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Manufacturing and Supply Chain Flexibility: Building an Integrative Conceptual Model Through Systematic Literature Review and Bibliometric Analysis

  • Marta Pérez-Pérez
  • Canan Kocabasoglu-Hillmer
  • Ana María Serrano-BediaEmail author
  • María Concepción López-Fernández
Original Research
  • 4 Downloads

Abstract

The purpose of this study is twofold: first, to establish the current themes on the topic of manufacturing and supply chain flexibility (MSCF), assess their level of maturity in relation to each other, identify the emerging ones and reflect on how they can inform each other, and second, to develop a conceptual model of MSCF that links different themes connect and highlight future research opportunities. The study builds on a sample of 222 articles published from 1996 to 2018 in international, peer-reviewed journals. The analysis of the sample involves two complementary approaches: the co-word technique to identify the thematic clusters as well as their relative standing and a critical reflection on the papers to explain the intellectual content of these thematic clusters. The results of the co-word analysis show that MSCF is a dynamic topic with a rich and complex structure that comprises five thematic clusters. The value chain, capability and volatility clusters showed research topics that were taking a central role in the discussion on MSCF but were not mature yet. The SC purchasing practices and SC planning clusters involved work that was more focused and could be considered more mature. These clusters were then integrated in a framework that built on the competence–capability perspective and identified the major structural and infrastructural elements of MSCF as well as its antecedents and consequences. This paper proposes an integrative framework helping managers keep track the various decisions they need to make to increase flexibility from the viewpoint of the entire value chain.

Keywords

Co-word technique Manufacturing flexibility Review Supply chain flexibility 

Notes

Acknowledgements

The authors are grateful to anonymous reviewers and Editor-in-Chief for their suggestions during review process.

Compliance with Ethical Standards

Conflict of interest

The author(s) declare no potential conflicts of interest with respect to the research, authorship and/or publication of this article.

