Omni-Channel retailing enhancing unified experience amidst pandemic: An emerging market perspective

Authors

  • Sudhanshu Joshi Australian Artificial Intelligence Institute (AAII), School of Computer Science, Faculty of Engineering & Information Technology, University of Technology Sydney, Sydney, Australia https://orcid.org/
  • Manu Sharma Department of Management Studies, Graphic Era Deemed to be University, Dehradun, India
  • Prasenjit Chatterjee MCKV Institute of Engineering, West Bangal, India https://orcid.org/0000-0002-7994-4252

DOI:

https://doi.org/10.31181/dmame0310112022j

Keywords:

Omni-Channel Retailing (OCR); Emerging Markets; Interpretative Structural Modeling (ISM); Fuzzy-MICMAC.

Abstract

The research aims  to explore the strength of enablers, and adoption barriers present in omnichannel retailing (OCR), and discuss how organizations may focus to redesign their business models in emerging markets to manage the disruptive environment. The prominent enablers may enhance the omnichannel’ performance to deliver a unified experience across all channels during the pandemic time. The paper has used hybrid Multi-Criteria Decision-Making (MCDM) Methods. These methods are widely used by organizations for the exploration of the interrelationship among barriers and enablers affecting their performance. In the current study, 18 experts from different domains have examined and evaluated the 10 barriers and 7 enablers. The study reveals that integration, visibility, internet accessibility, and advanced distribution centers are the prominent enablers and driving the customer analytics enabler to strengthen their customer engagement and providing a unified experience to the. During the pandemic time the usage of the online channels have increased and thus retail channels may consider these enablers to enhance the unified experience level of the customers. The study also shows that inconsistency in price is the main adoption barrier followed by inconsistency in product discounts that should be minimized to engage customers effectively. The retail organizations need to understand the roadblocks in the adoption of OCR and should take relevant actions to minimize them. The retail organization or marketers may redesign their existing strategies based on price consistency, integration, visibility, information systems, and coordination to develop a unified experience across channels during the pandemic situation.

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References

Agatz, N. A., Fleischmann, M., & Van Nunen, J. A. (2008). E-fulfillment and multi-channel distribution–A review. European journal of operational research, 187(2), 339-356.

Ailawadi, K. L., & Farris, P. W. (2017). Managing multi-and omni-channel distribution: metrics and research directions. Journal of retailing, 93(1), 120-135.

Ainsworth, J., & Ballantine, P. W. (2017). Consumers’ cognitive response to website change. Journal of Retailing and Consumer Services, 37, 56-66.

Arslan, A. N., Klibi, W., & Montreuil, B. (2021). Distribution network deployment for omnichannel retailing. European Journal of Operational Research, 294(3), 1042-1058.

Asmare, A., & Zewdie, S. (2022). Omnichannel retailing strategy: a systematic review. The International Review of Retail, Distribution and Consumer Research, 32(1), 59-79.

Bahn, D. L., & Fischer, P. P. (2003). Clicks and mortar: balancing brick and mortar business strategy and operations with auxiliary electronic commerce. Information Technology and Management, 4(2), 319-334.

Balasubramanian, S., Raghunathan, R., & Mahajan, V. (2005). Consumers in a multi-channel environment: Product utility, process utility, and channel choice. Journal of interactive marketing, 19(2), 12-30.

Bayram, A., & Cesaret, B. (2021). Order fulfillment policies for ship-from-store implementation in omni-channel retailing. European Journal of Operational Research, 294(3), 987-1002.

BCG. (2018). Global Competitiveness Report 2019: How to end a lost decade of productivity growth. Retrieved June 20, 2020, from BCG: https://image-src.bcg.com/Images/BCG-Digital-Consumers-Emerging-Markets-and-the-244-Trillion-Future-Sep-2018_tcm9-202652.pdf

Berman, B., & Thelen, S. (2018). Planning and implementing an effective omnichannel marketing program. International Journal of Retail & Distribution Management, 46(7), 598-614.

Bernon, M., Cullen, J., & Gorst, J. (2016). Online retail returns management: Integration within an omni-channel distribution context. International Journal of Physical Distribution & Logistics Management. 46 (6/7). 584-605.

