Development of a Structural Model of Risk Factors involved in E-Supply chain adoption in Indian Mechanical Industries

Document Type: Research Paper


1 National Institute of Technology Kurukshetra(NIT), Mirzapur Part, Haryana, India.

2 Deenbandhu Chhotu Ram University of Science and Technology (DCRUST) Murthal, Sonipat, Haryana, India


Managing risk in e-supply chain has become an essential field for researchers in this fast-growing market. Many researchers have contributed to this context for managing risks, but it remains uncertain. This study recommends a structural model to analyze the impact of various e-supply chain risk issues over demand risk. This model mainly covers seven categories of risk issues such as demand, organizational, infrastructure, etc. for this study which are related to mechanical manufacturing industries of Delhi region. So, after a detailed study and expert’s opinion, 38 Risks factors were included in this study to formulate the survey form or questionnaire. A questionnaire-based survey was conducted for gathering responses from 148 specialists belonging to mechanical manufacturing sector situated in Delhi region. This methodology consists of measurement and mathematical modeling. The technique is based on exploratory and confirmatory factor analysis using SPSS and AMOS software tool. Software tools like SPSS21 used for descriptive statistics and Amos Graphics 21 used for structural equation modeling. Risk related factors and sub-factors have been identified, assigned weight and prioritized in accordance with their importance using expert opinion through well-designed questionnaires. On the other hand, an empirical study was conducted for transforming a conceptual model into structural equation modeling. Structural identification and comparison of various risks related to the e-supply chain. Result finding proposes various e-supply risk issues which create significant positive (0.49) effect over demand risk. Result finding also suggests that sub-factors like Forecast Error and sudden cancellation of order are highly affected by e-supply risks.


Ahire, S. L., Golhar, D. Y., and Waller, M. A. (1996). Development and validation of TQM implementation constructs. Decision sciences, Vol. 27(1), pp. 23-56

Avelar-Sosa, L., García-Alcaraz, J. L., and Castrellón-Torres, J. P. (2014). The effects of some risk factors in the supply chains performance: a case of study. Journal of applied research and technology, Vol. 12(5), pp. 958-968.

Bavarsad, B., Boshagh, M., and Kayedian, A. (2014). A study on supply chain risk factors and their impact on organizational Performance. International Journal of Operations and Logistics Management, Vol. 3(3), pp. 192-211.

Bogataj, D., and Bogataj, M. (2007). Measuring the supply chain risk and vulnerability in frequency space. International Journal of Production Economics, Vol. 108(1-2), pp. 291-301.

Brindley, C. (2004). Supply chain Risk. Ashgate, Aldershot.

Byrne, B. (2001). Structural Equation Modeling with Amos Lawrence Erlbaum Associates. New Jersey.

Chopra, S., and Sodhi, M. S. (2004). Supply-chain breakdown. MIT Sloan management review, Vol. 46(1), pp. 53-61.

Chen, I. J., and Paulraj, A. (2004). Towards a theory of supply chain management: the constructs and measurements. Journal of operations management, Vol. 22(2), pp. 119-150.

Choy, K. L., Li, C. L., So, S. C., Lau, H., Kwok, S. K., and Leung, D. (2007). Managing uncertainty in logistics service supply chain. International Journal of Risk Assessment and Management, Vol. 7(1), pp. 19-43.

Christopher, M., and Peck, H. (2004). Building the resilient supply chain. The international journal of logistics management, Vol. 15(2), pp. 1-14.

Churchill Jr, G. A. (1979). A paradigm for developing better measures of marketing constructs. Journal of marketing research, Vol. 16 (1), pp.  64-73.

Blome, C., and Schoenherr, T. (2011). Supply chain risk management in financial crises— A multiple case-study approach. International journal of production economics, Vol. 134(1), pp. 43-57.

Cousins, P. D., Lamming, R. C., and Bowen, F. (2004). The role of risk in environment-related supplier initiatives. International Journal of Operations & Production Management, Vol. 24(6), pp. 554-565.

Cox, A. and Townsend, M. (1998). Strategic Procurement in Construction. Thomas Telford London.

Craighead, C. W., Blackhurst, J., Rungtusanatham, M. J., and Handfield, R. B. (2007). The severity of supply chain disruptions: design characteristics and mitigation capabilities. Decision Sciences, Vol. 38(1), pp. 131-156.

Cucchiella, F., and Gastaldi, M. (2006). Risk management in supply chain: a real option approach. Journal of Manufacturing Technology Management, Vol. 17(6), pp. 700-720.

