14,797
Views
370
CrossRef citations to date
0
Altmetric
Ripple Effect and Supply Chain Disruption Management

Empirical investigation of data analytics capability and organizational flexibility as complements to supply chain resilience

ORCID Icon, , ORCID Icon, , &
Pages 110-128 | Received 05 Dec 2018, Accepted 30 Jan 2019, Published online: 27 Feb 2019

References

  • Acharya, A., S. K. Singh, V. Pereira, and P. Singh. 2018. “Big Data, Knowledge Co-creation and Decision Making in Fashion Industry.” International Journal of Information Management 42: 90–101. doi: 10.1016/j.ijinfomgt.2018.06.008
  • Adobor, H., and R. S. McMullen. 2018. “Supply Chain Resilience: A Dynamic and Multidimensional Approach.” The International Journal of Logistics Management 29 (4): 1451–1471. doi: 10.1108/IJLM-04-2017-0093
  • Agarwal, R., and V. Dhar. 2014. “Big Data, Data Science, and Analytics: The Opportunity and Challenge for IS Research.” Information Systems Research 25 (3): 443–448. doi: 10.1287/isre.2014.0546
  • Akter, S., S. Fosso Wamba, and S. Dewan. 2017. “Why PLS-SEM is Suitable for Complex Modelling?” An Empirical Illustration in big Data Analytics Quality. Production Planning & Control 28 (11–12): 1011–1021.
  • Akter, S., S. Fosso Wamba, A. Gunasekaran, R. Dubey, and S. J. Childe. 2016. “How to Improve Firm Performance Using Big Data Analytics Capability and Business Strategy Alignment?” International Journal of Production Economics 182: 113–131. doi: 10.1016/j.ijpe.2016.08.018
  • Ali, I., S. Nagalingam, and B. Gurd. 2017. “Building Resilience in SMEs of Perishable Product Supply Chains: Enablers, Barriers and Risks.” Production Planning & Control 28 (15): 1236–1250. doi: 10.1080/09537287.2017.1362487
  • Altay, N., and A. Ramirez. 2010. “Impact of Disasters on Firms in Different Sectors: Implications for Supply Chains.” Journal of Supply Chain Management 46 (4): 59–80. doi: 10.1111/j.1745-493X.2010.03206.x
  • Ambulkar, S., J. Blackhurst, and S. Grawe. 2015. “Firm’s Resilience to Supply Chain Disruptions: Scale Development and Empirical Examination.” Journal of Operations Management 33: 111–122. doi: 10.1016/j.jom.2014.11.002
  • Armstrong, J. S., and T. S. Overton. 1977. “Estimating Nonresponse Bias in Mail Surveys.” Journal of Marketing Research 14 (3): 396–402. doi: 10.1177/002224377701400320
  • Ates, A., and U. Bititci. 2011. “Change Process: A Key Enabler for Building Resilient SMEs.” International Journal of Production Research 49 (18): 5601–5618. doi: 10.1080/00207543.2011.563825
  • Aydiner, A. S., E. Tatoglu, E. Bayraktar, S. Zaim, and D. Delen. 2019. “Business Analytics and Firm Performance: The Mediating Role of Business Process Performance.” Journal of Business Research 96: 228–237. doi: 10.1016/j.jbusres.2018.11.028
  • Barney, J. 1991. “Firm Resources and Sustained Competitive Advantage.” Journal of Management 17 (1): 99–120. doi: 10.1177/014920639101700108
  • Barratt, M., and A. Oke. 2007. “Antecedents of Supply Chain Visibility in Retail Supply Chains: A Resource-based Theory Perspective.” Journal of Operations Management 25 (6): 1217–1233. doi: 10.1016/j.jom.2007.01.003
  • Barroso, A. P., V. H. Machado, H. Carvalho, and V. C. Machado. 2015. “Quantifying the Supply Chain Resilience.” In Applications of Contemporary Management Approaches in Supply Chains, edited by H. Tozan and A. Erturk, 13–38. London: InTech.