Blázquez, M. (2014). Fashion shopping in multi-channel retail: The role of technology in enhancing the customer experience. International Journal of Electronic Commerce, 18(4), 97-116.

Caboni, F., & Hagberg, J. (2019). Augmented reality in retailing: a review of features, applications and value. International Journal of Retail & Distribution Management. 47(11), 1125-1140.

Cai, Y. J., & Lo, C. K. (2020). Omni-channel management in the new retailing era: A systematic review and future research agenda. International Journal of Production Economics, 229, 107729. https://doi.org/10.1016/j.ijpe.2020.107729

Cao, L., & Li, L. (2015). The impact of cross-channel integration on retailers’ sales growth. Journal of retailing, 91(2), 198-216.

Caro, F., & Sadr, R. (2019). The Internet of Things (IoT) in retail: Bridging supply and demand. Business Horizons, 62(1), 47-54.

Cassab, H., & MacLachlan, D. L. (2009). A consumer‐based view of multi-channel service. Journal of Service Management. 20 (1), 52-75.

Cavallo, A. (2017). Are online and offline prices similar? Evidence from large multi-channel retailers. American Economic Review, 107(1), 283-303.

Chatterjee, D., Grewal, R., & Sambamurthy, V. (2002). Shaping up for e-commerce: institutional enablers of the organizational assimilation of web technologies. MIS quarterly, 65-89. https://doi.org/10.2307/4132321

Chatterjee, P., & Kumar, A. (2017). Consumer willingness to pay across retail channels. Journal of Retailing and Consumer Services, 34, 264-270.

Chauhan, A. S., Badhotiya, G. K., Soni, G., & Kumari, P. (2020). Investigating interdependencies of sustainable supplier selection criteria: an appraisal using ISM. Journal of Global Operations and Strategic Sourcing, 13(2), 195-210.

Chen, J. E., Pan, S. L., & Ouyang, T. H. (2014). Routine reconfiguration in traditional companies’e-commerce strategy implementation: A trajectory perspective. Information & Management, 51(2), 270-282.

Chen, X., Su, X., Li, Z., Wu, J., Zheng, M., & Xu, A. (2022). The impact of omni-channel collaborative marketing on customer loyalty to fresh retailers: the mediating effect of the omni-channel shopping experience. Operations Management Research, 1-15. https://doi.org/10.1007/s12063-022-00319-y

Chopra, K. (2019). Indian shopper motivation to use artificial intelligence: Generating Vroom’s expectancy theory of motivation using grounded theory approach. International Journal of Retail & Distribution Management. 47 (3), 331-347.

Chopra, S. (2016). How omni-channel can be the future of retailing. Decision, 43(2), 135-144.

Clinton, L., & Whisnant, R. (2019). Business model innovations for sustainability. In Managing sustainable business (pp. 463-503). Springer, Dordrecht. https://doi.org/10.1007/978-94-024-1144-7_22

Cortiñas, M., Chocarro, R., & Villanueva, M. L. (2010). Understanding multi-channel banking customers. Journal of Business Research, 63(11), 1215-1221.

Dan, B., Xu, G., & Liu, C. (2012). Pricing policies in a dual-channel supply chain with retail services. International Journal of Production Economics, 139(1), 312-320.

Daugherty, P. J., Bolumole, Y., & Grawe, S. J. (2018). The new age of customer impatience: An agenda for reawakening logistics customer service research. International Journal of Physical Distribution & Logistics Management. 49(1), 4-32.

Ewerhard, A. C., Sisovsky, K., & Johansson, U. (2019). Consumer decision-making of slow moving consumer goods in the age of multi-channels. The International Review of Retail, Distribution and Consumer Research, 29(1), 1-22.

Farah, M. F., Ramadan, Z. B., & Harb, D. H. (2019). The examination of virtual reality at the intersection of consumer experience, shopping journey and physical retailing. Journal of Retailing and Consumer Services, 48, 136-143.

Fulgoni, G. M. (2014). “Omni-channel” retail insights and the consumer's path-to-purchase: how digital has transformed the way people make purchasing decisions. Journal of Advertising Research, 54(4), 377-380.