Daud Norzaidi, M., Choy Chong, S., and Intan Salwani, M. (2008, May). Perceived resistance, user resistance and managers' performance in the Malaysian port industry. In Aslib Proceedings (Vol. 60, No. 3, pp. 242-264). Emerald Group Publishing Limited.

Deeter-Schmelz, D. R., Bizzari, A., Graham, R., and Howdyshell, C. (2001). Business‐to‐business online purchasing: suppliers' impact on buyers' adoption and usage intent. Journal of Supply Chain Management, Vol. 37(4), pp. 4-10.

Dyer, J. H. (2000). Collaborative advantage: Winning through extended enterprise supplier networks. Oxford University Press.

Ellis, S. C., Henry, R. M., and Shockley, J. (2010). Buyer perceptions of supply disruption risk: A behavioral view and empirical assessment. Journal of Operations Management, Vol. 28(1), pp. 34-46.

Faisal, M., Banwet, D., and Shankar, R. (2007). Supply chain risk management in SMEs: analyzing the barriers. International Journal of Management and Enterprise Development, Vol. 4(5), pp. 588-607.

Gallagher, P., Lazarus, W., Shapouri, H., Conway, R. and Duffield, J. (2008). Some health benefits of US clean air policy: a statistical analysi. International Association for Energy Economics Proceedings of the 31st IAEE International Conference, Istanbul, Turkey, pp. 18-20.

Gaonkar, R., Viswanadham, N., (2007). A conceptual and analytical framework for the management of risk in supply chain. IEEE Transactions on Automation Science and Engineering, Vol. 4(2), pp. 265-273.

Gaudenzi, B., and Borghesi, A. (2006). Managing risks in the supply chain using the AHP method. The International Journal of Logistics Management, Vol. 17(1), pp. 114-136.

Giannakis, M., and Papadopoulos, T. (2016). Supply chain sustainability: A risk management approach. International Journal of Production Economics, Vol. 171, pp. 455-470.

Giannakis, M., Croom, S., and Slack, N. (2004). Supply chain paradigms. Understanding supply chains, 1-22.

Giunipero, L. C., and Aly Eltantawy, R. (2004).Securing the upstream supply chain: a risk management approach. International Journal of Physical Distribution & Logistics Management, Vol. 34(9), pp.  698-713.

Gross-Claypool, E., A Norman, B., and LaScola-Needy, K. (2015). Design for Supply Chain: An Analysis of Key Risk Factors. Industrial Engineering & Management, Vol. 4(2), pp. 156-163.

Hair, J.F., Anderson, R.E., Tatham, R.L., and Black, W.C. (2008). Multivariate Analysis. 7th ed., Prentice-Hall International, Upper Saddle River, NJ.

Hallikas, J., Virolainen, V. M., and Tuominen, M. (2002). Risk analysis and assessment in network environments: A dyadic case study. International journal of production economics, Vol. 78(1), pp. 45-55.

Heim, G. R., and Sinha, K. K. (2005). Service product configurations in electronic business-to-consumer operations: a taxonomic analysis of electronic food retailers. Journal of Service Research, Vol. 7(4), pp. 360-376.

Hensley, R. L. (1999). A review of operations management studies using scale development techniques. Journal of Operations Management, Vol. 17(3), pp. 343-358.

Hulland, J., Chow, Y. H., and Lam, S. (1996). Use of causal models in marketing research: A review. International journal of research in marketing, Vol. 13(2), pp. 181-197.

Jiang, B., Baker, R. C., and Frazier, G. V. (2009). An analysis of job dissatisfaction and turnover to reduce global supply chain risk: Evidence from China. Journal of operations management, Vol. 27(2), pp. 169-184.

Johnson, M. E. (2001). Learning from toys: Lessons in managing supply chain risk from the toy industry. California Management Review, Vol. 43(3), pp. 106-124.

Juttner, U., Peck, H., and Christopher, M. (2003). Supply chain risk management: outlining an agenda for future research. International Journal of Logistics: Research and Applications, Vol. 6(4), pp. 197-210.

Kaiser, H. F. (1974). An index of factorial simplicity. Psychometrika, Vol.39 (1), pp. 31-36.

Khan, O., and Burnes, B. (2007). Risk and supply chain management: creating a research agenda. The international journal of logistics management, Vol. 18(2), pp. 197-216.

Kleindorfer, P. R., and Saad, G. H. (2005). Managing disruption risks in supply chains. Production and operations management, Vol. 14(1), pp. 53-68.

Kline, R. B. (2005). Principles and practice of structural equation modeling 2nd ed. New York: Guilford.

