Published Jul 31, 2019
Anirban Ganguly Chitresh Kumar


Over the years, aggressive competition and globalization have resulted in tremendous progress in the development and management of supply chains. There are many high-performing supply chains that have benefitted from globalization. However, globalization of supply chains has also resulted in exposure to increased risks and frequent disturbances at various stages. One way to address these disturbances is to make supply chains resilient in nature. This paper identifies and prioritizes a set of important resiliency strategies for supply chains using the Fuzzy Analytic Hierarchy Process (F-AHP). Responses from 23 experts from the Indian pharmaceutical sector have been analyzed. We found that supply chain agility, visibility, and collaboration were the three most important resiliency strategies that a pharmaceutical organization should follow to address the vulnerability within their supply chain. The findings will serve the supply chain managers and the policymakers in designing resilient supply chains through the better understanding of strategies and formulation of action plans, while also introducing MCDM techniques into resiliency studies.

How to Cite

Ganguly, A., & Kumar, C. (2019). EVALUATING SUPPLY CHAIN RESILIENCY STRATEGIES IN THE INDIAN PHARMACEUTICAL SECTOR: A FUZZY ANALYTIC HIERARCHY PROCESS (F-AHP) APPROACH. International Journal of the Analytic Hierarchy Process, 11(2), 153–180. https://doi.org/10.13033/ijahp.v11i2.620


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Multi-criteria decision-making (MCDM), Supply chain resilience, Resiliency strategies, Fuzzy Analytic Hierarchy Process (AHP), Analytic Hierarchy Process (AHP), Indian pharmaceutical sector, multi-criteria decision-making (MCDM), supply chain resilience, resiliency strategies, Fuzzy Analytic Hierarchy Process (F-AHP), Analytic Hierarchy Process (AHP), Indian pharmaceutical sector

Adebanjo, D., Laosirihongthong, T., & Samaranayake, P. (2016). Prioritizing lean supply chain management initiatives in healthcare service operations: a fuzzy AHP approach. Production Planning & Control, 27(12), 953–966.
Ambulkar, S., Blackhurst, J., & Grawe, S. (2015). Firm's resilience to supply chain disruptions: Scale development and empirical examination. Journal of Operations Management, 33, 111-122.
Athreye, S., Kale, D., & Ramani, S. V. (2009). Experimentation with strategy and the evolution of dynamic capability in the Indian pharmaceutical sector’, Industrial and Corporate Change, 18(4), 729-759.
Ayhan, M. B. (2013). A Fuzzy AHP Approach for Supplier Selection Problem: A Case Study in a Gear Motor Company. International Journal of Managing Value and Supply Chains (IJMVSC), 4(3), 11-23.
Barroso, A. P., Machado, V. H., Barros, A. R., & Machado, V. C. (2010). Toward a resilient supply chain with supply disturbances. Paper presented at the IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), Macao, China.
Bailey, K. & Francis, M. (2008). Managing information flows for improved value chain performance. International Journal of Production Economics, 111(1), 2-12.
Bhattacharya, A., Geraghty, J., Young, P., & Byrne, P. J. (2013). Design of a resilient shock absorber for disrupted supply chain networks: a shock-dampening fortification framework for mitigating excursion events. Production Planning & Control, 24(8-9), 721-742.
Boone, C. A., Craighead, C. W., Hanna, J. B., & Nair, A. (2013). Implementation of a system approach for enhanced supply chain continuity and resiliency: A longitudinal study. Journal of Business Logistics, 34(3), 222-235.
Brandon?Jones, E., Squire, B., Autry, C. W., & Petersen, K. J. (2014). A contingent resource?based perspective of supply chain resilience and robustness. Journal of Supply Chain Management, 50(3), 55-73.
Cao, M., & Zhang, Q. (2011). Supply chain collaboration: Impact on collaborative advantage and firm performance. Journal of Operations Management, 29(3), 163-180.
Carvalho, H. & Cruz-Machado, V. (2011). Integrating lean, agile, resilience and green paradigms in supply chain management (LARG_SCM). In Supply chain management. Pengzhong Li (Ed.), ISBN: 978- 953-307-184-8, InTech
Carvalho, H., Cruz-Machado, V., & Tavares, J. G. (2012). A mapping framework for assessing supply chain resilience. International Journal of Logistics Systems and Management, 12(3), 354-373.