References

  1. Abdelilah, B., El Korchi, A., & Balambo, M. A. (2018). Flexibility and agility: Evolution and relationship. Journal of Manufacturing Technology Management,29(7), 1138–1162.CrossRefGoogle Scholar
  2. Ali, M., & Murshid, M. (2016). Performance evaluation of flexible manufacturing system under different material handling strategies. Global Journal of Flexible Systems Management,17(3), 287–305.CrossRefGoogle Scholar
  3. Alves Filho, A. G., Nogueira, E., & Bento, P. E. G. (2015). Operations strategies of engine assembly plants in the Brazilian automotive industry. International Journal of Operations & Production Management,35(5), 817–838.CrossRefGoogle Scholar
  4. Aprile, D., Garavelli, A., & Giannoccaro, I. (2005). Operations planning and flexibility in a supply chain. Production Planning & Control,16(1), 21–31.CrossRefGoogle Scholar
  5. Arnold, V., Benford, T., Canada, J., & Sutton, S. (2015). Leveraging integrated information systems to enhance strategic flexibility and performance: The enabling role of enterprise risk management. International Journal of Accounting Information Systems,19, 1–16.CrossRefGoogle Scholar
  6. Asmussen, J., Kristensen, J., & Wæhrens, B. (2018). Outsourcing of production: The valuation of volume flexibiltiy in decision-making. LogForum Scientific Journal of Logistics,14(1), 73–83.Google Scholar
  7. Avittathur, B., & Swamidass, P. (2007). Matching plant flexibility and supplier flexibility: Lessons from small suppliers of US manufacturing plants in India. Journal of Operations Management,25(3), 717–735.CrossRefGoogle Scholar
  8. Babazadeh, R., Razmi, J., & Ghodsi, R. (2013). Facility location in responsive and flexible supply chain network design (SCND) considering outsourcing. International Journal of Operational Research,17(3), 295–310.CrossRefGoogle Scholar
  9. Bag, S., & Gupta, S. (2017). Antecedents of sustainable innovation in supplier networks: A South African experience. Global Journal of Flexible Systems Management,18(3), 231–250.CrossRefGoogle Scholar
  10. Bai, C., & Sarkis, J. (2013). Flexibility in reverse logistics: A framework and evaluation approach. Journal of Cleaner Production,47, 306–318.CrossRefGoogle Scholar
  11. Balakrishnan, A., & Geunes, J. (2003). Production planning with flexible product specifications: An application to specialty steel manufacturing. Operations Research,51(1), 94–112.CrossRefGoogle Scholar
  12. Bandaly, D., Satir, A., Kahyaoglu, Y., & Shanker, L. (2012). Supply chain risk management—I: Conceptualization, framework and planning process. Risk Management,14(4), 249–271.CrossRefGoogle Scholar
  13. Bandaly, D., Shanker, L., Kahyaoglu, Y., & Satir, A. (2013). Supply chain risk management—II: A review of individual and integrated operational and financial approaches. Risk Management,15(1), 1–31.CrossRefGoogle Scholar
  14. Banker, R., & Bardhan, A. (2006). Understanding the impact of collaboration software on product design and development. Information Systems Research,17(4), 352–373.CrossRefGoogle Scholar
  15. Barad, M., & Sapir, D. (2003). Flexibility in logistic systems—Modeling and performance evaluation. International Journal of Production Economics,85(2), 155–170.CrossRefGoogle Scholar
  16. Bardhan, I., Whitaker, J., & Mithas, S. (2006). Information technology, production process outsourcing, and manufacturing plant performance. Journal of Management Information Systems,23(2), 13–40.CrossRefGoogle Scholar
  17. Bassamboo, A., Randhawa, R., & Mieghem, J. (2012). A little flexibility is all you need: On the asymptotic value of flexible capacity in parallel queuing systems. Operations Research,60(6), 1423–1435.CrossRefGoogle Scholar
  18. Beach, R., Muhlemann, A., Price, D., Paterson, A., & Sharp, J. (2000). A review of manufacturing flexibility. European Journal of Operational Research,122(1), 41–57.CrossRefGoogle Scholar
  19. Benaroch, M., Dai, Q., & Kauffman, R. (2010). Should we go our own way? Backsourcing flexibility in IT services contracts. Journal of Management Information Systems,26(4), 317–358.CrossRefGoogle Scholar
  20. Benavides-Velasco, C., Quintana-García, C., & Guzmán-Parra, V. (2013). Trends in family business research. Small Business Economics,40(1), 41–57.CrossRefGoogle Scholar
  21. Bernardes, E., & Hanna, M. (2009). A theoretical review of flexibility, agility and responsiveness in the operations management literature: Toward a conceptual definition of customer responsiveness. International Journal of Operations & Production Management,29(1), 30–53.CrossRefGoogle Scholar
  22. Bish, E., Muriel, A., & Biller, S. (2005). Managing flexible capacity in a make-to-order environment. Management Science,51(2), 167–180.CrossRefGoogle Scholar
  23. Bish, E., & Wang, Q. (2004). Optimal investment strategies for flexible resources, considering pricing and correlated demands. Operations Research,52(6), 954–964.CrossRefGoogle Scholar
  24. Blomé, C., Schoenherr, T., & Rexhausen, D. (2013). Antecedents and enablers of supply chain agility and its effect on performance: a dynamic capabilities perspective. International Journal of Production Research, 51(4), 1295–1318.CrossRefGoogle Scholar
  25. Blomé, C., Schoenherr, T., & Eckstein, D. (2014). The impact of knowledge transfer and complexity on supply chain flexibility: A knowledge-based view. International Journal of Production Economics,147, 307–316.CrossRefGoogle Scholar
  26. Bloss, D., & Pillai, D. (2001). E-manufacturing opportunities in semiconductor processing. Semiconductor International,24(8), 88–96.Google Scholar
  27. Boonlua, S., & Photong, L. (2012). Comparative study of supply chain development in Thai and Malaysian firms. Journal of International Business Strategy,12(1), 30–38.Google Scholar
  28. Boulaksil, Y., Grunow, M., & Fransoo, J. (2011). Capacity flexibility allocation in an outsourced supply chain with reservation. International Journal of Production Economics,129(1), 111–118.CrossRefGoogle Scholar
  29. Braunscheidel, M., & Suresh, N. (2009). The organizational antecedents of a firm’s supply chain agility for risk mitigation and response. Journal of Operations Management,27(2), 119–140.CrossRefGoogle Scholar
  30. Brozovic, D. (2018). Strategic flexibility: A review of the literature. International Journal of Management Reviews,20(1), 3–31.CrossRefGoogle Scholar
  31. Cachon, G., & Olivares, M. (2010). Drivers of finished-goods inventory in the US automobile industry. Management Science,56(1), 202–216.CrossRefGoogle Scholar
  32. Callon, M., Penan, H., & Courtial, J. (1995). Cienciometría: la medición de la actividad científica: de la bibliometría a la vigilancia tecnológica. Trea editions.Google Scholar
  33. Calma, A., Martí-Parreño, J., & Davies, M. (2019). Journal of the Academy of Marketing Science 1973–2018: An analytical retrospective. Scientometrics,119(2), 879–908.CrossRefGoogle Scholar
  34. Calvo, R., Domingo, R., & Rubio, E. (2006). A heuristic approach for decision-making on assembly systems for mass customization. Materials Science Forum,526, 1–6.CrossRefGoogle Scholar
  35. Calvo, R., Domingo, R., & Sebastián, M. (2007). Operational flexibility quantification in a make-to-order assembly system. International Journal of Flexible Manufacturing Systems,19(3), 247–263.CrossRefGoogle Scholar
  36. Candace, Y., Ngai, E., & Moon, K. (2011). Supply chain flexibility in an uncertain environment: Exploratory findings from five case studies. Supply Chain Management: An International Journal,16(4), 271–283.CrossRefGoogle Scholar
  37. Chambost, V., & Stuart, P. (2007). Selecting the most appropriate products for the forest biorefinery. Industrial Biotechnology,3(2), 112–119.CrossRefGoogle Scholar
  38. Chan, F., Bhagwat, R., & Wadhwa, S. (2009). Study on suppliers’ flexibility in supply chains: Is real-time control necessary? International Journal of Production Research,47(4), 965–987.CrossRefGoogle Scholar
  39. Chan, A., Ngai, E., & Moon, K. (2017). The effects of strategic and manufacturing flexibilities and supply chain agility on firm performance in the fashion industry. European Journal of Operational Research,259(2), 486–499.CrossRefGoogle Scholar
  40. Chandra, A., Deshmukh, S., & Kanda, A. (2010). Flexibility and sustainability of supply chains: Are they together? Global Journal of Flexible Systems Management,11(1–2), 25–38.Google Scholar
  41. Chang, S., Chen, R., Lin, R., Tien, S., & Sheu, C. (2006). Supplier involvement and manufacturing flexibility. Technovation,26(10), 1136–1146.CrossRefGoogle Scholar
  42. Chang, K., & Huang, H. (2012). Using influence strategies to advance supplier delivery flexibility: The moderating roles of trust and shared vision. Industrial Marketing Management,41(5), 849–860.CrossRefGoogle Scholar