Galipoglu, E., Kotzab, H., Teller, C., Hüseyinoglu, I. Ö. Y., & Pöppelbuß, J. (2018). Omni-channel retailing research–state of the art and intellectual foundation. International Journal of Physical Distribution & Logistics Management. 48(4), 365-390.

Gawor, T., & Hoberg, K. (2018). Customers’ valuation of time and convenience in e-fulfillment. International Journal of Physical Distribution & Logistics Management. 49(1), 75-98.

Hagberg, J., Jonsson, A., & Egels-Zandén, N. (2017). Retail digitalization: Implications for physical stores. Journal of Retailing and Consumer services, 39, 264-269.

Hazen, B. T., & Ellinger, A. E. (2019). Special issue editorial: logistics customer service revisited. International Journal of Physical Distribution & Logistics Management. 49(1), 12-32.

Huang, M., & Jin, D. (2020). Impact of buy-online-and-return-in-store service on omnichannel retailing: A supply chain competitive perspective. Electronic Commerce Research and Applications, 41, 100977. 41. 100977. https://doi.org/10.1016/j.elerap.2020.100977

Hübner, A. H., Kuhn, H., & Wollenburg, J. (2016). Last mile fulfilment and distribution in omni-channel grocery retailing: a strategic planning framework. International Journal of Retail & Distribution Management, 44(3). https://doi.org/10.1108/IJRDM-11-2014-0154

Ieva, M., & Ziliani, C. (2018). Mapping touchpoint exposure in retailing: Implications for developing an omnichannel customer experience. International Journal of Retail & Distribution Management. 46 (3), 304-322.

Ishfaq, R., Davis‐Sramek, B., & Gibson, B. (2022). Digital supply chains in omnichannel retail: A conceptual framework. Journal of Business Logistics, 43(2), 169-188.

Jocevski, M., Arvidsson, N., Miragliotta, G., Ghezzi, A., & Mangiaracina, R. (2019). Transitions towards omni-channel retailing strategies: a business model perspective. International Journal of Retail & Distribution Management. 47(2), 78-93.

Joshi, S., & Sharma, M. (2021). Digital technologies (DT) adoption in agri-food supply chains amidst COVID-19: an approach towards food security concerns in developing countries. Journal of Global Operations and Strategic Sourcing.15(2), 262-282.

Joshi, S., Sharma, M., Bisht, P., & Singh, S. (2021). Explaining the factors influencing consumer perception, adoption readiness, and perceived usefulness toward digital transactions: online retailing experience of millennials in India. Journal of Operations and Strategic Planning, 4(2), 202-223.

Kamble, S. S., Gunasekaran, A., Parekh, H., & Joshi, S. (2019). Modeling the Internet of things adoption barriers in food retail supply chains. Journal of Retailing and Consumer Services, 48, 154-168.

Kembro, J. and Norrman, A. (2019), “Exploring trends, implications and challenges for logistics information systems in omnichannels: Swedish retailers’ perception”, International Journal of Retail & Distribution Management, 47(4), 384-411.

Kembro, J. H., Norrman, A., and Eriksson, E. (2018), Adapting warehouse operations and design to omni-channel logistics: A literature review and research agenda. International Journal of Physical Distribution & Logistics Management, 48(9), 890-912.

Larke, R., Kilgour, M., & O’Connor, H. (2018). Build touchpoints and they will come: transitioning to omnichannel retailing. International Journal of Physical Distribution & Logistics Management. 48(4), 465-483.

Lekhwar, S., Yadav, S., & Singh, A. (2019). Big data analytics in retail. In information and communication technology for intelligent systems (pp. 469-477). Springer, Singapore. https://doi.org/10.1007/978-981-13-1747-7_45

Li, G., Zhang, T., & Tayi, G. K. (2020). Inroad into omni-channel retailing: Physical showroom deployment of an online retailer. European Journal of Operational Research, 283(2), 676-691.

Lin, Y. H., Wang, Y., Lee, L. H., & Chew, E. P. (2022). Omnichannel facility location and fulfillment optimization. Transportation Research Part B: Methodological, 163, 187-209.