  • Behzadi, G., M. J. O'Sullivan, T. L. Olsen, F. Scrimgeour, and A. Zhang. 2017. “Robust and Resilient Strategies for Managing Supply Disruptions in an Agribusiness Supply Chain.” International Journal of Production Economics 191: 207–220. doi: 10.1016/j.ijpe.2017.06.018
  • Bhamra, R., S. Dani, and K. Burnard. 2011. “Resilience: The Concept, a Literature Review and Future Directions.” International Journal of Production Research 49 (18): 5375–5393. doi: 10.1080/00207543.2011.563826
  • Blackhurst, J., K. S. Dunn, and C. W. Craighead. 2011. “An Empirically Derived Framework of Global Supply Resiliency.” Journal of Business Logistics 32 (4): 374–391. doi: 10.1111/j.0000-0000.2011.01032.x
  • Bode, C., S. M. Wagner, K. J. Petersen, and L. M. Ellram. 2011. “Understanding Responses to Supply Chain Disruptions: Insights from Information Processing and Resource Dependence Perspectives.” Academy of Management Journal 54 (4): 833–856. doi: 10.5465/amj.2011.64870145
  • Brandon-Jones, E., B. Squire, C. W. Autry, and K. J. Petersen. 2014. “A Contingent Resource-Based Perspective of Supply Chain Resilience and Robustness.” Journal of Supply Chain Management 50 (3): 55–73. doi: 10.1111/jscm.12050
  • Braunscheidel, M. J., and N. C. Suresh. 2009. “The Organizational Antecedents of a Firm’s Supply Chain Agility for Risk Mitigation and Response.” Journal of Operations Management 27 (2): 119–140. doi: 10.1016/j.jom.2008.09.006
  • Brusset, X., and J. L. Bertrand. 2018. “Hedging Weather Risk and Coordinating Supply Chains.” Journal of Operations Management 64: 41–52. doi: 10.1016/j.jom.2018.10.002
  • Brusset, X., and C. Teller. 2017. “Supply Chain Capabilities, Risks, and Resilience.” International Journal of Production Economics 184: 59–68. doi: 10.1016/j.ijpe.2016.09.008
  • Burnard, K., and R. Bhamra. 2011. “Organisational Resilience: Development of a Conceptual Framework for Organisational Responses.” International Journal of Production Research 49 (18): 5581–5599. doi: 10.1080/00207543.2011.563827
  • Chen, H., R. H. Chiang, and V. C. Storey. 2012. “Business Intelligence and Analytics: From Big Data to Big Impact.” MIS Quarterly 36 (4): 1165–1188. doi: 10.2307/41703503
  • Chen, D. Q., D. S. Preston, and M. Swink. 2015. “How the Use of Big Data Analytics Affects Value Creation in Supply Chain Management.” Journal of Management Information Systems 32 (4): 4–39. doi: 10.1080/07421222.2015.1138364
  • Chin, W. W. 1998. “Commentary: Issues and Opinion on Structural Equation Modeling.” MIS Quarterly 22 (1): 7–16.
  • Chopra, S., and M. S. Sodhi. 2004. “Managing Risk to Avoid Supply-chain Breakdown.” MIT Sloan Management Review 46 (1): 53–61.
  • Chopra, S., and M. S. Sodhi. 2014. “Reducing the Risk of Supply Chain Disruptions.” MIT Sloan Management Review 55 (3): 73–80.
  • Chowdhury, M. M. H., and M. Quaddus. 2016. “Supply Chain Readiness, Response and Recovery for Resilience.” Supply Chain Management: An International Journal 21 (6): 709–731. doi: 10.1108/SCM-12-2015-0463
  • Chowdhury, M. M. H., and M. Quaddus. 2017. “Supply Chain Resilience: Conceptualization and Scale Development Using Dynamic Capability Theory.” International Journal of Production Economics 188: 185–204. doi: 10.1016/j.ijpe.2017.03.020
  • Christopher, M., and H. Lee. 2004. “Mitigating Supply Chain Risk Through Improved Confidence.” International Journal of Physical Distribution & Logistics Management 34 (5): 388–396. doi: 10.1108/09600030410545436
  • Christopher, M., and H. Peck. 2004. “Building the Resilient Supply Chain.” The International Journal of Logistics Management 15 (2): 1–14. doi: 10.1108/09574090410700275
  • Colicchia, C., and F. Strozzi. 2012. “Supply Chain Risk Management: A New Methodology for a Systematic Literature Review.” Supply Chain Management: An International Journal 17 (4): 403–418. doi: 10.1108/13598541211246558
  • Côrte-Real, N., P. Ruivo, and T. Oliveira. 2019. “Leveraging Internet of Things and Big Data Analytics Initiatives in European and American Firms: Is Data Quality a way to Extract Business Value?” Information & Management. doi:10.1016/j.im.2019.01.003.