  43. Chatzikontidou, A., Longinidis, P., Tsiakis, P., & Georgiadis, M. (2017). Flexible supply chain network design under uncertainty. Chemical Engineering Research and Design,128, 290–305.CrossRefGoogle Scholar
  44. Chaudhuri, A., Boer, H., & Taran, Y. (2018). Supply chain integration, risk management and manufacturing flexibility. International Journal of Operations & Production Management,38(3), 690–712.CrossRefGoogle Scholar
  45. Chen, M., Wang, S., & Chiou, C. (2009). The e-business policy of global logistics management for manufacturing. International Journal of Electronic Business Management,7(2), 86–97.Google Scholar
  46. Chiang, C., Kocabasoglu-Hillmer, C., & Suresh, N. (2012). An empirical investigation of the impact of strategic sourcing and flexibility on firm’s supply chain agility. International Journal of Operations & Production Management,32(1), 49–78.CrossRefGoogle Scholar
  47. Chirra, S., & Kumar, D. (2018). Evaluation of supply chain flexibility in automobile industry with fuzzy DEMATEL approach. Global Journal of Flexible Systems Management,19(4), 305–319.CrossRefGoogle Scholar
  48. Chod, J., Rudi, N., & Van-Mieghem, J. (2010). Operational flexibility and financial hedging: Complements or substitutes? Management Science,56(6), 1030–1045.CrossRefGoogle Scholar
  49. Chou, C., Chua, G., Teo, C., & Zheng, H. (2010). Design for process flexibility: Efficiency of the long chain and sparse structure. Operations Research,58(1), 43–58.CrossRefGoogle Scholar
  50. Chou, C., Geoffrey, A., Chung-Piaw, T., & Zheng, H. (2011). Process flexibility revisited: The graph expander and its applications. Operations Research,59(5), 1090–1105.CrossRefGoogle Scholar
  51. Chu, Y., Chang, K., & Huang, F. (2011). The role of social mechanisms in promoting supplier flexibility. Journal of Business-to-Business Marketing,18(2), 155–187.CrossRefGoogle Scholar
  52. Chu, Y., Chang, K., & Huang, F. (2012). How to increase supplier flexibility through social mechanisms and influence strategies? Journal of Business & Industrial Marketing,27(2), 115–131.CrossRefGoogle Scholar
  53. Clyde, E. (1999). Palletizing unit loads: Many options. Material Handling Engineering,54(1), 99–106.Google Scholar
  54. Cobo, M., López-Herrera, A., Herrera-Viedma, E., & Herrera, F. (2011). An approach for detecting, quantifying, and visualizing the evolution of a research field: A practical application to the fuzzy sets theory field. Journal of Informetrics,5(1), 146–166.CrossRefGoogle Scholar
  55. Coronado, M., & Lyons, A. (2007). Evaluating operations flexibility in industrial supply chains to support build-to-order initiatives. Business Process Management Journal,13(4), 572–587.CrossRefGoogle Scholar
  56. Correll, D., Suzuki, Y., & Martens, B. (2014). Biorenewable fuels at the intersection of product and process flexibility: A novel modeling approach and application. International Journal of Production Economics,150, 1–8.CrossRefGoogle Scholar
  57. Coulter, N., Monarch, I., & Konda, S. (1998). Software engineering as seen through its research literature: A study in co-word analysis. Journal of the American Society of Information Sciences,49(13), 1206–1223.CrossRefGoogle Scholar
  58. Cucchiella, F., Gastaldi, M., & Koh, S. (2010). Performance improvement: An active life cycle product management. International Journal of Systems Science,41(3), 301–313.CrossRefGoogle Scholar
  59. Cvsa, V., & Gilbert, S. (2002). Strategic commitment versus postponement in a two-tier supply chain. European Journal of Operational Research,141(3), 526–543.CrossRefGoogle Scholar
  60. Dabhilkar, M., & Bengtsson, L. (2008). Invest or divest? On the relative improvement potential in outsourcing manufacturing. Production Planning and Control,19(3), 212–228.CrossRefGoogle Scholar
  61. Dabhilkar, M., Bengtsson, L., Von Haartman, R., & Åhlström, P. (2009). Supplier selection or collaboration? Determining factors of performance improvement when outsourcing manufacturing. Journal of Purchasing and Supply Management,15(3), 143–153.CrossRefGoogle Scholar
  62. Dansereau, L., El-Halwagi, M., Mansoornejad, B., & Stuart, P. (2014). Framework for margins-based planning: Forest biorefinery case study. Computers & Chemical Engineering,63, 34–50.CrossRefGoogle Scholar
  63. Dansereau, L., El-Halwagi, M., & Stuart, P. (2012). Value-chain planning in the forest biorefinery: Case study analyzing manufacturing flexibility. J-for-Journal of Science & Technology for Forest Products and Processes,2(4), 60–69.Google Scholar
  64. Das, K. (2011). Integrating effective flexibility measures into a strategic supply chain planning model. European Journal of Operational Research,211(1), 170–183.CrossRefGoogle Scholar
  65. Dauzère-Pérès, S., Nordli, A., Olstad, A., Haugen, K., Koester, U., Per Olav, M., et al. (2007). Omya Hustadmarmor optimizes its supply chain for delivering calcium carbonate slurry to European paper manufacturers. Interfaces,37(1), 39–51.CrossRefGoogle Scholar
  66. De Giovanni, D., & Massabò, I. (2018). Capacity investment under uncertainty: The effect of volume flexibility. International Journal of Production Economics,198, 165–176.CrossRefGoogle Scholar
  67. Devaraj, S., Vaidyanathan, G., & Mishra, A. (2012). Effect of purchase volume flexibility and purchase mix flexibility on e-procurement performance: An analysis of two perspectives. Journal of Operations Management,30(7), 509–520.CrossRefGoogle Scholar
  68. Dey, S., Sharma, R. R. K., & Pandey, B. K. (2019). Relationship of manufacturing flexibility with organizational strategy. Global Journal of Flexible Systems Management, 20(3), 237–256.CrossRefGoogle Scholar
  69. Di Stefano, G., Peteraf, M., & Verona, G. (2010). Dynamic capabilities deconstructed: A bibliographic investigation into the origins, development, and future directions of the research domain. Industrial and Corporate Change,19(4), 1187–1204.CrossRefGoogle Scholar
  70. Duclos, L., Vokurka, R., & Lummus, R. (2003). A conceptual model of supply chain flexibility. Industrial Management & Data Systems,103(6), 446–456.CrossRefGoogle Scholar
  71. Dulluri, S., & Srinivasa, N. (2009). Stochastic operational planning model for production and distribution in a hi-tech manufacturing network. International Journal of Operational Research,5(2), 163–189.CrossRefGoogle Scholar
  72. Durach, C., Kembro, J., & Wieland, A. (2017). A new paradigm for systematic literature reviews in supply chain management. Journal of Supply Chain Management,53(4), 67–85.CrossRefGoogle Scholar
  73. Dwaikat, N., Money, H., Behashti, H., & Salehi-Sangari, E. (2018). How does information sharing affect first-tier suppliers’ flexibility? Evidence from the automotive industry in Sweden. Production Planning & Control,29(4), 289–300.CrossRefGoogle Scholar
  74. Engelhardt-Nowitzki, C. (2012). Improving value chain flexibility and adaptability in build-to-order environments. International Journal of Physical Distribution & Logistics Management,42(4), 318–337.CrossRefGoogle Scholar
  75. Esmaeilikia, M., Fahimnia, B., Sarkis, J., Govindan, K., Kumar, A., & Mo, J. (2016). Tactical supply chain planning models with inherent flexibility: Definition and review. Annals of Operations Research,244(2), 407–427.CrossRefGoogle Scholar
  76. Fahimnia, B., Sarkis, J., & Davarzani, H. (2015). Green supply chain management: A review and bibliometric analysis. International Journal of Production Economics,162, 101–114.CrossRefGoogle Scholar
  77. Fantazy, K., Kumar, V., & Kumar, U. (2009). An empirical study of the relationships among strategy, flexibility, and performance in the supply chain context. Supply Chain Management: An International Journal,14(3), 177–188.CrossRefGoogle Scholar
  78. Fantazy, K., & Salem, M. (2016). The value of strategy and flexibility in new product development. Journal of Enterprise Information Management,29(4), 525–548.CrossRefGoogle Scholar
  79. Fayezi, S., & Zomorrodi, M. (2015). The role of relationship integration in supply chain agility and flexibility development: An Australian perspective. Journal of Manufacturing Technology Management,26(8), 1126–1157.CrossRefGoogle Scholar
  80. Fayezi, S., Zutshi, A., & O’Loughlin, A. (2014). Developing an analytical framework to assess the uncertainty and flexibility mismatches across the supply chain. Business Process Management Journal,20(3), 362–391.CrossRefGoogle Scholar
  81. Fayezi, S., Zutshi, A., & O’Loughlin, A. (2015). How Australian manufacturing firms perceive and understand the concepts of agility and flexibility in the supply chain. International Journal of Operations & Production Management,35(2), 246–281.CrossRefGoogle Scholar
