Multidimensionality evaluation of supply chain management integration

Main Article Content

Fernanda Paes Arantes
Maria Silene Alexandre Leite
Antonio Cezar Bornia
Pedro Alberto Barbetta
صندلی اداری

Abstract

Integration is constantly reported in the literature as an essential feature of SCM. However, it is as difficult to define as to operationalize it, resulting in a lack of information on how to increase the level of integration among members. Thus, this research aims to evaluate the dimensionality of SCI, to check alignment with the features identified in the literature using multivariate statistical analysis. The methodology used was based on a questionnaire to assess the level of companies integration with suppliers of its supply chain. This instrument consisted of 21 items, with response options: yes, no or not applicable. The questions focused on evaluating the integration with suppliers, so each company consulted could answer a questionnaire for each supplier, since the intensity of relationships varies. Thus, 41 companies participated in the survey, resulting in 205 responses. Full-information item factor analysis and principal component analysis on the correlation matrix tetrachoric were used for the instrument dimensionality analysis. They are appropriate procedures for analysis of dichotomous variables. The results of this analysis enabled grouping the questionnaire items in the following underlying factors: trust, information sharing, partnership, collaboration or cooperation, and coordination. The identification of such factors such as dimensions of SCI enables greater understanding on how to raise the level of integration among the members of a supply chain.

Downloads

Download data is not yet available.

Article Details

Section
Articles
Author Biography

Fernanda Paes Arantes, Federal University of Santa Catarina

Production and System Engineering

References

ARANTES, F. P.; LEITE, M. S. A.; MACIEL, J. L. (2014) SCMI: a study to improve the integration of the SCs, In: Industrial and Systems Engineering Research Conference, Montreal, Proceedings… Montreal.

ARYEE, G.; NAIM, M. M.; LALWANI, C. (2008) Supply chain integration using a maturity scale, Journal of Manufacturing Technology Management, v. 19, n. 5, p. 559-575.

AUDY, J.-F.; LEHOUX, N.; D'AMOURS, S.; RÖNNQVIST, M. (2010) A framework for an efficient implementation of logistics collaborations, International Transactions in Operational Research, v. 19, n. 5, p. 633-657.

BAKKE, H. A.; LEITE, A. S. M.; SILVA, L. B. (2008) Estatística multivariada: aplicação da análise fatorial na engenharia de produção, Revista Gestão Industrial, v. 4, n. 4, p. 1-14.

BARTHOLOMEW, D.; KNOTT, M. (1999) Latent variable models and factor analysis, Kendall Library of Statistics, 2.ed., London: Arnold.

BASNET, C. (2013) The measurement of internal supply chain integration, Management Research Review, v. 36, n. 2, p. 153-172.

BÊRNI, D. A.; ABEGG, C.; MARQUETTI, A. (2012) Como fazer levantamento de dados, in: BÊRNI, D. A.; FERNANDEZ, B. P. M. (Eds.), Métodos e técnicas de pesquisa: modelando as ciências empresariais, São Paulo: Saraiva, p. 173-210.

BOCK, R. D.; GIBBONS, R. (1988) Full-information item factor analysis, Applied Psychological Measurement, v. 12, n. 3, p. 261-280.

BORTOLOTTI, S. L. V. (2010) Resistência à mudança organizacional: medida de avaliação por meio da teoria da resposta ao item. Thesis (Doctorate in Production Engineering). Florianópolis: UFSC.

CAI, S.; JUN, M.; YANG, Z. (2010) Implementing supply chain information integration in China: The role of institutional forces and trust, Journal of Operations Management, v. 28, n. 3, p. 257-268.

CAO, N.; ZHANG, Z.; TO, K. M.; NG, K. P. (2008) How are supply chains coordinated? An empirical observation in textile-apparel businesses, Journal of Fashion Marketing and Management, v. 12, n. 3, p. 384-397.