  • Craighead, C. W., J. Blackhurst, M. J. Rungtusanatham, and R. B. Handfield. 2007. “The Severity of Supply Chain Disruptions: Design Characteristics and Mitigation Capabilities.” Decision Sciences 38 (1): 131–156. doi: 10.1111/j.1540-5915.2007.00151.x
  • Datta, P. 2017. “Supply Network Resilience: A Systematic Literature Review and Future Research.” The International Journal of Logistics Management 28 (4): 1387–1424. doi: 10.1108/IJLM-03-2016-0064
  • Davenport, T. H. 2006. “Competing on Analytics.” Harvard Business Review, 84 (1): 98, 1–9.
  • Davidson, R., and J. G. MacKinnon. 1993. Estimation and Inference in Econometrics. New York: Oxford University Press.
  • Dijkstra, T. K., and J. Henseler. 2015. “Consistent and Asymptotically Normal PLS Estimators for Linear Structural Equations.” Computational Statistics & Data Analysis 81: 10–23. doi: 10.1016/j.csda.2014.07.008
  • Dolgui, A., D. Ivanov, and B. Sokolov. 2018. “Ripple Effect in the Supply Chain: An Analysis and Recent Literature.” International Journal of Production Research 56 (1–2): 414–430. doi: 10.1080/00207543.2017.1387680
  • Dubey, R., N. Altay, A. Gunasekaran, C. Blome, T. Papadopoulos, and S. J. Childe. 2018a. “Supply Chain Agility, Adaptability and Alignment: Empirical Evidence from the Indian Auto Components Industry.” International Journal of Operations & Production Management 38 (1): 129–148. doi: 10.1108/IJOPM-04-2016-0173
  • Dubey, R., A. Gunasekaran, and S. J. Childe. 2018b. “Big Data Analytics Capability in Supply Chain Agility: The Moderating Effect of Organizational Flexibility.” Management Decision. doi:10.1108/MD-01-2018-0119.
  • Dubey, R., A. Gunasekaran, S. J. Childe, T. Papadopoulos, C. Blome, and Z. Luo. 2019a. “Antecedents of Resilient Supply Chains: An Empirical Study.” IEEE Transactions on Engineering Management 66 (1): 8–19. doi: 10.1109/TEM.2017.2723042
  • Dubey, R., A. Gunasekaran, S. J. Childe, D. Roubaud, S. F. Wamba, M. Giannakis, and C. Foropon. 2019b. “Big Data Analytics and Organizational Culture as Complements to Swift Trust and Collaborative Performance in the Humanitarian Supply Chain.” International Journal of Production Economics 210: 120–136. doi: 10.1016/j.ijpe.2019.01.023
  • Eckstein, D., M. Goellner, C. Blome, and M. Henke. 2015. “The Performance Impact of Supply Chain Agility and Supply Chain Adaptability: The Moderating Effect of Product Complexity.” International Journal of Production Research 53 (10): 3028–3046. doi: 10.1080/00207543.2014.970707
  • Elahi, E. 2013. “Risk Management: The Next Source of Competitive Advantage.” Foresight (los Angeles, Calif ) 15 (2): 117–131.
  • Ellram, L. M., W. L. Tate, and K. J. Petersen. 2013. “Offshoring and Reshoring: An Update on the Manufacturing Location Decision.” Journal of Supply Chain Management 49 (2): 14–22. doi: 10.1111/jscm.12019
  • Fairbank, J. F., G. J. Labianca, H. K. Steensma, and R. Metters. 2006. “Information Processing Design Choices, Strategy, and Risk Management Performance.” Journal of Management Information Systems 23 (1): 293–319. doi: 10.2753/MIS0742-1222230110
  • Fan, H., T. C. E. Cheng, G. Li, and P. K. Lee. 2016. “The Effectiveness of Supply Chain Risk Information Processing Capability: An Information Processing Perspective.” IEEE Transactions on Engineering Management 63 (4): 414–425. doi: 10.1109/TEM.2016.2598814
  • Fan, H., G. Li, H. Sun, and T. C. E. Cheng. 2017. “An Information Processing Perspective on Supply Chain Risk Management: Antecedents, Mechanism, and Consequences.” International Journal of Production Economics 185: 63–75. doi: 10.1016/j.ijpe.2016.11.015
  • Fang, K., Y. Jiang, and M. Song. 2016. “Customer Profitability Forecasting Using Big Data Analytics: A Case Study of the Insurance Industry.” Computers & Industrial Engineering 101: 554–564. doi: 10.1016/j.cie.2016.09.011
  • Fornell, C., and D. F. Larcker. 1981. “Evaluating Structural Equation Models with Unobservable Variables and Measurement Error.” Journal of Marketing Research 18 (1): 39–50. doi: 10.1177/002224378101800104
  • Fosso Wamba, S., S. Akter, A. Edwards, G. Chopin, and D. Gnanzou. 2015. “How ‘Big Data’ Can Make Big Impact: Findings from a Systematic Review and a Longitudinal Case Study.” International Journal of Production Economics 165: 234–246. doi: 10.1016/j.ijpe.2014.12.031
  • Galbraith, J. R. 1973. Designing Complex Organizations. Reading, MA: Addison-Wesley Longman.