Chen, J. K., & Yuan, B. J. (2013). Adopting AHP approach on evaluation and selection of outsourcing destination in East and Southeast Asia. In Technology Management in the IT-Driven Services (PICMET), 2013 Proceedings of PICMET’13: (pp. 528–537). IEEE.
Chittoor, R., & Ray, S. (2007). Internationalization paths of Indian pharmaceutical firms—A strategic group analysis. Journal of International Management, 13(3), 338-355.
Cho, H., Jung, M. & Kim, M. (1996). Enabling technologies of agile manufacturing and its related activities in Korea, Computers and Industrial Engineering, 30(3), 323-334.
Choi, T. Y. & Hong, Y. (2002). Unveiling the structure of supply networks: case studies in Honda, Acura, and Daimler Chrysler. Journal of Operations Management, 20(5), 469-493.
Christopher, M., & Peck, H. (2004). Building the resilient supply chain. International Journal of Logistics Management, 15(2), 1-14.
Christopher, M., & Holweg, M. (2011). "Supply Chain 2.0”: Managing supply chains in the era of turbulence. International Journal of Physical Distribution & Logistics Management, 41(1), 63-82.
Chowdhury, M. M. H., & Quaddus, M. A. (2015). A multiple objective optimization based QFD approach for efficient resilient strategies to mitigate supply chain vulnerabilities: The case of garment industry of Bangladesh, Omega, 57, 5–21.
Christopher, M., & Peck, H. (2004). Building the resilient supply chain. International Journal of Logistics Management, 15(2), 1-14.
Clapham Jr., W. B. (1971), Natural Ecosystems, Macmillan, New York, NY.
Dong, Q., & Cooper, O. (2016). An orders-of-magnitude AHP supply chain risk assessment framework. International Journal of Production Economics, 182, 144–156.
Erol, O., Sauser, B., & Mansouri, M. (2010). A Framework for Investigation into Extended Enterprise Resilience. Enterprise Information Systems, 4(2), 111–136.
Ganguly, A., & Merino, D. N. (2015). An Integrated AHP-QFD Approach for Evaluating Competing Technological Processes. International Journal of the Analytic Hierarchy Process, 7(3), 539-559.
Ganguly, A., Chatterjee, D., & Rao, H. V. (2017). Evaluating the risks associated with supply chain agility of an enterprise. International Journal of Business Analytics (IJBAN), 4(3), 15-34.
Ganguly, A., Chatterjee, D., & Talukdar, A. (2018). Knowledge Sharing Barriers Affecting Pharmaceutical Supply Chain Performance. In Global Supply Chains in the Pharmaceutical Industry, Edited by Agnieszka Szmelter, IGI Global (Accepted, in press)
Ganguly, A., Chatterjee, D., & Rao, H. (2018b). The Role of Resiliency in Managing Supply Chains Disruptions. In Y. Khojasteh (Ed.), Supply Chain Risk Management: Advanced Tools, Models and Developments, Springer, Singapore, 237-251.
Ghasemzadeh, F., Pishdar, M., & Antuchevi?ien?, J. (2017). Prioritization of petroleum supply chains’ disruption management strategies using combined framework of BSC approach, fuzzy AHP and fuzzy Choquet integral operator. Journal of Business Economics and Management, 18(5), 897–919.
Glickman, T. S., & White, S. C. (2006). Security, visibility and resilience: the keys to mitigating supply chain vulnerabilities. International Journal of Logistics Systems and Management, 2(2), 107-119.
Grace, C. (2004). The effect of changing intellectual property on pharmaceutical industry prospects in India and China. DFID Health Systems Resource Centre, 1-68.
Gray, B. (1991). Collaborating: Finding Common Ground for Multiparty Problems, 1st Edition, Jossey-Bass, San Francisco, USA
Gunasekaran, A. (1999). Agile manufacturing: A framework for research and development International Journal of Production Economics, 62(1-2), 87-105.
Haimes, Y. Y. (2006). On the definition of vulnerabilities in measuring risks to infrastructures. Risk Analysis: An International Journal, 26(2), 293-296.