Liu, L., Feng, L., Xu, B., & Deng, W. (2020). Operation strategies for an omni-channel supply chain: who is better off taking on the online channel and offline service?. Electronic Commerce Research and Applications, 39, 100918. https://doi.org/10.1016/j.elerap.2019.100918

Marchet, G., Melacini, M., Perotti, S., Rasini, M., & Tappia, E. (2018). Business logistics models in omni-channel: a classification framework and empirical analysis. International Journal of Physical Distribution & Logistics Management. 48(4), 439-464.

Melacini, M., Perotti, S., Rasini, M., & Tappia, E. (2018). E-fulfilment and distribution in omni-channel retailing: a systematic literature review. International Journal of Physical Distribution & Logistics Management. 48(4). 391-414.

Melero, I., Sese, F. J., & Verhoef, P. C. (2016). Recasting the customer experience in today’s omni-channel environment. Universia Business Review, (50), 18-37. https://doi.org/10.3232/UBR.2016.V13.N2.01

Mirzabeiki, V., & Saghiri, S. S. (2020). From ambition to action: How to achieve integration in omni-channel?. Journal of Business Research, 110, 1-11. https://doi.org/10.1016/j.jbusres.2019.12.028

Mkansi, M., Eresia-Eke, C., & Emmanuel-Ebikake, O. (2018). E-grocery challenges and remedies: Global market leaders perspective. Cogent Business & Management, 5(1), 1459338. https://doi.org/10.1080/23311975.2018.1459338

Mousavizade, F., & Shakibazad, M. (2018). Identifying and ranking CSFs for KM implementation in urban water and sewage companies using ISM-DEMATEL technique. Journal of knowledge management. 23 (1), 200-218.

Mrutzek-Hartmann, B., Kotzab, H., Hüseyinoğlu, I. Ö. Y., & Kühling, S. (2022). Omni-channel retailing resources and capabilities of SME specialty retailers–insights from Germany and Turkey. International Journal of Retail & Distribution Management. 50 (8/9). https://doi.org/10.1108/IJRDM-10-2021-0503

Murfield, M., Boone, C. A., Rutner, P., & Thomas, R. (2017). Investigating logistics service quality in omni-channel retailing. International Journal of Physical Distribution & Logistics Management. 47(4), 263-296.

Neslin, S. A., Grewal, D., Leghorn, R., Shankar, V., Teerling, M. L., Thomas, J. S., & Verhoef, P. C. (2006). Challenges and opportunities in multi-channel customer management. Journal of service research, 9(2), 95-112.

Nguyen, T. T. H., Nguyen, N., Nguyen, T. B. L., Phan, T. T. H., Bui, L. P., & Moon, H. C. (2019). Investigating consumer attitude and intention towards online food purchasing in an emerging economy: An extended tam approach. Foods, 8(11), 576. https://doi.org/10.3390/foods8110576

Niranjan, T., Parthiban, P., Sundaram, K., & Jeyaganesan, P. N. (2019). Designing a omnichannel closed loop green supply chain network adapting preferences of rational customers. Sādhanā, 44(3), 1-10.

Pan, S., Giannikas, V., Han, Y., Grover-Silva, E., & Qiao, B. (2017). Using customer-related data to enhance e-grocery home delivery. Industrial Management & Data Systems. 117(9), 1917-1933.

Panchal, D., & Kumar, D. (2017). Maintenance decision-making for power generating unit in thermal power plant using combined fuzzy AHP-TOPSIS approach. International Journal of Operational Research, 29(2), 248-272.

Panchal, D., Chatterjee, P., Pamucar, D., & Yazdani, M. (2022). A novel fuzzy‐based structured framework for sustainable operation and environmental friendly production in coal‐fired power industry. International Journal of Intelligent Systems, 37(4), 2706-2738.

Park, J, and Kim, R. B. (2018). A new approach to segmenting multi-channel shoppers in Korea and the US. Journal of Retailing and Consumer Services, 45, 163-178.

Park, S., and Lee, D. (2017). An empirical study on consumer online shopping channel choice behavior in omni-channel environment. Telematics and Informatics, 34(8), 1398-1407.