  • Galbraith, J. R. 1974. “Organization Design: An Information Processing View.” Interfaces 4 (3): 28–36. doi: 10.1287/inte.4.3.28
  • Guide, V. D. R., and M. Ketokivi. 2015. “Notes from the Editors: Redefining Some Methodological Criteria for the Journal.” Journal of Operations Management 37: 5–8. doi: 10.1016/S0272-6963(15)00056-X
  • Gunasekaran, A., T. Papadopoulos, R. Dubey, S. Fosso Wamba, S. J. Childe, B. Hazen, and S. Akter. 2017. “Big Data and Predictive Analytics for Supply Chain and Organizational Performance.” Journal of Business Research 70: 308–317. doi: 10.1016/j.jbusres.2016.08.004
  • Gunasekaran, A., N. Subramanian, and S. Rahman. 2015. “Supply Chain Resilience: Role of Complexities and Strategies.” International Journal of Production Research 53: 6809–6819. doi: 10.1080/00207543.2015.1093667
  • Hair, J. F. Jr, G. T. M. Hult, C. Ringle, and M. Sarstedt. 2016. A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). Thousand Oaks, CA: Sage.
  • Hazen, B. T., C. A. Boone, J. D. Ezell, and L. A. Jones-Farmer. 2014. “Data Quality for Data Science, Predictive Analytics, and Big Data in Supply Chain Management: An Introduction to the Problem and Suggestions for Research and Applications.” International Journal of Production Economics 154: 72–80. doi: 10.1016/j.ijpe.2014.04.018
  • Hazen, B. T., R. E. Overstreet, and C. A. Boone. 2015. “Suggested Reporting Guidelines for Structural Equation Modeling in Supply Chain Management Research.” The International Journal of Logistics Management 26 (3): 627–641. doi: 10.1108/IJLM-08-2014-0133
  • Hazen, B. T., J. B. Skipper, C. A. Boone, and R. R. Hill. 2018. “Back in Business: Operations Research in Support of Big Data Analytics for Operations and Supply Chain Management.” Annals of Operations Research 270 (1-2): 201–211. doi: 10.1007/s10479-016-2226-0
  • Hendricks, K. B., and V. R. Singhal. 2005. “An Empirical Analysis of the Effect of Supply Chain Disruptions on Long-run Stock Price Performance and Equity Risk of the Firm.” Production and Operations Management 14 (1): 35–52. doi: 10.1111/j.1937-5956.2005.tb00008.x
  • Henseler, J., T. K. Dijkstra, M. Sarstedt, C. M. Ringle, A. Diamantopoulos, D. W. Straub, and R. J. Calantone. 2014. “Common Beliefs and Reality about PLS: Comments on Rönkkö and Evermann (2013).” Organizational Research Methods 17 (2): 182–209. doi: 10.1177/1094428114526928
  • Hill, C. W., G. R. Jones, and M. A. Schilling. 2014. Strategic Management: Theory: An Integrated Approach. 11th ed. Boston, MA: Cengage Learning.
  • Ho, W., T. Zheng, H. Yildiz, and S. Talluri. 2015. “Supply Chain Risk Management: A Literature Review.” International Journal of Production Research 53 (16): 5031–5069. doi: 10.1080/00207543.2015.1030467
  • Holling, C. S. 1973. “Resilience and Stability of Ecological Systems.” Annual Review of Ecology and Systematics 4 (1): 1–23. doi: 10.1146/annurev.es.04.110173.000245
  • Ivanov, D. 2018. “Uncertainty and Risks (Chapter 2).” In Structural Dynamics and Resilience in Supply Chain Risk Management, edited by D. Ivanov, 19–44. London: Springer International Publishing.
