IDEAS home Printed from https://ideas.repec.org/a/bla/popmgt/v29y2020i7p1605-1623.html
   My bibliography  Save this article

The Impact of Chain Organization Size on Efficiency and Quality of Affiliated Facilities—Implications for Multi‐Unit Organizational Forms

Author

Listed:
  • David Dreyfus
  • Anand Nair
  • Srinivas Talluri

Abstract

This study investigates how the affiliation of dialysis facilities within chain organizations of varying sizes impacts efficiency and quality outcomes of these facilities. We develop our hypotheses by building on the literature base that relates to organizational learning. The paper uses a panel dataset spanning the years 2008–2013. The efficiency of the dialysis facilities is operationalized by means of a data envelopment analysis model. This model considers the number of treatments in the dialysis facility as the output variable. The model uses four inputs—number of dialysis stations, number of full‐time equivalents of physicians, number of full‐time equivalents of clinical staff, and the number of employee hours per week at a dialysis facility. Quality is operationalized by considering facilities’ performance scores on three measures developed by the Center for Medicaid and Medicare Services. The findings point to distinct effects of chain organization size on quality and efficiency performance of dialysis facilities. Specifically, the results obtained by analyzing a dynamic panel data model show that chain organization size has an inverse U‐shaped curvilinear effect on quality outcomes and a U‐shaped curvilinear effect on efficiency. The findings suggest that dialysis facilities affiliated with chain organizations of varying sizes experience learning effects and causal ambiguities depending on the specific performance measure under consideration. We discuss the implications of our findings for theory and practice and present directions for future research.

Suggested Citation

  • David Dreyfus & Anand Nair & Srinivas Talluri, 2020. "The Impact of Chain Organization Size on Efficiency and Quality of Affiliated Facilities—Implications for Multi‐Unit Organizational Forms," Production and Operations Management, Production and Operations Management Society, vol. 29(7), pages 1605-1623, July.
  • Handle: RePEc:bla:popmgt:v:29:y:2020:i:7:p:1605-1623
    DOI: 10.1111/poms.13177
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/poms.13177
    Download Restriction: no