CASTRO, M. R. D.; BRONZO, M.; RESENDE, P. T. V. D.; OLIVEIRA, M. P. V. D. (2015) Collaborative relationships and competitive performance of Brazilian companies, Revista de Administração de Empresas, v. 55, n. 3, p. 314-328.

CHEN, H.; DAUGHERTY, P. J.; LANDRY, T. D. (2009) Supply chain process integration: A theoretical framework, Journal of Business Logistics, v. 30, n. 2, p. 27-46.

CHEN, S.-P.; WU, W.-Y. (2010) A systematic procedure to evaluate an automobile manufacturer-distributor partnership, European Journal of Operational Research, v. 205, n. 3, p. 687-698.

CHENG, J. C. P.; LAW, K. H.; BJORNSSON, H.; JONES, A.; SRIRAM, R. (2010) A service oriented framework for construction supply chain integration, Automation in Construction, v. 19, n. 2, p. 245-260.

CHOPRA, S.; MEINDL, P. (2003) Gerenciamento da cadeia de suprimentos, São Paulo: Prentice Hall.

CHRISTOPHER, M.; JÜTTNER, U. (2000) Developing strategic partnerships in the supply chain: a practitioner perspective, European Journal of Purchasing & Supply Management, v. 6, p. 117-127.

COOPER, D. R.; SCHINDLER, P. S. (2003) Métodos de pesquisas em administração, Porto Alegre: Bookman.

CORRAR, L. J.; PAULO, E.; DIAS FILHO, J. M. (2006) Análise multivariada: para os cursos de administração, ciências contábeis e economia, São Paulo: Atlas.

COSTA, A. F. B. (2007) Controle estatístico da qualidade, 2ed., São Paulo: Atlas.

DANESE, P. (2013) Supplier integration and company performance: A configurational view, Omega-International Journal of Management Science, v. 41, n. 6, p. 1029-1041.

DANESE, P.; BORTOLOTTI, T. (2014) Supply chain integration patterns and operational performance: A plant-level survey-based analysis, International Journal of Production Research, v. 52, n. 23, p. 7062-7083.

DING, H. P.; GUO, B. C.; LIU, Z. S. (2011) Information sharing and profit allotment based on supply chain cooperation, International Journal of Production Economics, v. 133, n. 1, p. 70-79.

DU, T. C.; LAI, V. S.; CHEUNG, W.; CUI, X. (2012) Willingness to share information in a supply chain: A partnership-data-process perspective, Information & Management, v. 49, p. 89-98.

ENSSLIN, L.; ENSSLIN, S. R.; LACERDA, R. T. O.; TASCA, J. E. (2010) Processo de Seleção de Portfólio Bibliográfico,

FABBE‐COSTES, N.; JAHRE, M. (2008) Supply chain integration and performance: a review of the evidence, The International Journal of Logistics Management, v. 19, n. 2, p. 130-154.

FAWCETT, S. E.; JONES, S. L.; FAWCETT, A. M. (2012) Supply chain trust: The catalyst for collaborative innovation, Business Horizons, v. 55, n. 2, p. 163-178.

FAWCETT, S. E.; MAGNAN, G. M.; MCCARTER, M. W. (2008) A three-stage implementation model for supply chain collaboration, Journal of Business Logistics, v. 29, n. 1, p. 93-112.

FLYNN, B. B.; HUO, B.; ZHAO, X. (2010) The impact of supply chain integration on performance: A contingency and configuration approach, Journal of Operations Management, v. 28, n. 1, p. 58-71.

HA, B.-C.; PARK, Y.-K.; CHO, S. (2011) Suppliers' affective trust and trust in competency in buyers Its effect on collaboration and logistics efficiency, International Journal of Operations & Production Management, v. 31, n. 1-2, p. 56-77.

HAIR JR, J. F.; BABIN, J. B.; ANDERSON, R. E.; TATHAN, R. L.; BLACK, W. C. (2006) Multivariate Data Analysis, 6ed ed., Upper Saddle River: Prentice Hall.

