The effect of lean on performance: a longitudinal study of US Hospitals

IF 2.4 Q2 BUSINESS, FINANCE Journal of Accounting and Organizational Change Pub Date : 2021-06-11 DOI:10.1108/JAOC-05-2020-0062
Huilan Zhang
{"title":"The effect of lean on performance: a longitudinal study of US Hospitals","authors":"Huilan Zhang","doi":"10.1108/JAOC-05-2020-0062","DOIUrl":null,"url":null,"abstract":"\nPurpose\nThere has been little empirical research focused on the effect of lean on hospital performance in the form of a consolidated methodology. This paper aims to apply a more sophisticated approach to examine whether hospitals’ decision for lean implementation is endogenous and test the effects of lean on hospital performance.\n\n\nDesign/methodology/approach\nThis study uses a publicly available data set of hospitals across the USA from 2002 to 2019 and performs two-stage least squares (2SLS) analysis. In the first stage, a probit model is used to estimate hospitals’ decision to implement lean. The fitted probability values from the first stage are used in the second stage to test the relationship between lean and hospital performance. Ordinary least squares (OLS) regression results are compared with those of the 2SLS approach.\n\n\nFindings\nThe decision to implement lean is significantly associated with hospital-specific characteristics (the complexity of care, size and cost-to-charge ratio), indicating hospitals’ decision for lean implementation is endogenous. Moreover, there is strong evidence that lean implementation is positively associated with hospital financial and operational performance. The Hausman F-tests confirm the presence of endogeneity and this, in turn, suggests that OLS regressions result in unreliable estimates.\n\n\nPractical implications\nThe findings of this study can help hospital managers benchmark performance and explore opportunities for profit and efficiency improvement. The findings are also relevant to policymakers who strive to lower health-care spending.\n\n\nOriginality/value\nThis study is motivated by the challenges facing the health-care industry. This study is among the first to investigate endogeneity in lean implementation and the association between lean and hospital performance using large-scale archival panel data. The use of the 2SLS approach provides more confidence in statistical findings.\n","PeriodicalId":46141,"journal":{"name":"Journal of Accounting and Organizational Change","volume":null,"pages":null},"PeriodicalIF":2.4000,"publicationDate":"2021-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Accounting and Organizational Change","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/JAOC-05-2020-0062","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 2

Abstract

Purpose There has been little empirical research focused on the effect of lean on hospital performance in the form of a consolidated methodology. This paper aims to apply a more sophisticated approach to examine whether hospitals’ decision for lean implementation is endogenous and test the effects of lean on hospital performance. Design/methodology/approach This study uses a publicly available data set of hospitals across the USA from 2002 to 2019 and performs two-stage least squares (2SLS) analysis. In the first stage, a probit model is used to estimate hospitals’ decision to implement lean. The fitted probability values from the first stage are used in the second stage to test the relationship between lean and hospital performance. Ordinary least squares (OLS) regression results are compared with those of the 2SLS approach. Findings The decision to implement lean is significantly associated with hospital-specific characteristics (the complexity of care, size and cost-to-charge ratio), indicating hospitals’ decision for lean implementation is endogenous. Moreover, there is strong evidence that lean implementation is positively associated with hospital financial and operational performance. The Hausman F-tests confirm the presence of endogeneity and this, in turn, suggests that OLS regressions result in unreliable estimates. Practical implications The findings of this study can help hospital managers benchmark performance and explore opportunities for profit and efficiency improvement. The findings are also relevant to policymakers who strive to lower health-care spending. Originality/value This study is motivated by the challenges facing the health-care industry. This study is among the first to investigate endogeneity in lean implementation and the association between lean and hospital performance using large-scale archival panel data. The use of the 2SLS approach provides more confidence in statistical findings.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
精益对绩效的影响:对美国医院的纵向研究
目的很少有实证研究集中在精益对医院绩效的影响,以统一的方法的形式。本文旨在运用一种更复杂的方法来检验医院实施精益的决策是否具有内生性,并检验精益对医院绩效的影响。本研究使用了2002年至2019年美国各地医院的公开数据集,并进行了两阶段最小二乘法(2SLS)分析。在第一阶段,采用probit模型对医院实施精益的决策进行评估。在第二阶段使用第一阶段的拟合概率值来检验精益与医院绩效之间的关系。将普通最小二乘(OLS)回归结果与2SLS方法进行了比较。实施精益的决策与医院特定特征(护理的复杂性、规模和成本收费比)显著相关,表明医院实施精益的决策是内生的。此外,有强有力的证据表明,精益实施与医院的财务和运营绩效呈正相关。Hausman f检验证实了内生性的存在,这反过来表明OLS回归导致不可靠的估计。实践意义本研究的发现可以帮助医院管理者对绩效进行基准测试,并探索提高利润和效率的机会。这些发现也与努力降低医疗支出的政策制定者有关。原创性/价值这项研究的动机是医疗保健行业面临的挑战。本研究是第一个利用大规模档案面板数据调查精益实施的内生性以及精益与医院绩效之间的关系的研究。使用2SLS方法可以提高统计结果的可信度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
4.80
自引率
15.80%
发文量
30
期刊介绍: The main objective of the journal is to provide a platform for researchers and practitioners from multiple disciplines to disseminate information on organizational and accounting systems change. To achieve this, the journal will be directed at mapping out contemporary changes in the new global business environment. It will seek to explain the new techniques, processes, and philosophies associated with the rise of strategy-oriented accounting and information systems.
期刊最新文献
Show me? Inspire me? Make me? An institutional theory exploration of social and environmental reporting practices Toward an epistemology for anarchist accounting and stakeholder relationship capability: evidence from Iran Does the Directive of the European Union on disclosure of non-financial and diversity information improve reporting? Corporate reporting on the Sustainable Development Goals: a structured literature review and research agenda Value for money (VFM) in private finance initiative (PFI) implementation in Malaysia
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1