  82. Fayezi, S., Zutshi, A., & O’Loughlin, A. (2017). Understanding and development of supply chain agility and flexibility: A structured literature review. International Journal of Management Reviews,19(4), 379–407.CrossRefGoogle Scholar
  83. Feng, Y., Zhu, Q., & Lai, K. (2017). Corporate social responsibility for supply chain management: A literature review and bibliometric analysis. Journal of Cleaner Production,158, 296–307.CrossRefGoogle Scholar
  84. Ferdows, K., & Carabetta, C. (2006). The effect of inter-factory linkage flexibility on inventories and backlogs in integrated process industries. International Journal of Production Research,44(2), 237–255.CrossRefGoogle Scholar
  85. Foo, D., Tan, R., Lam, H., Aziz, M., & Klemeš, J. (2013). Robust models for the synthesis of flexible palm oil-based regional bioenergy supply chain. Energy,55, 68–73.CrossRefGoogle Scholar
  86. Francas, D., & Minner, S. (2009). Manufacturing network configuration in supply chains with product recovery. Omega,37(4), 757–769.CrossRefGoogle Scholar
  87. Fredriksson, A. (2014). Manufacturing and supply chain flexibility—Towards a tool to analyse production network coordination at operational level. Strategic Outsourcing: An International Journal,7(2), 173–194.CrossRefGoogle Scholar
  88. Garavelli, A. (2003). Flexibility configurations for the supply chain management. International Journal of Production Economics,85(2), 141–153.CrossRefGoogle Scholar
  89. Giachetti, R., Martinez, L., Sáenz, O., & Chen, C. (2003). Analysis of the structural measures of flexibility and agility using a measurement theoretical framework. International Journal of Production Economics,86(1), 47–62.CrossRefGoogle Scholar
  90. Gligor, D. (2014). A cross-disciplinary examination of firm orientations’ performance outcomes: The role of supply chain flexibility. Journal of Business Logistics,35(4), 281–298.CrossRefGoogle Scholar
  91. Gligor, D., & Holcomb, M. (2012). Understanding the role of logistics capabilities in achieving supply chain agility: A systematic literature review. Supply Chain Management: An International Journal,17(4), 438–453.CrossRefGoogle Scholar
  92. Goldsby, T., & García-Dastugue, S. (2003). The manufacturing flow management process. The International Journal of Logistics Management,14(2), 33–52.CrossRefGoogle Scholar
  93. Gosling, J., Naim, M., & Towill, D. (2013). A supply chain flexibility framework for engineer-to-order systems. Production Planning & Control,24(7), 552–566.CrossRefGoogle Scholar
  94. Gosling, J., Purvis, L., & Naim, M. (2010). Supply chain flexibility as a determinant of supplier selection. International Journal of Production Economics,128(1), 11–21.CrossRefGoogle Scholar
  95. Govindan, K., Fattahi, M., & Keyvanshokooh, E. (2017). Supply chain network design under uncertainty: A comprehensive review and future research directions. European Journal of Operational Research,263(1), 108–141.CrossRefGoogle Scholar
  96. Govindarajulu, N., & Daily, B. (2009). Exploring the antecedents of externally-driven flexibilities. Journal of Management Research,9(2), 83.Google Scholar
  97. Grawe, S., Daugherty, P., & Roath, A. (2011). Knowledge synthesis and innovative logistics processes: Enhancing operational flexibility and performance. Journal of Business Logistics,32(1), 69–80.CrossRefGoogle Scholar
  98. Grover, P., & Kar, A. K. (2017). Big data analytics: A review on theoretical contributions and tools used in literature. Global Journal of Flexible Systems Management,18(3), 203–229.CrossRefGoogle Scholar
  99. Gunasekaran, A., Dubey, R., & Singh, S. P. (2016). Flexible sustainable supply chain network design: Current trends, opportunities and future. Global Journal of Flexible Systems Management,17(2), 109–112.CrossRefGoogle Scholar
  100. Gunasekaran, A., & McGaughey, R. (2003). TQM is supply chain management. The TQM Magazine,15(6), 361–363.CrossRefGoogle Scholar
  101. Hall, D., Skipper, J., & Hanna, J. (2010). The mediating effect of comprehensive contingency planning on supply chain organisational flexibility. International Journal of Logistics: Research and Applications,13(4), 291–312.CrossRefGoogle Scholar
  102. Han, J., Wang, Y., & Naim, M. (2017). Reconceptualization of information technology flexibility for supply chain management: An empirical study. International Journal of Production Economics,187, 196–215.CrossRefGoogle Scholar
  103. Harkonen, J., Haapasalo, H., & Hanninen, K. (2015). Productisation: A review and research agenda. International Journal of Production Economics,164, 65–82.CrossRefGoogle Scholar
  104. Hasuike, T., & Ishii, H. (2009). On flexible product-mix decision problems under randomness and fuzziness. Omega,37(4), 770–787.CrossRefGoogle Scholar
  105. Hayes, R., & Wheelwright, S. (1984). Restoring our competitive edge: Competing through manufacturing. New York, NY: Wiley.Google Scholar
  106. He, Y., Kin, K., Hongyi, S., & 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,147, 260–270.CrossRefGoogle Scholar
  107. Holweg, M. (2005). The three dimensions of responsiveness. International Journal of Operations & Production Management,25(7), 603–622.CrossRefGoogle Scholar
  108. Huchzermeier, A., & Cohen, M. (1996). Valuing operational flexibility under exchange rate risk. Operations Research,44(1), 100–113.CrossRefGoogle Scholar
  109. Indranil, B., Demirkan, H., Kannan, P., Kauffman, R., & Sougstad, R. (2010). An interdisciplinary perspective on IT services management and service science. Journal of Management Information Systems,26(4), 13–64.CrossRefGoogle Scholar
  110. Ishfaq, R. (2013). Intermodal shipments as recourse in logistics disruptions. Journal of the Operational Research Society,64(2), 229–240.CrossRefGoogle Scholar
  111. Jain, A. (2018). Responding to shipment delays: The roles of operational flexibility & lead-time visibility. Decision Sciences,49(2), 306–334.CrossRefGoogle Scholar
  112. Jain, A., Jain, P., Chan, F., & Singh, S. (2013). A review on manufacturing flexibility. International Journal of Production Research,51(19), 5946–5970.CrossRefGoogle Scholar
  113. Jin, Y., Vonderembse, M., Ragu-Nathan, T., & Smith, J. (2014). Exploring relationships among IT-enabled sharing capability, supply chain flexibility, and competitive performance. International Journal of Production Economics,153, 24–34.CrossRefGoogle Scholar
  114. Jitpaiboon, T., & Sharma, S. (2013). Comparative study of supply chain relationships, mass customization, and organizational performance between SME(s) and LE(s). Journal of Business Administration Research,1(2), 139–157.CrossRefGoogle Scholar
  115. Kara, S., Kayis, B., & O’Kane, S. (2002). The role of human factors in flexibility management: A survey. Human Factors and Ergonomics in Manufacturing & Service Industries,12(1), 75–119.CrossRefGoogle Scholar
  116. Karrenbauer, J. (2012). Transforming the supply chain: Steps for understanding and reworking your entire network. Materials Management and Distribution,57(3), 22–23.Google Scholar
  117. Kaur, S. P., Kumar, J., & Kumar, R. (2017). The relationship between flexibility of manufacturing system components, competitiveness of SMEs and business performance: A study of manufacturing SMEs in Northern India. Global Journal of Flexible Systems Management,18(2), 123–137.CrossRefGoogle Scholar
  118. Kavitha, C., & Vijayalakshmi, C. (2013a). Implementation of fuzzy multi objective linear programming for decision making and planning under uncertainty. Indian Journal of Computer Science and Engineering,4(2), 103–121.Google Scholar
  119. Kavitha, C., & Vijayalakshmi, C. (2013b). Implementation of supplier evaluation and ranking by improved TOPSIS. Applied Mathematical Sciences,7(46), 2265–2270.CrossRefGoogle Scholar
  120. Kavitha, C., & Vijayalakshmi, C. (2015). Fuzzy multi objective mixed integer linear programming technique for supply chain management. International Journal of Pure and Applied Mathematics,101(5), 781–790.Google Scholar
  121. Kayis, B., & Kara, S. (2005). The supplier and customer contribution to manufacturing flexibility: Australian manufacturing industry’s perspective. Journal of Manufacturing Technology Management,16(7), 733–752.CrossRefGoogle Scholar
  122. Kazaz, B., Dada, M., & Moskowitz, H. (2005). Global production planning under exchange-rate uncertainty. Management Science,51(7), 1101–1119.CrossRefGoogle Scholar
  123. Kazemian, I., & Aref, S. (2016). Multi-echelon supply chain flexibility enhancement through detecting bottlenecks. Global Journal of Flexible Systems Management,17(4), 357–372.CrossRefGoogle Scholar
  124. Kemmoe, S., Pernot, P., & Tchernev, N. (2014). Model for flexibility evaluation in manufacturing network strategic planning. International Journal of Production Research,52(15), 4396–4411.CrossRefGoogle Scholar