  • Ivanov, D., and A. Dolgui. 2018. “Low-Certainty-Need (LCN) Supply Chains: A New Perspective in Managing Disruption Risks and Resilience.” International Journal of Production Research: 1–18.
  • Ivanov, D., A. Dolgui, and B. Sokolov. 2018a. “The Impact of Digital Technology and Industry 4.0 on the Ripple Effect and Supply Chain Risk Analytics.” International Journal of Production Research: 1–18.
  • Ivanov, D., A. Dolgui, and B. Sokolov. 2018b. “Scheduling of Recovery Actions in the Supply Chain with Resilience Analysis Considerations.” International Journal of Production Research 56 (19): 6473–6490. doi: 10.1080/00207543.2017.1401747
  • Ivanov, D., A. Dolgui, B. Sokolov, and M. Ivanova. 2017. “Literature Review on Disruption Recovery in the Supply Chain.” International Journal of Production Research 55 (20): 6158–6174. doi: 10.1080/00207543.2017.1330572
  • Ivanov, D., and B. Sokolov. 2010. Adaptive Supply Chain Management, edited by D. Ivanov and B. Sokolov. London: Springer Science & Business Media.
  • Ivanov, D., B. Sokolov, and A. Dolgui. 2014. “The Ripple Effect in Supply Chains: Trade-off ‘Efficiency-flexibility-resilience’ in Disruption Management.” International Journal of Production Research 52 (7): 2154–2172. doi: 10.1080/00207543.2013.858836
  • Jain, V., S. Kumar, U. Soni, and C. Chandra. 2017. “Supply Chain Resilience: Model Development and Empirical Analysis.” International Journal of Production Research 55 (22): 6779–6800. doi: 10.1080/00207543.2017.1349947
  • Jüttner, U., and S. Maklan. 2011. “Supply Chain Resilience in the Global Financial Crisis: An Empirical Study.” Supply Chain Management: An International Journal 16 (4): 246–259. doi: 10.1108/13598541111139062
  • Kache, F., and S. Seuring. 2017. “Challenges and Opportunities of Digital Information at the Intersection of Big Data Analytics and Supply Chain Management.” International Journal of Operations & Production Management 37 (1): 10–36. doi: 10.1108/IJOPM-02-2015-0078
  • Kamalahmadi, M., and M. Mellat Parast. 2016. “A Review of the Literature on the Principles of Enterprise and Supply Chain Resilience: Major Findings and Directions for Future Research.” International Journal of Production Economics 171: 116–133. doi: 10.1016/j.ijpe.2015.10.023
  • Kaynak, R., T. Sert, G. Sert, and B. Akyuz. 2015. “Supply Chain Unethical Behaviors and Continuity of Relationship: Using the PLS Approach for Testing Moderation Effects of Inter-organizational Justice.” International Journal of Production Economics 162: 83–91. doi: 10.1016/j.ijpe.2015.01.010
  • Ketokivi, M. A., and R. G. Schroeder. 2004. “Perceptual Measures of Performance: Fact or Fiction?” Journal of Operations Management 22 (3): 247–264. doi: 10.1016/j.jom.2002.07.001
  • Kim, S. W. 2009. “An Investigation on the Direct and Indirect Effect of Supply Chain Integration on Firm Performance.” International Journal of Production Economics 119 (2): 328–346. doi: 10.1016/j.ijpe.2009.03.007
  • Kim, Y., Y. S. Chen, and K. Linderman. 2015. “Supply Network Disruption and Resilience: A Network Structural Perspective.” Journal of Operations Management 33: 43–59. doi: 10.1016/j.jom.2014.10.006
  • Kleindorfer, P. R., and G. H. Saad. 2005. “Managing Disruption Risks in Supply Chains.” Production and Operations Management 14 (1): 53–68. doi: 10.1111/j.1937-5956.2005.tb00009.x
  • Kock, N. 2014. “Advanced Mediating Effects Tests, Multi-group Analyses, and Measurement Model Assessments in PLS-based SEM.” International Journal of e-Collaboration (IJeC) 10 (1): 1–13. doi: 10.4018/ijec.2014010101
  • Kock, N. 2015. WarpPLS 5.0 User Manual. Laredo, TX: ScriptWarp Systems.