Hamel, G., & Välikangas, L. (2003). The Quest for Resilience. Harvard Business Review, 81(9), 52-65.
Ho, W., Zheng, T., Yildiz, H., & Talluri, S. (2015). Supply chain risk management: a literature review. International Journal of Production Research, 53(16), 5031–5069.
Holling, C. S. (1973). Resilience and stability of ecological systems. Annual Review of Ecology and Systematics, 4, 1-23.
Hosseini, S. & Khaled, A. A. (2016). A hybrid ensemble and AHP approach for resilient supplier selection. Journal of Intelligent Manufacturing, 1-22, https://doi.org/10.1007/s10845-016-1241-y
Hughes, W. R. (2009). A statistical framework for strategic decision making with AHP: Probability assessment and Bayesian revision. Omega, 37(2), 463-470.
Jüttner, U., & Maklan, S. (2011). Supply chain resilience in the global financial crisis: an empirical study. Supply Chain Management: An International Journal, 16(4), 246-259.
Junior, F. R. L., Osiro, L., & Carpinetti, L. C. R. (2014). A comparison between Fuzzy AHP and Fuzzy TOPSIS methods to supplier selection. Applied Soft Computing, 21, 194–209.
Kahraman, C., Cebeci, U., & Ulukan, Z. (2003). Multi-criteria supplier selection using fuzzy AHP. Logistics Information Management, 16(6), 382–394.
Kahraman, C. (2018). A Brief Literature Review for Fuzzy AHP. International Journal of the Analytic Hierarchy Process, 10(2), 293-297.
Kale, D., & Little, S. (2007). From imitation to innovation: The evolution of R&D capabilities and learning processes in the Indian pharmaceutical industry. Technology Analysis & Strategic Management, 19(5), 89-609.
Kar, A. K., & K. Pani, A. (2014). Exploring the importance of different supplier selection criteria. Management Research Review, 37(1), 89-105.
Kilincci, O., & Onal, S. A. (2011). Fuzzy AHP approach for supplier selection in a washing machine company. Expert Systems with Applications, 38(8), 9656-9664.
Kochan, C. G., & Nowicki, D. R. (2018). Supply chain resilience: a systematic literature review and typological framework. International Journal of Physical Distribution & Logistics Management, 48(8), 842-865
Kong, X Y., & Li, Y X. (2008). Creating the resilient supply chain: The role of knowledge management resources. Paper presented at the 4th International Conference on Wireless Communications, Networking and Mobile Computing (WiCOM'08), 12 - 17 October, Dalian, China.
Kraft, T., Valdés, L., & Zheng, Y. (2018). Supply chain visibility and social responsibility: Investigating consumers’ behaviors and motives. Manufacturing & Service Operations Management, 20(4), 617-636
Leung, L. C., & Cao, D. (2000). On consistency and ranking of alternatives in fuzzy AHP. European Journal of Operational Research, 124(1), 102–113.
Leat, P., & Revoredo-Giha, C. (2013). Risk and resilience in agri-food supply chains: the case of the ASDA PorkLink supply chain in Scotland. Supply Chain Management: An International Journal, 18(2), 219-231.
Leung, L. C., & Cao, D. (2000). On consistency and ranking of alternatives in fuzzy AHP. European Journal of Operational Research, 124(1), pp. 102-113.
Longo, F., and Oren, T. (2008). Supply Chain Vulnerability and Resilience: A State of the Art Overview. Proceedings of European Modeling & Simulation Symposium, edited by Campora S. Giovanni, September 17–19, Italy.
López, C., & Ishizaka, A. (2017). A hybrid FCM-AHP approach to predict impacts of offshore outsourcing location decisions on supply chain resilience. Journal of Business Research, (Accepted, in press), DOI: 10.1016/j.jbusres.2017.09.050
Mangla, S. K., Kumar, P., & Barua, M. K. (2015). Risk analysis in green supply chain using fuzzy AHP approach: A case study. Resources, Conservation and Recycling, 104, 375–390.
Manuj, I., & Mentzer, J. (2008). Global supply chain risk management. Journal of Business Logistics, 29(1), 133–155.