  125. Keong, O., Ahmad, M., Ismail, S., Sulaiman, N., & Yusuf, M. (2005). Proposing a non-traditional ordering methodology in achieving optimal flexibility with minimal inventory risk. Asia Pacific Journal of Marketing and Logistics,17(2), 31–43.CrossRefGoogle Scholar
  126. Kesen, S. (2014). Capacity-constrained supplier selection model with lost sales under stochastic demand behaviour. Neural Computing and Applications,24(2), 347–356.CrossRefGoogle Scholar
  127. Kim, W. (2011). Order quantity flexibility as a form of customer service in a supply chain contract model. Flexible Services and Manufacturing Journal,23(3), 290–315.CrossRefGoogle Scholar
  128. Kim, M., & Chai, S. (2016). Assessing the impact of business uncertainty on supply chain integration. The International Journal of Logistics Management,27(2), 463–485.CrossRefGoogle Scholar
  129. Kim, M., Suresh, N., & Kocabasoglu-Hillmer, C. (2013). An impact of manufacturing flexibility and technological dimensions of manufacturing strategy on improving supply chain responsiveness: Business environment perspective. International Journal of Production Research,51(18), 5597–5611.CrossRefGoogle Scholar
  130. Klueber, R., & O’Keefe, R. (2013). Defining and assessing requisite supply chain visibility in regulated industries. Journal of Enterprise Information Management,26(3), 295–315.CrossRefGoogle Scholar
  131. Koste, L., Malhotra, M., & Sharma, S. (2004). Measuring dimensions of manufacturing flexibility. Journal of Operations Management,22(2), 171–196.CrossRefGoogle Scholar
  132. Krajewski, L., Wei, J., & Tang, L. (2005). Responding to schedule changes in build-to-order supply chains. Journal of Operations Management,23(5), 452–469.CrossRefGoogle Scholar
  133. Kristal, M., Huang, X., & Roth, A. (2010). The effect of an ambidextrous supply chain strategy on combinative competitive capabilities and business performance. Journal of Operations Management,28(5), 415–429.CrossRefGoogle Scholar
  134. Kulkarni, S., & Francas, D. (2018). Capacity investment and the value of operational flexibility in manufacturing systems with product blending. International Journal of Production Research,56(10), 3563–3589.CrossRefGoogle Scholar
  135. Kumar, R. (2019). Research methodology: A step-by-step guide for beginners. London: Sage Publications Limited.Google Scholar
  136. Kumar, P., & Deshmukh, S. G. (2006). A model for flexible supply chain through flexible manufacturing. Global Journal of Flexible Systems Management,7(3/4), 17–24.Google Scholar
  137. Kumar, V., Fantazy, K. A., Kumar, U., & Boyle, T. (2006). Implementation and management framework for supply chain flexibility. Journal of Enterprise Information Management,19(3), 303–319.CrossRefGoogle Scholar
  138. Kumar, R., & Mishra, M. (2017). Manufacturing and supply chain flexibility: An integrated viewpoint. International Journal of Services and Operations Management,27(3), 384–407.CrossRefGoogle Scholar
  139. Kumar, A., Pal, A., Vohra, A., Gupta, S., Manchanda, S., & Dash, M. (2018). Construction of capital procurement decision making models to optimize supplier selection using Fuzzy Delphi and AHP-DEMATEL. Benchmarking: An International Journal,25(5), 1528–1547.CrossRefGoogle Scholar
  140. Kumar, R., Singh, R. K., & Shankar, R. (2013). Study on coordination issues for flexibility in supply chain of SMEs: A case study. Global Journal of Flexible Systems Management,14(2), 81–92.CrossRefGoogle Scholar
  141. Kume, K., & Fujiwara, T. (2016). Production flexibility of real options in daily supply chain. Global Journal of Flexible Systems Management,17(3), 249–264.CrossRefGoogle Scholar
  142. Lagoudis, I., Naim, M., & Potter, A. (2010). Strategic flexibility choices in the ocean transportation industry. International Journal of Shipping and Transport Logistics,2(2), 187–205.CrossRefGoogle Scholar
  143. Lee, Y., & Kincade, D. H. (2003). US apparel manufacturers’ company characteristic differences based on SCM activities. Journal of Fashion Marketing and Management: An International Journal,7(1), 31–48.CrossRefGoogle Scholar
  144. Li, Y., Guo, H., & Zhang, Y. (2018). An integrated location-inventory problem in a closed-loop supply chain with third-party logistics. International Journal of Production Research,56(10), 3462–3481.CrossRefGoogle Scholar
  145. Liao, Y., & Marsillac, E. (2015). External knowledge acquisition and innovation: The role of supply chain network-oriented flexibility and organisational awareness. International Journal of Production Research,53(18), 5437–5455.CrossRefGoogle Scholar
  146. Lim, B., Ling, F., Ibbs, C., Raphael, B., & Ofori, G. (2010). Empirical analysis of the determinants of organizational flexibility in the construction business. Journal of Construction Engineering and Management,137(3), 225–237.CrossRefGoogle Scholar
  147. Lim, B., Ling, F., Ibbs, C., Raphael, B., & Ofori, G. (2012). Mathematical models for predicting organizational flexibility of construction firms in Singapore. Journal of Construction Engineering and Management,138(3), 361–375.CrossRefGoogle Scholar
  148. Lin, B. (2003). Cooperating for supply chain effectiveness: Manufacturing strategy for Chinese OEMs. International Journal of Manufacturing Technology and Management,5(3), 232–245.CrossRefGoogle Scholar
  149. Ling-yee, L., & Ogunmokun, G. (2008). An empirical study of manufacturing flexibility of exporting firms in China: How do strategic and organizational contexts matter? Industrial Marketing Management,37(6), 738–751.CrossRefGoogle Scholar
  150. Lo, S. (2016). The influence of variability and strategy of service supply chains on performance. Service Business,10(2), 393–421.CrossRefGoogle Scholar
  151. López-Fernández, M. C., Serrano-Bedia, A. M., & Pérez-Pérez, M. (2016). Entrepreneurship and family firm research: A bibliometric analysis of an emerging field. Journal of Small Business Management,54(2), 622–639.CrossRefGoogle Scholar
  152. Lummus, R., Duclos, L., & Vokurka, R. (2003). Supply chain flexibility: Building a new model. Global Journal of Flexible Systems Management,4(4), 1–14.Google Scholar
  153. Lummus, R., Vokurka, R., & Duclos, L. (2005). Delphi study on supply chain flexibility. International Journal of Production Research,43(13), 2687–2708.CrossRefGoogle Scholar
  154. Lummus, R., Vokurka, R., & Duclos, L. (2006). The produce-process matrix revisited: Integrating supply chain trade-offs. SAM Advanced Management Journal,71(2), 4–12.Google Scholar
  155. Luo, B. N., & Yu, K. (2016). Fits and misfits of supply chain flexibility to environmental uncertainty: Two types of asymmetric effects on performance. The International Journal of Logistics Management,27(3), 862–885.CrossRefGoogle Scholar
  156. Maestrini, V., Luzzini, D., Maccarrone, P., & Caniato, F. (2017). Supply chain performance measurement systems: A systematic review and research agenda. International Journal of Production Economics,183, 299–315.CrossRefGoogle Scholar
  157. Malhotra, K., & Mackelprang, A. (2012). Are internal manufacturing and external supply chain flexibilities complementary capabilities? Journal of Operations Management,30(3), 180–200.CrossRefGoogle Scholar
  158. Manders, J., Caniëls, M., & Paul, W. (2016). Exploring supply chain flexibility in a FMCG food supply chain. Journal of Purchasing and Supply Management,22(3), 181–195.CrossRefGoogle Scholar
  159. Mansoornejad, B., Chambost, V., & Stuart, P. (2010). Integrating product portfolio design and supply chain design for the forest biorefinery. Computers & Chemical Engineering,34(9), 1497–1506.CrossRefGoogle Scholar
  160. Manuj, I., & Sahin, F. (2011). A model of supply chain and supply chain decision-making complexity. International Journal of Physical Distribution & Logistics Management,41(5), 511–549.CrossRefGoogle Scholar
  161. Mason, R., & Nair, R. (2013a). Strategic flexibility capabilities in the container liner shipping sector. Production Planning & Control,24(7), 640–651.CrossRefGoogle Scholar
  162. Mason, R., & Nair, R. (2013b). Supply-side strategic flexibility capabilities in container liner shipping. The International Journal of Logistics Management,24(1), 22–48.CrossRefGoogle Scholar
  163. McLaren, T., Head, M., & Yuan, Y. (2004). Supply chain management information systems capabilities. An exploratory study of electronics manufacturers. Information Systems and E-business Management,2(2), 207–222.CrossRefGoogle Scholar
  164. Merigó, J. M., Muller, C., Modak, N. M., & Laengle, S. (2019). Research in production and operations management: A university-based bibliometric analysis. Global Journal of Flexible Systems Management,20(1), 1–29.CrossRefGoogle Scholar