  • Kwak, D. W., Y. J. Seo, and R. Mason. 2018. “Investigating the Relationship Between Supply Chain Innovation, Risk Management Capabilities and Competitive Advantage in Global Supply Chains.” International Journal of Operations & Production Management 38 (1): 2–21. doi: 10.1108/IJOPM-06-2015-0390
  • LaValle, S., E. Lesser, R. Shockley, M. S. Hopkins, and N. Kruschwitz. 2011. “Big Data, Analytics and the Path from Insights to Value.” MIT Sloan Management Review 52 (2): 21–32.
  • Lee, H. L. 2004. “The Triple-A Supply Chain.” Harvard Business Review 82 (10): 102–113.
  • Lee, B. K., R. Zhou, R. de Souza, and J. Park. 2016. “Data-driven Risk Measurement of Firm-to-firm Relationships in a Supply Chain.” International Journal of Production Economics 180: 148–157. doi: 10.1016/j.ijpe.2016.07.025
  • Li, G., H. Fan, P. K. Lee, and T. C. E. Cheng. 2015. “Joint Supply Chain Risk Management: An Agency and Collaboration Perspective.” International Journal of Production Economics 164: 83–94. doi: 10.1016/j.ijpe.2015.02.021
  • Lindell, M. K., and D. J. Whitney. 2001. “Accounting for Common Method Variance in Cross-sectional Research Designs.” Journal of Applied Psychology 86 (1): 114–121. doi: 10.1037/0021-9010.86.1.114
  • Malhotra, M. K., and V. Grover. 1998. “An Assessment of Survey Research in POM: From Constructs to Theory.” Journal of Operations Management 16 (4): 407–425. doi: 10.1016/S0272-6963(98)00021-7
  • Mandal, S. 2017. “The Influence of Organizational Culture on Healthcare Supply Chain Resilience: Moderating Role of Technology Orientation.” Journal of Business & Industrial Marketing 32 (8): 1021–1037. doi: 10.1108/JBIM-08-2016-0187
  • Mishra, D., R. R. K. Sharma, S. Kumar, and R. Dubey. 2016. “Bridging and Buffering: Strategies for Mitigating Supply Risk and Improving Supply Chain Performance.” International Journal of Production Economics 180: 183–197. doi: 10.1016/j.ijpe.2016.08.005
  • Moshtari, M. 2016. “Inter-Organizational Fit, Relationship Management Capability, and Collaborative Performance Within a Humanitarian Setting.” Production and Operations Management 25 (9): 1542–1557. doi: 10.1111/poms.12568
  • Namdar, J., X. Li, R. Sawhney, and N. Pradhan. 2018. “Supply Chain Resilience for Single and Multiple Sourcing in the Presence of Disruption Risks.” International Journal of Production Research 56 (6): 2339–2360. doi: 10.1080/00207543.2017.1370149
  • Papadopoulos, T., A. Gunasekaran, R. Dubey, N. Altay, S. J. Childe, and S. Fosso-Wamba. 2017a. “The Role of Big Data in Explaining Disaster Resilience in Supply Chains for Sustainability.” Journal of Cleaner Production 142: 1108–1118. doi: 10.1016/j.jclepro.2016.03.059
  • Papadopoulos, T., A. Gunasekaran, R. Dubey, and S. Fosso Wamba. 2017. “Big Data and Analytics in Operations and Supply Chain Management: Managerial Aspects and Practical Challenges.” Production Planning & Control 28 (11–12): 873–876. doi: 10.1080/09537287.2017.1336795
  • Peng, D. X., and F. Lai. 2012. “Using Partial Least Squares in Operations Management Research: A Practical Guideline and Summary of Past Research.” Journal of Operations Management 30 (6): 467–480. doi: 10.1016/j.jom.2012.06.002
  • Peteraf, M. A. 1993. “The Cornerstones of Competitive Advantage: A Resource-Based View.” Strategic Management Journal 14 (3): 179–191. doi: 10.1002/smj.4250140303
  • Pettit, T. J., K. L. Croxton, and J. Fiksel. 2013. “Ensuring Supply Chain Resilience: Development and Implementation of an Assessment Tool.” Journal of Business Logistics 34 (1): 46–76. doi: 10.1111/jbl.12009
  • Podsakoff, P. M., S. B. MacKenzie, J. Y. Lee, and N. P. Podsakoff. 2003. “Common Method Biases in Behavioral Research: A Critical Review of the Literature and Recommended Remedies.” Journal of Applied Psychology 88 (5): 879. doi: 10.1037/0021-9010.88.5.879
  • Podsakoff, P. M., and D. W. Organ. 1986. “Self-reports in Organizational Research: Problems and Prospects.” Journal of Management 12 (4): 531–544. doi: 10.1177/014920638601200408
  • Ponomarov, S. Y., and M. C. Holcomb. 2009. “Understanding the Concept of Supply Chain Resilience.” The International Journal of Logistics Management 20 (1): 124–143. doi: 10.1108/09574090910954873
  • Porter, M. E. 1985. Competitive Advantage: Creating and Sustaining Superior Performance. New York: Free Press.