Mardani, A., Jusoh, A., MD Nor, K., Khalifah, Z., Zakwan, N., & Valipour, A. (2015). Multiple criteria decision-making techniques and their applications–a review of the literature from 2000 to 2014. Economic Research-Ekonomska Istraživanja, 28(1), 516–571.
Mascaritolo, J., & Holcomb, M. C. (2008). Moving towards a resilient supply chain. Journal of Transportation Management, 19(2), 71-83.
McKinnon, A. (2014). BUILDING SUPPLY CHAIN RESILIENCE: A Review of Challenges and Strategies Report for the Joint APEC – ITF Supply Chain Resilience Workshop. Christchurch, New Zealand.
Min, S., Roath, A. S., Daugherty, P. J., Genchev, S. E., Chen, H., Arndt, A. D., & Richey, R. G. (2005). Supply chain collaboration: what's happening? International Journal of Logistics Management, 16(2), 237-256.
Mital, M., Del Guidice, M., & Papa, A. (2018). Comparing supply chain risks for multiple product categories with cognitive mapping and Analytic Hierarchy Process. Technological Forecasting and Social Change, 131, 159-170.
Narayana, S. A., Pati, R. K., & Vrat, P. (2014). Managerial research on the pharmaceutical supply chain–A critical review and some insights for future directions. Journal of Purchasing and Supply Management, 20(1), 18-40.
Nieto-Morote, A., & Ruz-Vila, F. (2011). A fuzzy approach to construction project risk assessment. International Journal of Project Management, 29(2), 220-231.
Ole-Hohenstein, N., Feisel, E., Hartmann, E., & Giunipero, L. (2015). Research on the phenomenon of supply chain resilience: a systematic review and paths for further investigation. International Journal of Physical Distribution & Logistics Management, 45(1/2), 90-117.
Parkouhi, S. V., & Ghadikolaei, A. S. (2017). A resilience approach for supplier selection: Using fuzzy analytic network process and grey VIKOR techniques. Journal of Cleaner Production, 161, 431-451.
Patil, S. K., & Kant, R. (2014). A fuzzy AHP-TOPSIS framework for ranking the solutions of Knowledge Management adoption in Supply Chain to overcome its barriers. Expert Systems with Applications, 41(2), 679–693.
Peck, H. (2005). Drivers of supply chain vulnerability: an integrated framework. International Journal of Physical Distribution & Logistics Management, 35(4), 210-232.
Pettit, T. J., Fiksel, J., & Croxton, K. L. (2010). Ensuring supply chain resilience: development of a conceptual framework. Journal of Business Logistics, 31(1), 1-21.
Pettit, T. J., Croxton, K. L., & Fiksel, J. (2013). Ensuring supply chain resilience: development and implementation of an assessment tool. Journal of Business Logistics, 34(1), 46-76.
Plebankiewicz, E., & Kubek, D. (2015). Multicriteria selection of the building material supplier using AHP and fuzzy AHP. Journal of Construction Engineering and Management, 142(1), 04015057.
Ponis, S. T., & Koronis, E. (2012). Supply Chain Resilience: Definition of Concept and Its Formative Elements. The Journal of Applied Business Research, 28(5), 921-930.
Ponomarov, S. Y., & Holcomb, M. C. (2009). Understanding the concept of supply chain resilience. The International Journal of Logistics Management, 20(1), 124-143.
Purvis, L., Spall, S., Naim, M., & Spiegler, V. (2016). Developing a resilient supply chain strategy during ‘boom’ and ‘bust'. Production Planning & Control, 27(7-8), 579-590.
Rahman, M., & Haldar, S. (2018). The application of AHP method for supplier selection of Bangladesh’s jute industry: from the perspective of both public and private sectors International Journal of the Analytic Hierarchy Process, 10(2), 162-177.
Rajesh, R., & Ravi, V. (2015). Supplier selection in resilient supply chains: A grey relational analysis approach. Journal of Cleaner Production, 86, 343-359.
Rathore, R., Thakkar, J. J., & Jha, J. K. (2017). A quantitative risk assessment methodology and evaluation of food supply chain. The International Journal of Logistics Management, 28(4), 1272–1293.