    File URL: https://libkey.io/10.1111/poms.13177?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Ranjay Gulati, 1999. "Network location and learning: the influence of network resources and firm capabilities on alliance formation," Strategic Management Journal, Wiley Blackwell, vol. 20(5), pages 397-420, May.
    2. Mary Tripsas & Giovanni Gavetti, 2000. "Capabilities, cognition, and inertia: evidence from digital imaging," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1147-1161, October.
    3. Ciaran Heavey & Zeki Simsek, 2015. "Transactive Memory Systems and Firm Performance: An Upper Echelons Perspective," Organization Science, INFORMS, vol. 26(4), pages 941-959, August.
    4. Stephen P. Borgatti & Rob Cross, 2003. "A Relational View of Information Seeking and Learning in Social Networks," Management Science, INFORMS, vol. 49(4), pages 432-445, April.
    5. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    6. Edward G. Anderson Jr. & Geoffrey G. Parker, 2013. "Integration of Global Knowledge Networks," Production and Operations Management, Production and Operations Management Society, vol. 22(6), pages 1446-1463, November.
    7. Kane, Aimee A. & Argote, Linda & Levine, John M., 2005. "Knowledge transfer between groups via personnel rotation: Effects of social identity and knowledge quality," Organizational Behavior and Human Decision Processes, Elsevier, vol. 96(1), pages 56-71, January.
    8. Kyle Cattani & Glen M. Schmidt, 2005. "The Pooling Principle," INFORMS Transactions on Education, INFORMS, vol. 5(2), pages 17-24, January.
    9. Belien, Jeroen & Demeulemeester, Erik, 2007. "Building cyclic master surgery schedules with leveled resulting bed occupancy," European Journal of Operational Research, Elsevier, vol. 176(2), pages 1185-1204, January.
    10. Peter E. Rossi, 2014. "Invited Paper —Even the Rich Can Make Themselves Poor: A Critical Examination of IV Methods in Marketing Applications," Marketing Science, INFORMS, vol. 33(5), pages 655-672, September.
    11. Barro, Jason R. & Huckman, Robert S. & Kessler, Daniel P., 2006. "The effects of cardiac specialty hospitals on the cost and quality of medical care," Journal of Health Economics, Elsevier, vol. 25(4), pages 702-721, July.
    12. Liao, Jenny & O'Brien, Anne T. & Jimmieson, Nerina L. & Restubog, Simon Lloyd D., 2015. "Predicting transactive memory system in multidisciplinary teams: The interplay between team and professional identities," Journal of Business Research, Elsevier, vol. 68(5), pages 965-977.
    13. Özgen, Hacer & Sahin, Ismet, 2010. "Measurement of efficiency of the dialysis sector in Turkey using data envelopment analysis," Health Policy, Elsevier, vol. 95(2-3), pages 185-193, May.
    14. Ozgen, Hacer, 2006. "Does chain affiliation make a difference in efficiency of dialysis providers in the USA," Social Science & Medicine, Elsevier, vol. 62(9), pages 2112-2124, May.
    15. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    16. John T. Blake & Joan Donald, 2002. "Mount Sinai Hospital Uses Integer Programming to Allocate Operating Room Time," Interfaces, INFORMS, vol. 32(2), pages 63-73, April.
    17. Udo Zander & Bruce Kogut, 1995. "Knowledge and the Speed of the Transfer and Imitation of Organizational Capabilities: An Empirical Test," Organization Science, INFORMS, vol. 6(1), pages 76-92, February.
    18. Bernard L. Simonin, 1999. "Ambiguity and the process of knowledge transfer in strategic alliances," Strategic Management Journal, Wiley Blackwell, vol. 20(7), pages 595-623, July.
    19. Anuja Gupta & David G. Hoopes & Anne Marie Knott, 2015. "Redesigning routines for replication," Strategic Management Journal, Wiley Blackwell, vol. 36(6), pages 851-871, June.
    20. Christel E. van Dijk & Bernard van den Berg & Robert A. Verheij & Peter Spreeuwenberg & Peter P. Groenewegen & Dinny H. de Bakker, 2013. "Moral Hazard And Supplier‐Induced Demand: Empirical Evidence In General Practice," Health Economics, John Wiley & Sons, Ltd., vol. 22(3), pages 340-352, March.