HE, Y.; LAI, K. K.; SUN, H.; CHEN, Y. (2014) The impact of supplier integration on customer integration and new product performance: The mediating role of manufacturing flexibility under trust theory, International Journal of Production Economics, v. 147, p. 260-270.

HSU, C.-C.; KANNAN, V. R.; TAN, K.-C.; LEONG, G. K. (2008) Information sharing, buyer-supplier relationships, and firm performance: a multi-region analysis, International Journal of Physical Distribution & Logistics Management, v. 38, n. 3-4, p. 296-310.

IMMEKUS, J. C.; IMBRIE, P. K. (2014) Dimensionality assessment using the full-information item bifactor analysis for graded response data: An illustration with the state metacognitive inventory, Educational and Psychological Measurement, v. 68, n. 4, p. 695-709.

JACOBS, M. A.; YU, W.; CHAVEZ, R. (2016) The effect of internal communication and employee satisfaction on supply chain integration, International Journal of Production Economics, v. 171, p. 60-70.

JONES, S. L.; FAWCETT, S. E.; FAWCETT, A. M.; WALLIN, C. (2010) Benchmarking trust signals in supply chain alliances: moving toward a robust measure of trust, Benchmarking: an International Journal, v. 17, n. 5, p. 705-727.

JÖRESKOG, K. G. (1999) How large can a standardized coefficient be?, Scientific Software International.

JÜTTNER, U.; CHRISTOPHER, M.; BAKER, S. (2007) Demand chain management: integrating marketing and supply chain management, Industrial Marketing Management, v. 36, n. 3, p. 377–392.

KIM, D.; LEE, R. P. (2010) Systems Collaboration and Strategic Collaboration: Their Impacts on Supply Chain Responsiveness and Market Performance, Decision Sciences, v. 41, n. 4, p. 955-981.

KIM, S. W. (2009) An investigation on the direct and indirect effect of supply chain integration on firm performance, International Journal of Production Economics, v. 119, n. 2, p. 328-346.

KWON, I. W. G.; SUH, T. (2005) Trust commitment and relationships in supply chain management: a path analysis, Supply Chain Management-an International Journal, v. 10, n. 1, p. 26-33.

LAAKSONEN, T.; JARIMO, T.; KULMALA, H. I. (2009) Cooperative strategies in customer-supplier relationships: the role of interfirm trust, International Journal of Production Economics, v. 120, n. 1, p. 79-87.

LACERDA, R. T. O.; ENSSLIN, L.; ENSSLIN, S. R. (2012) Uma análise bibliométrica da literatura sobre estratégia e avaliação de desempenho, Gestão e Produção, v. 19, p. 59-78.

LAEEQUDDIN, M.; Sahay, B. S.; Sahay, V.; Waheed, K. A. (2012) Trust building in supply chain partners relationship: an integrated conceptual model, Journal of Management Development, v. 31, n. 6, p. 550-564.

LAMBERT, D. M.; COOPER, M. C. (2000) Issues in supply chain management, Industrial Marketing Management, v. 29, n. 1, p. 65-83.

LEE, H. L.; WHANG, S. (1998) Information Sharing in a Supply Chain, Research Paper No. 1549, Stanford: STANFORD UNIVERSITY.

LI, J. Q.; SIKORA, R.; SHAW, M. J.; TAN, G. W. (2006) A strategic analysis of inter organizational information sharing, Decision Support Systems, v. 42, n. 1, p. 251-266.

LUDKE, M.; ANDRÉ, M. E. D. A. (1986) Pesquisa em educação: abordagens qualitativas, São Paulo: EPU.

MAHESHWARI, B.; KUMAR, V.; KUMAR, U. (2006) Optimizing success in supply chain partnerships, Journal of Enterprise Information Management, v. 19, n. 3, p. 277-291.