  165. Merschmann, U., & Thonemann, U. (2011). Supply chain flexibility, uncertainty and firm performance: An empirical analysis of German manufacturing firms. International Journal of Production Economics,130(1), 43–53.CrossRefGoogle Scholar
  166. Minner, S. (2003). Multiple-supplier inventory models in supply chain management: A review. International Journal of Production Economics,81, 265–279.CrossRefGoogle Scholar
  167. Mishra, R., Pundir, A., & Ganapathy, L. (2014). Manufacturing flexibility research: A review of literature and agenda for future research. Global Journal of Flexible Systems Management,15(2), 101–112.CrossRefGoogle Scholar
  168. Mishra, R., Pundir, A., & Ganapathy, L. (2018). Empirical assessment of factors influencing potential of manufacturing flexibility in organization. Business Process Management Journal,24(1), 158–182.CrossRefGoogle Scholar
  169. Moon, K., Candace, Y., & Ngai, E. (2012). An instrument for measuring supply chain flexibility for the textile and clothing companies. European Journal of Operational Research,222(2), 191–203.CrossRefGoogle Scholar
  170. Moreira, M., & Tjahjono, B. (2016). Applying performance measures to support decision-making in supply chain operations: A case of beverage industry. International Journal of Production Research,54(8), 2345–2365.CrossRefGoogle Scholar
  171. Moussaoui, I., Williams, B., Hofer, C., Aloysius, J., & Waller, M. (2016). Drivers of retail on-shelf availability: Systematic review, critical assessment, and reflections on the road ahead. International Journal of Physical Distribution & Logistics Management,46(5), 516–535.CrossRefGoogle Scholar
  172. Muñoz-Leiva, F., Viedma-del-Jesús, M., Sánchez-Fernández, J., & López-Herrera, A. (2012). An application of co-word analysis and bibliometric maps for detecting the most highlighting themes in the consumer behaviour research from a longitudinal perspective. Quality & Quantity,46(4), 1077–1095.CrossRefGoogle Scholar
  173. Musa, A., & Dabo, A. A. A. (2016). A review of RFID in supply chain management: 2000–2015. Global Journal of Flexible Systems Management,17(2), 189–228.CrossRefGoogle Scholar
  174. Nagarajan, V., Savitskie, K., Ranganathan, S., Sen, S., & Alexandrov, A. (2013). The effect of environmental uncertainty, information quality, and collaborative logistics on supply chain flexibility of small manufacturing firms in India. Asia Pacific Journal of Marketing and Logistics,25(5), 784–802.CrossRefGoogle Scholar
  175. Naim, M., Ariee, G., & Potter, A. (2010). Determining a logistics provider’s flexibility capability. International Journal of Production Economics,127, 39–45.CrossRefGoogle Scholar
  176. Narasimhan, R., Swink, M., & Kim, S. (2006). Disentangling leanness and agility: An empirical investigation. Journal of Operations Management,24(5), 440–457.CrossRefGoogle Scholar
  177. Narasimhan, R., Talluri, S., & Das, A. (2004). Exploring flexibility and execution competencies of manufacturing firms. Journal of Operations Management,22(1), 91–106.CrossRefGoogle Scholar
  178. Ndubisi, N., Jantan, M., Cha Hing, L., & Salleh-Ayub, M. (2005). Supplier selection and management strategies and manufacturing flexibility. Journal of Enterprise Information Management,18(3), 330–349.CrossRefGoogle Scholar
  179. Negahban, A., Yilmaz, L., & Nall, T. (2014). Managing production level in new product diffusion: An agent-based simulation approach. International Journal of Production Research,52(17), 4950–4966.CrossRefGoogle Scholar
  180. Nehzat, F. (2015). The impact of supply chain relationship quality on brand promise. Uncertain Supply Chain Management,3(2), 141–146.CrossRefGoogle Scholar
  181. Nembhard, H., Shi, L., & Aktan. M. (2002). Valuing operational flexibility in manufacturing systems using real options. In IIE Annual Conference. Proceedings (p. 1). Institute of Industrial and Systems Engineers (IISE), 2Google Scholar
  182. Niranjan, S., Spulick, S., & Savitskie, K. (2018). Mediating and moderating influencers of firm performance: Supply chain managers’ perspective. Journal of Enterprise Information Management,31(1), 38–63.CrossRefGoogle Scholar
  183. Oberoi, J. S., Khamba, J. S., & Kiran, R. (2007). Impact of new technology and sourcing practices in managing tactical and strategic manufacturing flexibilities—An empirical study. Global Journal of Flexible Systems Management,8(3), 1–14.CrossRefGoogle Scholar
  184. Ojha, D., White, R., Rogers, P., & Kuo, C. (2015). Information processing-related infrastructural antecedents of manufacturing flexibility—A real options perspective. International Journal of Production Research,53(17), 5174–5192.CrossRefGoogle Scholar
  185. Omar, A., Sramek, B., Myers, M., & Mentzer, J. (2012). A global analysis of orientation, coordination, and flexibility in supply chains. Journal of Business Logistics,33(2), 128–144.CrossRefGoogle Scholar
  186. Pereira, J. (2010). Flexibility dimensions to control the bullwhip effect in a supply chain. International Journal of Production Research,47(22), 6357–6374.CrossRefGoogle Scholar
  187. Pereira, G., Sellitto, M., & Borchardt, M. (2018). Flexibility and orientation for two supply chains fashion industry markets: Analysis and model for future research. Gestão & Produção,25(2), 319–330.CrossRefGoogle Scholar
  188. Pérez-Pérez, M., Serrano-Bedia, A. M., & López-Fernández, M. C. (2016). A review of manufacturing flexibility: Systematising the concept. International Journal of Production Research,54(10), 3133–3148.CrossRefGoogle Scholar
  189. Pérez-Pérez, M., Serrano-Bedia, A. M., López-Fernández, M. C., & García-Piqueres, G. (2018). Research opportunities on manufacturing flexibility domain: A review and theory-based research agenda. Journal of Manufacturing Systems,48, 9–20.CrossRefGoogle Scholar
  190. Pierre, H., & Luc, C. (2007). The role of joint collaboration planning actions in a demand-driven supply chain. Industrial Management & Data Systems,107(7), 954–978.CrossRefGoogle Scholar
  191. Purvis, L., Gosling, J., & Naim, M. (2014). The development of a lean, agile and leagile supply network taxonomy based on differing types of flexibility. International Journal of Production Economics,151, 100–111.CrossRefGoogle Scholar
  192. Qu, W., Ding, Y., Shou, Y., Zhou, H., & Du, H. (2014). The impact of enterprise systems on process flexibility and organisational flexibility. Enterprise Information Systems,8(5), 563–581.CrossRefGoogle Scholar
  193. Rao, K. S., & Wadhwa, S. (2002). Understanding flexibility in supply chains: A conceptual framework and models. Global Journal of Flexible Systems Management,3(4), 1–12.Google Scholar
  194. Reichhart, A., & Holweg, M. (2007). Creating the customer-responsive supply chain: A reconciliation of concepts. International Journal of Operations & Production Management,27(11), 1144–1172.CrossRefGoogle Scholar
  195. Reimann, M., & Schiltknecht, P. (2009a). The role of risk preferences and flexibility for risk management: Lessons from a custom manufacturing environment. Review of Managerial Science,3(2), 117–140.CrossRefGoogle Scholar
  196. Reimann, M., & Schiltknecht, P. (2009b). Studying the interdependence of contractual and operational flexibilities in the market of specialty chemicals. European Journal of Operational Research,198(3), 760–772.CrossRefGoogle Scholar
  197. Richardson, J. (1996). Vertical integration and rapid response in fashion apparel. Organization Science,7(4), 400–412.CrossRefGoogle Scholar
  198. Richardson, L., & Snaddon, D. (2011). An exploratory study of long supply chain competition: Selected cases in the South African aerospace sector. South African Journal of Industrial Engineering,22(1), 155–165.CrossRefGoogle Scholar
  199. Rogers, P., Ojha, D., & White, R. (2011). Conceptualising complementarities in manufacturing flexibility: A comprehensive view. International Journal of Production Research,49(12), 3767–3793.CrossRefGoogle Scholar
  200. Rojo, A., Llorens-Montes, J., & Perez-Arostegui, M. (2016). The impact of ambidexterity on supply chain flexibility fit. Supply Chain Management: An International Journal,21(4), 433–452.CrossRefGoogle Scholar
  201. Rojo, A., Stevenson, M., Lloréns-Montes, F., & Perez-Arostegui, M. (2018). Supply chain flexibility in dynamic environments: The enabling role of operational absorptive capacity and organisational learning. International Journal of Operations & Production Management,38(3), 636–666.CrossRefGoogle Scholar
  202. Saenz, M. J. (2017). Building manufacturing flexibility with strategic suppliers and contingent effect of product dynamism on customer satisfaction. Journal of Purchasing and Supply Management,24(3), 238–246.CrossRefGoogle Scholar