    21. Gino, Francesca & Argote, Linda & Miron-Spektor, Ella & Todorova, Gergana, 2010. "First, get your feet wet: The effects of learning from direct and indirect experience on team creativity," Organizational Behavior and Human Decision Processes, Elsevier, vol. 111(2), pages 102-115, March.
    22. Jan W. Rivkin, 2000. "Imitation of Complex Strategies," Management Science, INFORMS, vol. 46(6), pages 824-844, June.
    23. Argote, Linda & Ingram, Paul, 2000. "Knowledge Transfer: A Basis for Competitive Advantage in Firms," Organizational Behavior and Human Decision Processes, Elsevier, vol. 82(1), pages 150-169, May.
    24. Jo Thori Lind & Halvor Mehlum, 2010. "With or Without U? The Appropriate Test for a U‐Shaped Relationship," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(1), pages 109-118, February.
    25. Xiuli Chao & Liming Liu & Shaohui Zheng, 2003. "Resource Allocation in Multisite Service Systems with Intersite Customer Flows," Management Science, INFORMS, vol. 49(12), pages 1739-1752, December.
    26. Eric D. Darr & Linda Argote & Dennis Epple, 1995. "The Acquisition, Transfer, and Depreciation of Knowledge in Service Organizations: Productivity in Franchises," Management Science, INFORMS, vol. 41(11), pages 1750-1762, November.
    27. J B Jun & S H Jacobson & J R Swisher, 1999. "Application of discrete-event simulation in health care clinics: A survey," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 50(2), pages 109-123, February.
    28. Argote, L. & Epple, D., 1990. "Learning Curves In Manufacturing," GSIA Working Papers 89-90-02, Carnegie Mellon University, Tepper School of Business.
    29. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    30. Joel A. C. Baum & Paul Ingram, 1998. "Survival-Enhancing Learning in the Manhattan Hotel Industry, 1898--1980," Management Science, INFORMS, vol. 44(7), pages 996-1016, July.
    31. Koch, Thomas G. & Wendling, Brett W. & Wilson, Nathan E., 2017. "How vertical integration affects the quantity and cost of care for Medicare beneficiaries," Journal of Health Economics, Elsevier, vol. 52(C), pages 19-32.
    32. S.A. Lippman & R.P. Rumelt, 1982. "Uncertain Imitability: An Analysis of Interfirm Differences in Efficiency under Competition," Bell Journal of Economics, The RAND Corporation, vol. 13(2), pages 418-438, Autumn.
    33. Lorens A. Helmchen & Anthony T. Lo Sasso, 2010. "How sensitive is physician performance to alternative compensation schedules? Evidence from a large network of primary care clinics," Health Economics, John Wiley & Sons, Ltd., vol. 19(11), pages 1300-1317, November.
    34. Baker, Laurence C. & Bundorf, M. Kate & Kessler, Daniel P., 2016. "The effect of hospital/physician integration on hospital choice," Journal of Health Economics, Elsevier, vol. 50(C), pages 1-8.
    35. Kyle Lewis, 2004. "Knowledge and Performance in Knowledge-Worker Teams: A Longitudinal Study of Transactive Memory Systems," Management Science, INFORMS, vol. 50(11), pages 1519-1533, November.
    36. 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.
    37. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and the Sustainability of Competitive Advantage: Reply," Management Science, INFORMS, vol. 35(12), pages 1514-1514, December.
    38. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    39. Moreland, Richard L. & Myaskovsky, Larissa, 2000. "Exploring the Performance Benefits of Group Training: Transactive Memory or Improved Communication?," Organizational Behavior and Human Decision Processes, Elsevier, vol. 82(1), pages 117-133, May.
    40. Diwas S. Kc & Christian Terwiesch, 2009. "Impact of Workload on Service Time and Patient Safety: An Econometric Analysis of Hospital Operations," Management Science, INFORMS, vol. 55(9), pages 1486-1498, September.
    41. Paul Joustra & Erik Sluis & Nico Dijk, 2010. "To pool or not to pool in hospitals: a theoretical and practical comparison for a radiotherapy outpatient department," Annals of Operations Research, Springer, vol. 178(1), pages 77-89, July.