Kumar, A., Garg, R., and Garg, D. (2019a). Development of decision support system for e-supplier selection in Indian mechanical manufacturing industry using distance based approximation. Decision Science Letters, Vol. 8(3), pp. 295-308.

Kumar, A., Garg, R., and Garg, D. (2019). An empirical study to identify and develop constructive model of e-supply chain risks based on Indian mechanical manufacturing industries. Management Science Letters, Vol. 9(2), pp. 217-228.

Kumar, A., Garg, R., &and Garg, D. (2020). Critical Success Factors of implementing E-Supply chain in Indian Mechanical Sector. International Journal of Advanced Science & Technology, Vol. 29 (7), pp. 11603-11628.

Loehlin, J.C. (1998). Latent Variable Models. 3rd edition Lawrence Erlbaum, Hillsdale, New Jersey.

López, V. A., and Iglesias, S. (2010). A reputational-performance framework in an SME context: some empirical evidence from Spain. Irish Journal of Management, Vol. 29(2), pp. 35-66.

Manuj, I., and Mentzer, J. T. (2008). Global supply chain risk management strategies. International Journal of Physical Distribution & Logistics Management, Vol. 38(3), pp. 192-223.

Marija, M., Ivan, B., Dušan, R., and Gojko, G. (2015). Supply chain risk management using software tool. Acta Polytechnica Hungarica, Vol. 12(4), pp. 167-182.

Murtaza, M., Gupta, V., and Carroll, R (2004). E-marketplaces and the future of supply chain management: opportunities and challenges. Business Process Management Journal, Vol. 10(3), pp. 325-335.

Nazam, M., Xu, J., Tao, Z., Ahmad, J., and Hashim, M. (2015). A fuzzy AHP-TOPSIS framework for the risk assessment of green supply chain implementation in the textile industry. International Journal of Supply and Operations Management, Vol. 2(1), pp. 548-568.

New, S. J. (1996). A framework for analyzing supply chain improvement. International Journal of Operations & Production Management, Vol. 16(4), pp. 19-34.

Norrman, A., and Jansson, U. (2004). Ericsson's proactive supply chain risk management approach after a serious sub-supplier accident. International journal of physical distribution & logistics management, Vol. 34(5), pp. 434-456.

Oehmen, J. P. H. (2009). Managing supply chain risks: the example of successful sourcing from China.

Ouabouch, L., and Amri, M. (2013). Analyzing supply chain risk factors: a probability-impact matrix applied to the pharmaceutical industry. Journal of Logistics Management, Vol. 2(2), pp. 35-40.

Peck, H. (2005). Drivers of supply chain vulnerability: an integrated framework. International journal of physical distribution & logistics management, Vol. 35(4), pp. 210-232.

Power, D. (2005). Determinants of business-to-business e-commerce implementation and performance: a structural model. Supply Chain Management: An International Journal, Vol. 10(2), pp. 96-113.

Ranaweera, C., Bansal, H., and McDougall, G. (2008). Web site satisfaction and purchase intentions: Impact of personality characteristics during initial web site visit. Managing Service Quality: An International Journal, Vol. 18(4), pp. 329-348.

Rasi, R. E., Abbasi, R., and Hatami, D. (2019). The Effect of Supply Chain Agility Based on Supplier Innovation and Environmental Uncertainty. International Journal of Supply and Operations Management, Vol. 6(2), pp. 94-109.

Ratnasingam, Pauline (2007). A risk-control framework for e-marketplace participation: the findings of seven cases. Information management & computer security, Vol. 15(2), pp. 149-166.

Ravasizadeh, E., Reza, M., Ghadim, K., and Jalal, H. (2011). Identifying and evaluate E-supply chain risks using fuzzy MADM. Am. J. Sci. Res, Vol. 40, pp. 134-159.

Rao, U. S., Swaminathan, J. M., and Zhang, J. (2005). Demand and production management with uniform guaranteed lead time. Production and Operations Management, Vol. 14(4), pp.  400-412.

Rao, S., and Goldsby, T. J. (2009). Supply chain risks: a review and typology. The International Journal of Logistics Management, Vol. 20(1), pp. 97-123.

Ritchie, B., Brindley, C.S., (2007). Supply chain risk management and performance. International Journal of Operations and Production Management, Vol. 27(3), pp. 303-322.

Samadi, M., and Yaghoob-Nejadi, A. (2009). A survey of the effect of consumers’ perceived risk on purchase intention in e-shopping. Business Intelligence Journal, Vol. 2(2), pp. 261-275.