Rice, J. B., & Caniato, F. (2003). Building a secure and resilient supply network. Supply Chain Management Review, 7(5), 22-30.
Saaty, T. L. (1980). The Analytical Hierarchy Process, Planning, Priority. Resource Allocation. RWS Publications, USA.
Saranga, H. (2007). Multiple objective data envelopment analysis as applied to the Indian Pharmaceutical Industry. Journal of the Operational Research Society, 58(11), 1480-1493.
Scholten, K., Sharkey, P., & Fynes, S. B. (2014). Mitigation processes – antecedents for building supply chain resilience. Supply Chain Management: An International Journal, 19(2), 211-228.
Scholten, K., & Schilder, S. (2015). The role of collaboration in supply chain resilience. Supply Chain Management: An International Journal, 20(4), 471-484.
Sheffi, Y., & Rice Jr., J. B. (2005). A supply chain view of the resilient enterprise. MIT Sloan Management Review, 41(1), 41-48.
Shuai, Y., Wang, X., & Zhao, L. (2011). Research on measuring method of supply chain resilience based on biological cell elasticity theory. In 2011 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM), December 6 – 9, Singapore, 264-268.
Soni, U., Jain, V., & Kumar, S. (2014). Measuring supply chain resilience using a deterministic modeling approach. Computers & Industrial Engineering, 74, 11-25.
Stoltz, P. G. (2004), Building Resilience for Uncertain Times, Wiley, Hoboken, NJ, USA.
Tang, C., and B. Tomlin. (2008). The Power of Flexibility for Mitigating Supply Chain Risks. International Journal of Production Economics, 116(1), 12–27.
Tang, C. S. (2006). Robust strategies for mitigating supply chain disruptions. International Journal of Logistics: Research and Applications, 9(1), 33-45.
Tomlin, B. (2006). On the Value of Mitigation and Contingency Strategies for Managing Supply Chain Disruption Risks. Management Science 52(5), 639–657.
Tukamuhabwa, B. R., Stevenson, M., Busby, J., & Zorzini, M. (2015). Supply chain resilience: definition, review and theoretical foundations for further study. International Journal of Production Research, 53(18), 5592-5623.
Urciuoli, L., Mohanty, S., Hintsa, J., & Boekesteijn, E. G. (2014). The resilience of energy supply chains: a multiple case study approach on oil and gas supply chains to Europe. Supply Chain Management: An International Journal, 19(1), 46-63.
Vugrin, E. D., Warren, D. E., & Ehlen, M. A. (2011). A resilience assessment framework for infrastructure and economic systems: Quantitative and qualitative resilience analysis of petrochemical supply chains to a hurricane. Process Safety Progress, 30(3), 280-290.
Wagner, J., Ettenson, R., & Parrish, J. (1989). Vendor selection among retail buyers: An analysis by merchandise division. Journal of Retailing, 65(1), 58-79.
Wang, T.-K., Zhang, Q., Chong, H.-Y., & Wang, X. (2017). Integrated supplier selection framework in a resilient construction supply chain: An approach via analytic hierarchy process (AHP) and grey relational analysis (GRA). Sustainability, 9(2), 289.
Wieland, A., & Marcus Wallenburg, C. (2013). The influence of relational competencies on supply chain resilience: a relational view. International Journal of Physical Distribution & Logistics Management, 43(4), 300-320.
Williams, B. D., Roh, J., Tokar, T., & Swink, M. (2013). Leveraging supply chain visibility for responsiveness: The moderating role of internal integration. Journal of Operations Management, 31(7), 543-554.
Yadav, Salik R., Nishikant Mishra, Vikas Kumar, and M. K. Tiwari. (2011). A framework for designing robust supply chains considering product development issues. International Journal of Production Research, 49(20), 6065-6088.
Yazdani, M., Chatterjee, P., Zavadskas, E. K., & Zolfan, S. H. (2016). Integrated QFD-MCDM framework for green supplier selection. Journal of Cleaner Production. 142 (part 4), 3728-3740.
Zhang, D., Dadkhah, P. & Ekwall, D. (2011). How Robustness and Resilience Support Security Business against Antagonistic Threats in Transport Network. Journal of Transportation Security, 4(3), 201–219.