    42. Bar{i}c{s} Ata & Jan A. Van Mieghem, 2009. "The Value of Partial Resource Pooling: Should a Service Network Be Integrated or Product-Focused?," Management Science, INFORMS, vol. 55(1), pages 115-131, January.
    43. Michael D. Cohen & Paul Bacdayan, 1994. "Organizational Routines Are Stored as Procedural Memory: Evidence from a Laboratory Study," Organization Science, INFORMS, vol. 5(4), pages 554-568, November.
    44. Marcie J. Tyre & Wanda J. Orlikowski, 1994. "Windows of Opportunity: Temporal Patterns of Technological Adaptation in Organizations," Organization Science, INFORMS, vol. 5(1), pages 98-118, February.
    45. Linda Argote & Bill McEvily & Ray Reagans, 2003. "Managing Knowledge in Organizations: An Integrative Framework and Review of Emerging Themes," Management Science, INFORMS, vol. 49(4), pages 571-582, April.
    46. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    47. Argote, Linda & Fahrenkopf, Erin, 2016. "Knowledge transfer in organizations: The roles of members, tasks, tools, and networks," Organizational Behavior and Human Decision Processes, Elsevier, vol. 136(C), pages 146-159.
    48. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and Sustainability of Competitive Advantage," Management Science, INFORMS, vol. 35(12), pages 1504-1511, December.
    49. Linda Argote & Manpreet Hora, 2017. "Organizational Learning and Management of Technology," Production and Operations Management, Production and Operations Management Society, vol. 26(4), pages 579-590, April.
    50. Robert J. Jensen & Gabriel Szulanski, 2007. "Template Use and the Effectiveness of Knowledge Transfer," Management Science, INFORMS, vol. 53(11), pages 1716-1730, November.
    51. Diwas Singh KC & Christian Terwiesch, 2011. "The Effects of Focus on Performance: Evidence from California Hospitals," Management Science, INFORMS, vol. 57(11), pages 1897-1912, November.
    52. Nathan E. Wilson, 2016. "For-profit status and industry evolution in health care markets: evidence from the dialysis industry," International Journal of Health Economics and Management, Springer, vol. 16(4), pages 297-319, December.
    53. Adam Powell & Sergei Savin & Nicos Savva, 2012. "Physician Workload and Hospital Reimbursement: Overworked Physicians Generate Less Revenue per Patient," Manufacturing & Service Operations Management, INFORMS, vol. 14(4), pages 512-528, October.
    54. Peter J. Lane & Jane E. Salk & Marjorie A. Lyles, 2001. "Absorptive capacity, learning, and performance in international joint ventures," Strategic Management Journal, Wiley Blackwell, vol. 22(12), pages 1139-1161, December.
    55. Chris P. Lee & Glenn M. Chertow & Stefanos A. Zenios, 2008. "Optimal Initiation and Management of Dialysis Therapy," Operations Research, INFORMS, vol. 56(6), pages 1428-1449, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Tiwari, Sunil & Sharma, Pankaj & Choi, Tsan-Ming & Lim, Andrew, 2023. "Blockchain and third-party logistics for global supply chain operations: Stakeholders’ perspectives and decision roadmap," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 170(C).
    2. Mikko Ketokivi & Philip Bromiley & Amrou Awaysheh, 2021. "Making Theoretically Informed Choices in Specifying Panel‐Data Models," Production and Operations Management, Production and Operations Management Society, vol. 30(7), pages 2069-2076, July.
    3. Sachin B. Modi & David E. Cantor, 2021. "How Coopetition Influences Environmental Performance: Role of Financial Slack, Leverage, and Leanness," Production and Operations Management, Production and Operations Management Society, vol. 30(7), pages 2046-2068, July.
    4. Jingchuan Pu, 2022. "Do Online Communities Improve Job Performance in the Geographically Dispersed Organization?," Production and Operations Management, Production and Operations Management Society, vol. 31(2), pages 403-421, February.