Schmacker, R.E. and Lomax, R.G. (1996). A Beginners Guide to Structural Equation Modeling. Lawrence Erlbaum Association, Hillsdale, NJ.

Schwab, D. P. (1980). Construct validity in organizational behavior. Res Organ Behav, Vol. 2, pp. 3-43.

Sekaran, U., and Bougie (2010). Research Methods for Business: A Skill Building Approach 5th edition. Wiley, New York, NY.

Sheffi, Y., and Rice Jr, J. B. (2005). A supply chain view of the resilient enterprise. MIT Sloan management review, pp. 47(1), pp. 41-59.

Simons, R. (1999). How risky is your company? Harvard business review, Vol. 77, pp. 85-94.

Sodhi, M. S. (2005). Managing demand risk in tactical supply chain planning for a global consumer electronics company. Production and Operations management, Vol. 14(1), pp. 69-79.

Sofyalıoglu, C., and Kartal, B. (2012). The selection of global supply chain risk management strategies by using fuzzy analytical hierarchy process–a case from Turkey. Procedia-Social and Behavioral Sciences, Vol. 58, pp. 1448-1457.

Spekman, R. E., and Davis, E. W. (2004). Risky business: expanding the discussion on risk and the extended enterprise. International Journal of Physical Distribution & Logistics Management, Vol. 34(5), pp. 414-433.

Song, W., Ming, X., and Liu, H. C. (2017). Identifying critical risk factors of sustainable supply chain management: A rough strength-relation analysis method. Journal of Cleaner Production, Vol. 143, pp. 100-115.

Sreedevi, R., and Saranga, H. (2017). Uncertainty and supply chain risk: The moderating role of supply chain flexibility in risk mitigation. International Journal of Production Economics, Vol. 193, pp. 332-342.

Svensson, G. (2002). A conceptual framework of vulnerability in firms’ inbound and outbound logistics flows. International Journal of Physical Distribution & Logistics Management, Vol. 32(2), pp. 110-134.

Tang, C. S. (2006). Perspectives in supply chain risk management. International Journal of production economics, Vol. 103(2), pp. 451-488.

Tarofder, A. K., Marthandan, G., Mohan, A. V., and Tarofder, P. (2013). Web technology in supply chain: an empirical investigation. Business Process Management Journal, Vol. 19(3), pp. 431-458.

Tasir, Z., and Mohd. Salleh Abu. (2003). Analisis data berkomputer: SPSS 11.5 for windows. Venton publishing.

Tapiero, Charles S. (2007). Consumers risk and quality control in a collaborative supply chain. European journal of operational research, Vol. 182(2), pp. 683-694.

Thun, J. H., and Hoenig, D. (2011). An empirical analysis of supply chain risk management in the German automotive industry. International journal of production economics, Vol. 131(1), pp. 242-249.

Tummala, R., and Schoenherr, T. (2011). Assessing and managing risks using the supply chain risk management process (SCRMP). Supply Chain Management: An International Journal, Vol. 16(6), pp. 474-483.

Venkatesh, V. G., Rathi, S., and Patwa, S. (2015). Analysis on supply chain risks in Indian apparel retail chains and proposal of risk prioritization model using Interpretive structural modeling. Journal of Retailing and Consumer Services, Vol. 26, pp. 153-167.

Vaidyanathan, G., and Devaraj, S. (2003). A five-factor framework for analyzing online risks in e-businesses. Communications of the ACM, Vol. 46(12), pp. 354-361.

Wagner, S. M., and Bode, C. (2006). An empirical investigation into supply chain vulnerability. Journal of purchasing and supply management, Vol. 12(6), pp. 301-312.

Wu, T., Blackhurst, J., and Chidambaram, V. (2006). A model for inbound supply risk analysis. Computers in industry, Vol. 57(4), pp. 350-365.

Yeh, Y. P. (2005). Identification of factors affecting continuity of cooperative electronic supply chain relationships: empirical case of the Taiwanese motor industry. Supply Chain Management: An International Journal, Vol. 10(4), pp. 327-335.

Ziegenbein, A., and Nienhaus, J. (2004). Coping with supply chain risks on strategic, tactical and operational level. In Global project and manufacturing management: the symposium proceedings May 2004 (pp. 163-177). MIP.

Zsidisin, G. A. (2003). A grounded definition of supply risk. Journal of Purchasing and Supply Management, Vol. 9(5-6), pp. 217-224.

Zsidisin, G., L.M., E., Carter, J., and Cavinato, J. (2004). An analysis of supply risk assessment techniques. International Journal of Physical Distribution and Logistics Management, Vol. 34(5), pp. 397-413.