  • Premkumar, G., K. Ramamurthy, and C. S. Saunders. 2005. “Information Processing View of Organizations: An Exploratory Examination of fit in the Context of Interorganizational Relationships.” Journal of Management Information Systems 22 (1): 257–294. doi: 10.1080/07421222.2003.11045841
  • Purvis, L., S. Spall, M. Naim, and V. Spiegler. 2016. “Developing a Resilient Supply Chain Strategy During ‘Boom’and ‘Bust’.” Production Planning & Control 27 (7–8): 579–590.
  • Raffoni, A., F. Visani, M. Bartolini, and R. Silvi. 2017. “Business Performance Analytics: Exploring the Potential for Performance Management Systems.” Production Planning & Control 29 (1): 51–67. doi: 10.1080/09537287.2017.1381887
  • Ramaswamy, K. 2001. “Organizational Ownership, Competitive Intensity, and Firm Performance: An Empirical Study of the Indian Manufacturing Sector.” Strategic Management Journal 22 (10): 989–998. doi: 10.1002/smj.204
  • Reed, R., and R. J. DeFillippi. 1990. “Causal Ambiguity, Barriers to Imitation, and Sustainable Competitive Advantage.” Academy of Management Review 15 (1): 88–102. doi: 10.5465/amr.1990.4308277
  • Rosenthal, R., and R. L. Rosnow. 1991. Essentials of Behavioral Research: Methods and Data Analysis. New York: McGraw-Hill Humanities Social.
  • Schilke, O. 2014. “On the Contingent Value of Dynamic Capabilities for Competitive Advantage: The Nonlinear Moderating Effect of Environmental Dynamism.” Strategic Management Journal 35 (2): 179–203. doi: 10.1002/smj.2099
  • Sethi, A. K., and S. P. Sethi. 1990. “Flexibility in Manufacturing: A Survey.” International Journal of Flexible Manufacturing Systems 2 (4): 289–328. doi: 10.1007/BF00186471
  • Shangquan, G. 2000. Economic Globalization: Trends, Risks and Risk Prevention. Economic & Social Affairs, CDP Background Paper, ST/ESA/2000/CDP/1. New York: United Nations.
  • Sharma, M. K., and P. K. Jain Sushil. 2010. “Revisiting Flexibility in Organizations: Exploring its Impact on Performance.” Global Journal of Flexible Systems Management 11 (3): 51–68. doi: 10.1007/BF03396587
  • Sheffi, Y., and J. B. Rice,Jr. 2005. “A Supply Chain View of the Resilient Enterprise: An Organization's Ability to Recover from Disruption Quickly Can be improved by Building Redundancy and Flexibility into Its Supply Chain. While Investing in Redundancy Represents a Pure Cost Increase, Investing in Flexibility Yields Many Additional Benefits for Day-to-Day Operations.”  MIT Sloan Management Review 47 (1): 41–49.
  • Sheng, J., J. Amankwah-Amoah, and X. Wang. 2017. “A Multidisciplinary Perspective of Big Data in Management Research.” International Journal of Production Economics 191: 97–112. doi: 10.1016/j.ijpe.2017.06.006
  • Singh, S. K. 2011. “Organizational Innovation as Competitive Advantage During Global Recession.” Indian Journal of Industrial Relations 46 (4): 713–725.