    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.
    1. Linda Argote & Manpreet Hora, 2017. "Organizational Learning and Management of Technology," Production and Operations Management, Production and Operations Management Society, vol. 26(4), pages 579-590, April.
    2. Argote, Linda & Fahrenkopf, Erin, 2016. "Knowledge transfer in organizations: The roles of members, tasks, tools, and networks," Organizational Behavior and Human Decision Processes, Elsevier, vol. 136(C), pages 146-159.
    3. Linda Argote & Sunkee Lee & Jisoo Park, 2021. "Organizational Learning Processes and Outcomes: Major Findings and Future Research Directions," Management Science, INFORMS, vol. 67(9), pages 5399-5429, September.
    4. Linda Argote & Ella Miron-Spektor, 2011. "Organizational Learning: From Experience to Knowledge," Organization Science, INFORMS, vol. 22(5), pages 1123-1137, October.
    5. Asmussen, Christian Geisler & Hashai, Niron & Delios, Andrew, 2022. "The coevolution of international scope and technological knowledge in MNCs," Journal of World Business, Elsevier, vol. 57(1).
    6. Argote, Linda & Ingram, Paul & Levine, John M. & Moreland, Richard L., 2000. "Knowledge Transfer in Organizations: Learning from the Experience of Others," Organizational Behavior and Human Decision Processes, Elsevier, vol. 82(1), pages 1-8, May.
    7. Scott F. Rockart & Nilanjana Dutt, 2015. "The rate and potential of capability development trajectories," Strategic Management Journal, Wiley Blackwell, vol. 36(1), pages 53-75, January.
    8. Gabriel Szulanski & Dimo Ringov & Robert J. Jensen, 2016. "Overcoming Stickiness: How the Timing of Knowledge Transfer Methods Affects Transfer Difficulty," Organization Science, INFORMS, vol. 27(2), pages 304-322, April.
    9. Megan Lawrence, 2020. "Replication using templates: Does the unit learn from itself, the template, or both?," Strategic Management Journal, Wiley Blackwell, vol. 41(11), pages 1955-1982, November.
    10. T. Ravichandran & Simona Ileana Giura, 2019. "Knowledge Transfers in Alliances: Exploring the Facilitating Role of Information Technology," Information Systems Research, INFORMS, vol. 30(3), pages 726-744, September.
    11. Villalonga, Belen, 2004. "Intangible resources, Tobin's q, and sustainability of performance differences," Journal of Economic Behavior & Organization, Elsevier, vol. 54(2), pages 205-230, June.
    12. Tammy L. Madsen & Michael J. Leiblein, 2015. "What Factors Affect the Persistence of an Innovation Advantage?," Journal of Management Studies, Wiley Blackwell, vol. 52(8), pages 1097-1127, December.
    13. Juan Federico & Joan-Lluis Capelleras, 2015. "The heterogeneous dynamics between growth and profits: the case of young firms," Small Business Economics, Springer, vol. 44(2), pages 231-253, February.
    14. Victor Oladapo & Godwin Onyeaso, 2012. "An Empirical Investigation Of The Impact Of Luck On Small Business Performance: Dynamic Panel Data Evidence," International Journal of Management and Marketing Research, The Institute for Business and Finance Research, vol. 5(3), pages 29-41.
    15. Lin, Tzu-Yu & Chiu, Sheng-Hsiung & Yang, Hai-Lan, 2022. "Performance evaluation for regional innovation systems development in China based on the two-stage SBM-DNDEA model," Socio-Economic Planning Sciences, Elsevier, vol. 80(C).
    16. Koen H. Heimeriks & Geert Duysters, 2007. "Alliance Capability as a Mediator Between Experience and Alliance Performance: An Empirical Investigation into the Alliance Capability Development Process," Journal of Management Studies, Wiley Blackwell, vol. 44(1), pages 25-49, January.
    17. Linda Argote & Henrich R. Greve, 2007. "A Behavioral Theory of the Firm ---40 Years and Counting: Introduction and Impact," Organization Science, INFORMS, vol. 18(3), pages 337-349, June.
    18. Zotti, Roberto & Barra, Cristian, 2014. "Human capital development, knowledge spillovers and local growth: Is there a quality effect of university efficiency?," MPRA Paper 60065, University Library of Munich, Germany.
    19. Jason P. Davis & Vikas A. Aggarwal, 2020. "Knowledge mobilization in the face of imitation: Microfoundations of knowledge aggregation and firm‐level innovation," Strategic Management Journal, Wiley Blackwell, vol. 41(11), pages 1983-2014, November.
    20. Nakano, Makiko & Managi, Shunsuke, 2008. "Regulatory reforms and productivity: An empirical analysis of the Japanese electricity industry," Energy Policy, Elsevier, vol. 36(1), pages 201-209, January.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    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:bla:popmgt:v:29:y:2020:i:7:p:1605-1623. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1937-5956 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.