MALONI, M. J.; BENTON, W. C. (1997) Supply chain partnerships: Opportunities for operations research, European Journal of Operational Research, v. 101, n. 3, p. 419-429.

MAYER, R. C.; DAVIS, J. H.; SCHOORMAN, F. D. (1995) An Integrative Model of Organizational Trust, The Academy of Management Review, v. 20, n. 3, p. 709-734.

MISHRA, P.; SHARMA, R. K. (2015) Integration of Six Sigma and ISM to improve Supply Chain Coordination: A conceptual framework, International Journal of Production Management and Engineering, v. 3, n. 1, p. 75-85.

MORGAN, R. M.; HUNT, S. D. (1994) The commitment-trust theory of relationship marketing, Journal of Marketing, v. 58, p. 20-38.

MOTWANI, J.; LARSON, L.; AHUJA, S. (1998) Managing a global supply chain partnership, Logistics Information Management, v. 11, n. 6, p. 349-354.

NÄSLUND, D. AND HULTHEN, H. (2012) Supply chain management integration: a critical analysis, Benchmarking: an International Journal, v. 19, n. 4/5, p. 481-501.

PEARCY, D. H.; GIUNIPERO, L. C. (2008) Using e-procurement applications to achieve integration: what role does firm size play?, Supply Chain Management: An International Journal, v. 13, n. 1, p. 26-34.

RECKASE, M. D. (2009) Multidimensional Item Response Theory, Statistics for Social and Behavioral Sciences, New York: Springer.

RICHEY JR, R. G.; CHEN, H.; UPRETI, R.; FAWCETT, S. E.; ADAMS, F. G. (2009) The moderating role of barriers on the relationship between drivers to supply chain integration and firm performance, International Journal of Physical Distribution and Logistics Management, v. 39, n. 10, p. 826-840.

ROSENZWEIG, E. D.; ROTH, A. V.; DEAN, J. W. (2003) The influence of an integration strategy on competitive capabilities and business performance: An exploratory study of consumer products manufacturers, Journal of Operations Management, v. 21, n. 4, p. 437-456.

RYU, I.; SO, S.; KOO, C. (2009) The role of partnership in supply chain performance, Industrial Management & Data Systems, v. 109, n. 3-4, p. 496-514.

SAHIN, F.; ROBINSON, E. P. (2002) Flow coordination and information sharing in supply chains: review, implications, and directions for future research, Decision Sciences, v. 33, n. 4, p. 505-536.

SEZEN, B. (2008) Relative effects of design, integration and information sharing on supply chain performance, Supply Chain Management-an International Journal, v. 13, n. 3, p. 233-240.

SIMATUPANG, T. M.; WRIGHT, A. C.; SRIDHARAN, R. (2002) The knowledge of coordination for supply chain integration, Business Process Management Journal, v. 8, n. 3, p. 289-308.

SINGH, R. K. (2011) Developing the framework for coordination in supply chain of SMEs, Business Process Management Journal, v. 17, n. 4, p. 619-638.

SINGLETON, T.; CORMICAN, K. (2013) The influence of technology on the development of partnership relationships in the Irish construction industry, International Journal of Computer Integrated Manufacturing, v. 26, n. 1, p. 19-28.

SOUZA, F. L.; PIERRE, J. R.; CARVALHO, M. F. H.; BATOCCHIO, A. (2004) Integração na cadeia de suprimentos: um estudo de caso no setor automobilístico', in SIMPEP, 11, Bauru, Proceedings… Bauru, 2004.

SPEKMAN, R. E.; KAMAUFF JUNIOR, J. W.; MYHR, N. (1998) An empirical investigation into supply chain management: A perspective on partnerships, International Journal of Physical Distribution & Logistics, v. 28, n. 8, p. 630-650.

TEJPAL, G.; GARG, R. K.; SACHDEVA, A. (2013) Trust among supply chain partners: a review, Measuring Business Excellence, v. 17, n. 1, p. 51-71.