  203. Saghiri, S. (2011). A structural approach to assessing postponement strategies: Construct development and validation. International Journal of Production Research,49(21), 6427–6450.CrossRefGoogle Scholar
  204. Saghiri, S., & Barnes, S. (2016). Supplier flexibility and postponement implementation: An empirical analysis. International Journal of Production Economics,173, 170–183.CrossRefGoogle Scholar
  205. Salvador, F., Rungtusanatham, M., & Forza, C. (2007). Mix flexibility and volume flexibility in a build-to-order environment. International Journal of Operations & Production Management,27(11), 1173–1191.CrossRefGoogle Scholar
  206. Sanchez, A., & Perez, M. (2005). Supply chain flexibility and firm performance. A conceptual model and empirical study in the automotive industry. International Journal of Operations & Production Management,25(7–8), 681–700.CrossRefGoogle Scholar
  207. Sasikumar, P., & Haq, A. (2010). A multi-criteria decision making methodology for the selection of reverse logistics operating modes. International Journal Enterprise Network Management,4(1), 68–79.CrossRefGoogle Scholar
  208. Savaşaneril, S., & Nesim, E. (2010). An analysis of manufacturer benefits under vendor-managed systems. IIE Transactions,42(7), 455–477.CrossRefGoogle Scholar
  209. Sawhney, R. (2006). Interplay between uncertainty and flexibility across the value-chain: Towards a transformation model of manufacturing flexibility. Journal of Operations Management,24(5), 476–493.CrossRefGoogle Scholar
  210. Scavarda, L., Ceryno, P., Pires, S., & Klingebiel, K. (2015). Supply chain resilience analysis: A Brazilian automotive case. Revista de Administração de Empresas,55(3), 304–313.CrossRefGoogle Scholar
  211. Scherrer-Rathje, M., Deflorin, P., & Anand, G. (2014). Manufacturing flexibility through outsourcing: Effects of contingencies. International Journal of Operations & Production Management,34(9), 1210–1242.CrossRefGoogle Scholar
  212. Schütz, P., Tomasgard, A., & Ahmed, S. (2009). Supply chain design under uncertainty using sample average approximation and dual decomposition. European Journal of Operational Research,199(2), 409–419.CrossRefGoogle Scholar
  213. Seebacher, G., & Winkler, H. (2013). A citation analysis of the research on manufacturing and supply chain flexibility. International Journal of Production Research,51(11), 3415–3427.CrossRefGoogle Scholar
  214. Seebacher, G., & Winkler, H. (2015). A capability approach to evaluate supply chain flexibility. International Journal of Production Economics,167, 177–186.CrossRefGoogle Scholar
  215. Serrano-Bedia, A. M., López-Fernández, M. C., & Pérez-Pérez, M. (2013). Análisis de la relación entre flexibilidad en operaciones y performance empresarial mediante técnicas bibliométricas. Revista Española de Documentación Científica,36(4), 1–12.CrossRefGoogle Scholar
  216. Shah, T., & Sharma, M. (2014). Comprehensive view of logistics flexibility and its impact on customer satisfaction. International Journal of Logistics Systems and Management,19(1), 43–61.CrossRefGoogle Scholar
  217. Sharma, O. P., & Sushil. (2002). Issues in managing manufacturing flexibility: a review. Global Journal of Flexible Systems Management, 3(2–3), 11–29.Google Scholar
  218. Shibin, K. T., Gunasekaran, A., Papadopoulos, T., Dubey, R., Singh, M., & Wamba, S. F. (2016). Enablers and barriers of flexible green supply chain management: A total interpretive structural modeling approach. Global Journal of Flexible Systems Management,17(2), 171–188.CrossRefGoogle Scholar
  219. Shukla, A. C., Deshmukh, S. G., & Kanda, A. (2010). Flexibility and Sustainability of supply chains: Are they together? Global Journal of Flexible Systems Management,11(1–2), 25–37.CrossRefGoogle Scholar
  220. Siddiqui, F., Haleem, A., & Sharma, C. (2012). The impact of supply chain management practices in total quality management practices and flexible system practices context: An empirical study in oil and gas industry. Global Journal of Flexible Systems Management,13(1), 11–23.CrossRefGoogle Scholar
  221. Siddiqui, F., Haleem, A., & Wadhwa, S. (2009). Role of supply chain management in context of total quality management in flexible systems: A state-of the-art literature review. Global Journal of Flexible Systems Management,10(3), 1–14.CrossRefGoogle Scholar
  222. Simangunsong, E., Hendry, L., & Stevenson, M. (2012). Supply-chain uncertainty: A review and theoretical foundation for future research. International Journal of Production Research,50(16), 4493–4523.CrossRefGoogle Scholar
  223. Simangunsong, E., Hendry, L., & Stevenson, M. (2016). Managing supply chain uncertainty with emerging ethical issues. International Journal of Operations & Production Management,36(10), 1272–1307.CrossRefGoogle Scholar
  224. Singh, R. K., & Acharya, P. (2013). Supply chain flexibility: A frame work of research dimensions. Global Journal of Flexible Systems Management,14(3), 157–166.CrossRefGoogle Scholar
  225. Singh, R. K., & Acharya, P. (2014). Identification and evaluation of supply chain flexibilities in Indian FMCG sector using DEMATEL. Global Journal of Flexible Systems Management,15(2), 91–100.CrossRefGoogle Scholar
  226. Singh, R., Koul, S., & Kumar, P. (2017). Analyzing the interaction of factors for flexibility in supply chains. Journal of Modelling in Management,12(4), 671–689.CrossRefGoogle Scholar
  227. Singh, R., & Sharma, M. (2014). Prioritising the alternatives for flexibility in supply chains. Production Planning & Control,25(2), 176–192.CrossRefGoogle Scholar
  228. Singh, D., Singh, J., & Singh, I. (2013). An empirical investigation of dynamic capabilities in managing strategic flexibility in manufacturing organizations. Management Decision,51(7), 1442–1461.CrossRefGoogle Scholar
  229. Slack, N. (2005a). The flexibility of manufacturing systems. International Journal of Operations & Production Management,25(12), 1190–1200.CrossRefGoogle Scholar
  230. Slack, N. (2005b). The changing nature of operations flexibility. International Journal of Operations & Production Management,25(12), 1201–1210.CrossRefGoogle Scholar
  231. Solke, N. S., & Singh, T. P. (2018). Analysis of relationship between manufacturing flexibility and lean manufacturing using structural equation modelling. Global Journal of Flexible Systems Management,19(2), 139–157.CrossRefGoogle Scholar
  232. Song, J., Chen, W., & Lei, L. (2018). Supply chain flexibility and operations optimisation under demand uncertainty: A case in disaster relief. International Journal of Production Research,56(10), 1–15.CrossRefGoogle Scholar
  233. Song, H., & Song, Y. (2009). Impact of inventory management flexibility on service flexibility and performance: Evidence from mainland Chinese firms. Transportation Journal,48(3), 7–19.Google Scholar
  234. Soon, Q., & Udin, Z. (2011). Supply chain management from the perspective of value chain flexibility: An exploratory study. Journal of Manufacturing Technology Management,22(4), 506–526.CrossRefGoogle Scholar
  235. Sreedevi, R., & Saranga, H. (2017). Uncertainty and supply chain risk: The moderating role of supply chain flexibility in risk mitigation. International Journal of Production Economics,193, 332–342.CrossRefGoogle Scholar
  236. Stank, T., Scott, K., & Closs, D. (2001). Performance benefits of supply chain logistical integration. Transportation Journal,41(2/3), 32–46.Google Scholar
  237. Stevenson, M. (2013). The role of services in flexible supply chains: An exploratory study. International Journal of Agile Systems and Management,6(4), 307–323.CrossRefGoogle Scholar
  238. Stevenson, M., & Spring, M. (2007). Flexibility from a supply chain perspective: Definition and review. International Journal of Operations & Production Management,27(7), 685–713.CrossRefGoogle Scholar
  239. Stevenson, M., & Spring, M. (2009). Supply chain flexibility: An inter-firm empirical study. International Journal of Operations & Production Management,29(9), 946–971.CrossRefGoogle Scholar
  240. Swafford, M., Ghosh, S., & Murthy, N. (2006a). The antecedents of supply chain agility of a firm: Scale development and model testing. Journal of Operations Management,24(2), 170–188.CrossRefGoogle Scholar
  241. Swafford, M., Ghosh, S., & Murthy, N. (2006b). A framework for assessing value chain agility. International Journal of Operations & Production Management,26(2), 118–140.CrossRefGoogle Scholar
  242. Swafford, M., Ghosh, S., & Murthy, N. (2008). Achieving supply chain agility through IT integration and flexibility. International Journal of Production Economics,116(2), 288–297.CrossRefGoogle Scholar
