papers CWP70/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Panagiotidis, Theodore & Printzis, Panagiotis, 2021. "Investment and uncertainty: Are large firms different from small ones?," Journal of Economic Behavior & Organization, Elsevier, vol. 184(C), pages 302-317.
- Talan, Amogh & Rao, Amar & Sharma, Gagan Deep & Apostu, Simona-Andreea & Abbas, Shujaat, 2023. "Transition towards clean energy consumption in G7: Can financial sector, ICT and democracy help?," Resources Policy, Elsevier, vol. 82(C).
- Bargain, Olivier & Etienne, Audrey & Melly, Blaise, 2021.
"Informal pay gaps in good and bad times: Evidence from Russia,"
Journal of Comparative Economics, Elsevier, vol. 49(3), pages 693-714.
- Olivier Bargain & Audrey Etienne & Blaise Melly, 2021. "Informal pay gaps in good and bad times: Evidence from Russia," Post-Print hal-03683390, HAL.
- Jorge E. Galán, 2020. "The benefits are at the tail: uncovering the impact of macroprudential policy on growth-at-risk," Working Papers 2007, Banco de España.
- Liang Chen & Juan J. Dolado & Jesús Gonzalo, 2021.
"Quantile Factor Models,"
Econometrica, Econometric Society, vol. 89(2), pages 875-910, March.
- Chen, Liang, 2017. "Quantile Factor Models," UC3M Working papers. Economics 25299, Universidad Carlos III de Madrid. Departamento de EconomÃa.
- Chen, Liang & Dolado, Juan J. & Gonzalo, Jesús, 2020. "Quantile Factor Models," IZA Discussion Papers 13870, Institute of Labor Economics (IZA).
- Liang Chen & Juan Jose Dolado & Jesus Gonzalo, 2019. "Quantile Factor Models," Papers 1911.02173, arXiv.org, revised Sep 2020.
- Dolado, Juan J & Chen, Liang & Gonzalo, Jesus, 2018. "Quantile Factor Models," CEPR Discussion Papers 12716, C.E.P.R. Discussion Papers.
- Galvao, Antonio F. & Kato, Kengo, 2016. "Smoothed quantile regression for panel data," Journal of Econometrics, Elsevier, vol. 193(1), pages 92-112.
- Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
- Jia Chen Author-Name-First: Jia & Yongcheol Shin & Chaowen Zheng, 2023. "Dynamic Quantile Panel Data Models with Interactive Effects," Economics Discussion Papers em-dp2023-06, Department of Economics, University of Reading.
- Jungmo Yoon & Antonio F. Galvao, 2020. "Cluster robust covariance matrix estimation in panel quantile regression with individual fixed effects," Quantitative Economics, Econometric Society, vol. 11(2), pages 579-608, May.
- Jorge Eduardo Camusso & Ana Inés Navarro, 2021. "Asymmetries in aggregate income risk over the business cycle: evidence from administrative data of Argentina," Asociación Argentina de Economía Política: Working Papers 4447, Asociación Argentina de Economía Política.
More about this item
Keywords
Quantile regression; Panel data; Productivity; Input mix; Hospitals;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:kap:jproda:v:59:y:2023:i:1:d:10.1007_s11123-022-00650-3. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.