TEZZA, R. (2012) Modelagem multidimensional para mensurar qualidade em website de e-commerce utilizando a teoria da resposta ao item, Thesis (Doctorate in Production Engineering). Florianópolis: UFSC.

THUN, J.-H. (2010) Angles of integration: An empirical analysis of the alignment of internet-based information technology and global supply chain integration, Journal of Supply Chain Management, v. 46, n. 2, p. 30-44.

TRKMAN, P.; STEMBERGER, M. I.; JAKLIC, J.; GROZNIK, A. (2007) Process approach to supply chain integration, Supply Chain Management-an International Journal, v. 12, n. 2, p. 116-128.

VALLET-BELLMUNT, T.; RIVERA-TORRES, P. (2013) Integration: attitudes, patterns and practices, Supply Chain Management-an International Journal, v. 18, n. 3, p. 308-323.

VAN DER VAART, T.; VAN DONK, D. P. (2008) A critical review of survey-based research in supply chain integration, International Journal of Production Economics, v. 111, n. 1, p. 42-55.

VAN DER VAART, T.; VAN DONK, D. P.; GIMENEZ, C.; SIERRA, V. (2012) Modelling the integration-performance relationship Collaborative practices, enablers and contextual factors, International Journal of Operations & Production Management, v. 32, n. 9, p. 1043-1074.

VAN DONK, D. P.; VAN DER VAART, T. (2005) A case of shared resources, uncertainty and supply chain integration in the process industry, International Journal of Production Economics, v. 96, n. 1, p. 97-108.

VIEIRA, J. G. V. (2006) Avaliação do estado de colaboração logística entre indústria de bens de consumo e redes de varejo supermercadista, Thesis (Doctorate in Production Engineering). São Paulo: USP.

WEI, H.-L.; WONG, C. W. Y.; LAI, K.-H. (2012) Linking inter-organizational trust with logistics information integration and partner cooperation under environmental uncertainty, International Journal of Production Economics, v. 139, n. 2, p. 642-653.

WIENGARTEN, F.; HUMPHREYS, P.; CAO, G.; FYNES, B.; MCKITTRICK, A. (2010) Collaborative supply chain practices and performance: exploring the key role of information quality, Supply Chain Management: An International Journal, v. 15, n. 6, p. 463-473.

WIRTH, R. J.; EDWARDS, M. C. (2007) Item factor analysis: current approaches and future directions, Psychological Methods, v. 12, n. 1, p. 58–79.

WU, W.-Y.; CHIAG, C.-Y.; WU, Y.-J.; TU, H.-J. (2004) The influencing factors of commitment and business integration on supply chain management, Industrial Management and Data Systems, v. 104, n. 4, p. 322-333.

XU, D.; HUO, B.; SUN, L. (2014) Relationships between intra-organizational resources, supply chain integration and business performance, Industrial Management & Data Systems, v. 114, n. 8, p. 1186-1206.

YEUNG, J. H. Y.; SELEN, W.; ZHANG, M.; HUO, B. (2009) The effects of trust and coercive power on supplier integration, International Journal of Production Economics, v. 120, n. 1, p. 66-78.

ZHAO, X.; HUO, B.; FLYNN, B. B.; YEUNG, J. H. Y. (2008) The impact of power and relationship commitment on the integration between manufacturers and customers in a supply chain, Journal of Operations Management, v. 26, n. 3, p. 368-388.

ZHAO, X.; HUO, B.; SELEN, W.; YEUNG, J. H. Y. (2011) The impact of internal integration and relationship commitment on external integration, Journal of Operations Management, v. 29, n. 1-2, p. 17-32.

ZHOU, H.; BENTON, W. C. (2007) Supply chain practice and information sharing, Journal of Operations Management, v. 25, n. 6, p. 1348-1365.

فروشگاه اینترنتی