  243. Tachizawa, M., & Gimenez, C. (2009). Assessing the effectiveness of supply flexibility sources: An empirical research. International Journal of Production Research,47(20), 5791–5809.CrossRefGoogle Scholar
  244. Tachizawa, M., & Giménez, C. (2010). Supply flexibility strategies in Spanish firms: Results from a survey. International Journal of Production Economics,124(1), 214–224.CrossRefGoogle Scholar
  245. Tachizawa, M., & Thomson, C. (2007). Drivers and sources of supply flexibility: An exploratory study. International Journal of Operations & Production Management,27(10), 1115–1136.CrossRefGoogle Scholar
  246. Tang, C., & Tomlin, B. (2008). The power of flexibility for mitigating supply chain risks. International Journal of Production Economics,116(1), 12–27.CrossRefGoogle Scholar
  247. Tanrisever, F., Morrice, D., & Morton, D. (2012). Managing capacity flexibility in make-to-order production environments. European Journal of Operational Research,216(2), 334–345.CrossRefGoogle Scholar
  248. Teich, E., & Claus, T. (2017). Measurement of load and capacity flexibility in manufacturing. Global Journal of Flexible Systems Management,18(4), 291–302.CrossRefGoogle Scholar
  249. Thomé, A., Scavarda, S., Ceryno, P., & Klingebiel, K. (2014). A multi-tier study on supply chain flexibility in the automotive industry. International Journal of Production Economics,158, 91–105.CrossRefGoogle Scholar
  250. Tipu, S., & Fantazy, K. (2014). Supply chain strategy, flexibility, and performance: A comparative study of SMEs in Pakistan and Canada. The International Journal of Logistics Management,25(2), 399–416.CrossRefGoogle Scholar
  251. Tiwari, A., Tiwari, A., & Samuel, C. (2015). Supply chain flexibility: A comprehensive review. Management Research Review,38(7), 767–792.CrossRefGoogle Scholar
  252. Tomlin, B. (2006). On the value of mitigation and contingency strategies for managing supply chain disruption risks. Management Science,52(5), 639–657.CrossRefGoogle Scholar
  253. Treville, S., Schürhoff, N., Trigeorgis, L., & Avanzi, B. (2014). Optimal sourcing and lead-time reduction under evolutionary demand risk. Production and Operations Management,23(12), 2103–2117.CrossRefGoogle Scholar
  254. Tse, Y., Zhang, M., Akhtar, P., & MacBryde, J. (2016). Embracing supply chain agility: An investigation in the electronics industry. Supply Chain Management: An International Journal,21(1), 140–156.CrossRefGoogle Scholar
  255. Um, J. (2017). Improving supply chain flexibility and agility through variety management. The International Journal of Logistics Management,28(2), 464–487.CrossRefGoogle Scholar
  256. Um, J., Lyons, A., Lam, H., Cheng, T., & Dominguez-Pery, C. (2017). Product variety management and supply chain performance: A capability perspective on their relationships and competitiveness implications. International Journal of Production Economics,187, 15–26.CrossRefGoogle Scholar
  257. Verbeek, A., Debackere, K., Luwel, M., & Zimmermann, E. (2002). Measuring progress and evolution in science and technology—The multiple uses of bibliometric indicators. International Journal of Management Reviews,4(2), 179–211.CrossRefGoogle Scholar
  258. Vickery, S. N., Calantone, R., & Dröge, C. (1999). Supply chain flexibility: An empirical study. Journal of Supply Chain Management,35(2), 16–24.CrossRefGoogle Scholar
  259. Wadhwa, S., Ducq, Y., Saxena, A., & Prakash, A. (2008a). Supply chain as a flexible system: A KM focused competence. Global Journal of Flexible Systems Management,9(2–3), 15–30.CrossRefGoogle Scholar
  260. Wadhwa, S., Mishra, M., & Saxena, A. (2007). A network approach for modeling and design of agile supply chains using a flexibility construct. International Journal of Flexible Manufacturing Systems,19(4), 410.CrossRefGoogle Scholar
  261. Wadhwa, S., & Rao, K. S. (2004). A unified framework for manufacturing and supply chain flexibility. Global Journal of Flexible Systems Management,5(1), 29–36.Google Scholar
  262. Wadhwa, S., Saxena, A., & Chan, F. (2008b). Framework for flexibility in dynamic supply chain management. International Journal of Production Research,46(6), 1373–1404.CrossRefGoogle Scholar
  263. Wang, Y. (2008). Evaluating flexibility on order quantity and delivery lead time for a supply chain system. International Journal of Systems Science,39(12), 1193–1202.CrossRefGoogle Scholar
  264. Wang, I. (2012). Lead-time: A case study of flexible printed circuit boards. Journal of Applied Sciences,12(3), 271–278.CrossRefGoogle Scholar
  265. Wang, H., Mastragostino, R., & Swartz, C. (2016). Flexibility analysis of process supply chain networks. Computers & Chemical Engineering,84(4), 409–421.CrossRefGoogle Scholar
  266. Wang, T., Tai, J., & Wei, H. (2006). A virtual integration theory of improved supply-chain performance. Journal of Management Information Systems,23(2), 41–64.CrossRefGoogle Scholar
  267. Weeks, K., Guiffrida, A., & Safa, M. (2018). The efficacy of routing and flexibility on financial performance within an international manufacturing setting. International Journal of Productivity and Performance Management,67(2), 341–365.CrossRefGoogle Scholar
  268. Willis, G., Genchev, S., & Chen, H. (2016). Supply chain learning, integration, and flexibility performance: An empirical study in India. The International Journal of Logistics Management,27(3), 755–769.CrossRefGoogle Scholar
  269. Wong, C., Sakun, B., & Wong, C. (2011). The contingency effects of environmental uncertainty on the relationship between supply chain integration and operational performance. Journal of Operations Management,9(6), 604–615.CrossRefGoogle Scholar
  270. Xiao, Y. (2015). Flexibility measure analysis of supply chain. International Journal of Production Research,53(10), 3161–3174.CrossRefGoogle Scholar
  271. Yang, J. (2014). Supply chain agility. Securing performance for Chinese manufacturers. International Journal of Production Economics,150, 104–113.CrossRefGoogle Scholar
  272. Yang, C., Lin, C., & Sheu, C. (2007). Developing manufacturing flexibility through supply chain activities: Evidence from the motherboard industry. Total Quality Management,18(9), 957–972.CrossRefGoogle Scholar
  273. Yi, C., Ngai, E., & Moon, K. (2011). Supply chain flexibility in an uncertain environment: Exploratory findings from five case studies. Supply Chain Management: An International Journal,16(4), 271–283.CrossRefGoogle Scholar
  274. Yu, K., Cadeaux, J., & Luo, B. (2015). Operational flexibility: Review and meta-analysis. International Journal of Production Economics,169, 190–202.CrossRefGoogle Scholar
  275. Yu, K., Cadeaux, J., & Song, H. (2012). Alternative forms of fit in distribution flexibility strategies. International Journal of Operations & Production Management,32(10), 1199–1227.CrossRefGoogle Scholar
  276. Yu, K., Cadeaux, J., & Song, H. (2013). Distribution channel network and relational performance: The intervening mechanism of adaptive distribution flexibility. Decision Sciences,44(5), 915–950.CrossRefGoogle Scholar
  277. Yu, K., Luo, B., Feng, X., & Liu, J. (2018). Supply chain information integration, flexibility, and operational performance: An archival search and content analysis. The International Journal of Logistics Management,29(1), 340–364.CrossRefGoogle Scholar
  278. Zainol, N., Al-Mamun, A., & Permarupan, Y. (2013). Effects of demand, manufacturing flexibility, cost and supply chain on product modularity: A study in Malaysia. Asian Social Science,9(17), 167–179.Google Scholar
  279. Zhang, Q., & Tseng, M. (2009). Modelling and integration of customer flexibility in the order commitment process for high mix low volume production. International Journal of Production Research,47(22), 6397–6416.CrossRefGoogle Scholar
  280. Zhang, Q., Vonderembse, M. A., & Lim, J. S. (2003). Manufacturing flexibility: Defining and analyzing relationships among competence, capability, and customer satisfaction. Journal of Operations Management,21(2), 173–191.CrossRefGoogle Scholar
  281. Zhang, Q., Vonderembse, M., & Lim, J. (2005). Logistics flexibility and its impact on customer satisfaction. The International Journal of Logistics Management,16(1), 71–95.CrossRefGoogle Scholar
  282. Zhao, L., Huo, B., Sun, L., & Zhao, X. (2013). The impact of supply chain risk on supply chain integration and company performance: A global investigation. Supply Chain Management: An International Journal,18(2), 115–131.CrossRefGoogle Scholar

Copyright information

© Global Institute of Flexible Systems Management 2019

Authors and Affiliations

  1. 1.Business Administration DepartmentUniversity of CantabriaSantanderSpain
  2. 2.Faculty of Management, Cass Business SchoolCity University of LondonLondonUK

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