  • Sodhi, M. S., B. G. Son, and C. S. Tang. 2012. “Researchers’ Perspectives on Supply Chain Risk Management.” Production and Operations Management 21 (1): 1–13. doi: 10.1111/j.1937-5956.2011.01251.x
  • Sreedevi, R., and H. Saranga. 2017. “Uncertainty and Supply Chain Risk: The Moderating Role of Supply Chain Flexibility in Risk Mitigation.” International Journal of Production Economics 193: 332–342. doi: 10.1016/j.ijpe.2017.07.024
  • Srinivasan, R., and M. Swink. 2015. “Leveraging Supply Chain Integration Through Planning Comprehensiveness: An Organizational Information Processing Theory Perspective.” Decision Sciences 46 (5): 823–861. doi: 10.1111/deci.12166
  • Srinivasan, R., and M. Swink. 2018. “An Investigation of Visibility and Flexibility as Complements to Supply Chain Analytics: An Organizational Information Processing Theory Perspective.” Production and Operations Management 27 (10): 1849–1867. doi: 10.1111/poms.12746
  • Tang, C. S. 2006a. “Robust Strategies for Mitigating Supply Chain Disruptions.” International Journal of Logistics: Research and Applications 9 (1): 33–45. doi: 10.1080/13675560500405584
  • Tang, C. S. 2006. “Perspectives in Supply Chain Risk Management.” International Journal of Production Economics 103 (2): 451–488. doi: 10.1016/j.ijpe.2005.12.006
  • Tenenhaus, M., V. E. Vinzi, Y. M. Chatelin, and C. Lauro. 2005. “PLS Path Modeling.” Computational Statistics & Data Analysis 48 (1): 159–205. doi: 10.1016/j.csda.2004.03.005
  • Tracey, M., M. A. Vonderembse, and J. S. Lim. 1999. “Manufacturing Technology and Strategy Formulation: Keys to Enhancing Competitiveness and Improving Performance.” Journal of Operations Management 17 (4): 411–428. doi: 10.1016/S0272-6963(98)00045-X
  • Trkman, P., and K. McCormack. 2009. “Supply Chain Risk in Turbulent Environments—A Conceptual Model for Managing Supply Chain Network Risk.” International Journal of Production Economics 119 (2): 247–258. doi: 10.1016/j.ijpe.2009.03.002
  • Ullman, J. B. 2006. “Structural Equation Modeling: Reviewing the Basics and Moving Forward.” Journal of Personality Assessment 87 (1): 35–50. doi: 10.1207/s15327752jpa8701_03
  • United Nations Global Compact. 2016. “Global Goals in Action.” Accessed January 17 2017. http://www.unglobalcompact.org
  • Upton, D. M. 1994. “The Management of Manufacturing Flexibility.” California Management Review 36 (2): 72–89. doi: 10.2307/41165745
  • Vlajic, J. V., S. W. van Lokven, R. Haijema, and J. G. van der Vorst. (2013). “Using Vulnerability Performance Indicators to Attain Food Supply Chain Robustness.” Production Planning & Control 24 (8–9): 785–799. doi: 10.1080/09537287.2012.666869
  • Volberda, H. W. 1996. “Toward the Flexible Form: How to Remain Vital in Hypercompetitive Environments.” Organization Science 7 (4): 359–374. doi: 10.1287/orsc.7.4.359
  • Vorhies, D. W., and N. A. Morgan. 2005. “Benchmarking Marketing Capabilities for Sustainable Competitive Advantage.” Journal of Marketing 69 (1): 80–94. doi: 10.1509/jmkg.69.1.80.55505
  • Wagner, S. M., and C. Bode. 2006. “An Empirical Investigation Into Supply Chain Vulnerability.” Journal of Purchasing and Supply Management 12 (6): 301–312. doi: 10.1016/j.pursup.2007.01.004
  • Wagner, S. M., P. T. Grosse-Ruyken, and F. Erhun. 2012. “The Link Between Supply Chain fit and Financial Performance of the Firm.” Journal of Operations Management 30 (4): 340–353. doi: 10.1016/j.jom.2012.01.001
  • Wagner, S. M., and N. Neshat. 2012. “A Comparison of Supply Chain Vulnerability Indices for Different Categories of Firms.” International Journal of Production Research 50 (11): 2877–2891. doi: 10.1080/00207543.2011.561540
  • Waller, M. A., and S. E. Fawcett. 2013. “Data Science, Predictive Analytics, and Big Data: A Revolution That Will Transform Supply Chain Design and Management.” Journal of Business Logistics 34 (2): 77–84. doi: 10.1111/jbl.12010
  • Webb, B., and F. Schlemmer. 2006. “Resilience as a Source of Competitive Advantage for Small Information Technology Companies.” In IFIP International Working Conference on the Transfer and Diffusion of Information Technology for Organizational Resilience, 181–197. Boston, MA: Springer.
  • Wieland, A., and C. Marcus Wallenburg. 2013. “The Influence of Relational Competencies on Supply Chain Resilience: A Relational View.” International Journal of Physical Distribution & Logistics Management 43 (4): 300–320. doi: 10.1108/IJPDLM-08-2012-0243

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.