Payne, E. M., Peltier, J. W, and Barger, V. A. (2017). Omni-channel marketing, integrated marketing communications and consumer engagement. Journal of Research in Interactive Marketing. 11(2), 185-197.

Picot-Coupey, K., Huré, E, and Piveteau, L. (2016), Channel design to enrich customers’ shopping experiences: Synchronizing clicks with bricks in an omni-channel perspective–the Direct Optic case. International Journal of Retail & Distribution Management, 44(3), 336-368.

Piotrowicz, W., and Cuthbertson, R. (2014). Introduction to the special issue information technology in retail: Toward omnichannel retailing. International Journal of Electronic Commerce, 18(4), 5-16.

Prabhuram, T., Rajmohan, M., Tan, Y, and Johnson, R. R. (2020). Performance evaluation of Omni channel distribution network configurations using multi criteria decision making techniques. Annals of Operations Research, 1-22. https://doi.org/10.1007/s10479-020-03533-8

Rai, H. B., Verlinde, S., Macharis, C., Schoutteet, P., & Vanhaverbeke, L. (2019). Logistics outsourcing in omnichannel retail: State of practice and service recommendations. International Journal of Physical Distribution & Logistics Management. 49(3), 267-286.

Saghiri, S. S., Bernon, M., Bourlakis, M., & Wilding, R. (2018). Omni-channel logistics special issue. International Journal of Physical Distribution & Logistics Management. 48(4), 362-364.

Saghiri, S., Wilding, R., Mena, C., & Bourlakis, M. (2017). Toward a three-dimensional framework for omni-channel. Journal of Business Research, 77, 53-67.

Salvietti, G., Ziliani, C., Teller, C., Ieva, M., & Ranfagni, S. (2022). Omnichannel retailing and post-pandemic recovery: building a research agenda. International Journal of Retail & Distribution Management. 50 (8/9), 1156-1181.

Schramm-Klein, H., Wagner, G., Steinmann, S, and Morschett, D. (2011). Cross-channel integration–is it valued by customers? The International Review of Retail, Distribution and Consumer Research, 21(5), 501-511.

Shankar, V., Smith, A. K., & Rangaswamy, A. (2003). Customer satisfaction and loyalty in online and offline environments. International journal of research in marketing, 20(2), 153-175.

Shanker, S., Barve, A., Muduli, K., Kumar, A., Garza-Reyes, J. A., & Joshi, S. (2022). Enhancing resiliency of perishable product supply chains in the context of the COVID-19 outbreak. International Journal of Logistics Research and Applications, 25(9), 1219-1243.

Sharma, M., & Joshi, S. (2020). Online advertisement using web analytics software: a comparison using AHP method. International Journal of Business Analytics (IJBAN), 7(2), 13-33. https://doi.org/10.4018/IJBAN.2020040102

Sharma, M., Gupta, M., & Joshi, S. (2019). Adoption barriers in engaging young consumers in the Omni-channel retailing. Young Consumers, 21(2), 193-210.

Sharma, M., Joshi, S, and Kumar, A. (2020b). Assessing enablers of e-waste management in circular economy using DEMATEL method: An Indian perspective. Environmental Science and Pollution Research, 27(12), 1-14. https://doi.org/10.1007/s11356-020-07765-w

Sharma, M., Joshi, S., Kannan, D., Govindan, K., Singh, R., & Purohit, H. C. (2020a). Internet of Things (IoT) adoption barriers of smart cities’ waste management: An Indian context. Journal of Cleaner Production, 270, 122047. https://doi.org/10.1016/j.jclepro.2020.122047

Sharma, M., Joshi, S., Luthra, S., & Kumar, A. (2022c). Managing disruptions and risks amidst COVID-19 outbreaks: role of blockchain technology in developing resilient food supply chains. Operations Management Research, 15(1), 268-281.

Sharma, M., Luthra, S., Joshi, S., & Kumar, A. (2021). Accelerating retail supply chain performance against pandemic disruption: adopting resilient strategies to mitigate the long-term effects. Journal of Enterprise Information Management. 34(6), 1844-1873.

Sharma, M., Luthra, S., Joshi, S., & Kumar, A. (2022a). Implementing challenges of artificial intelligence: Evidence from public manufacturing sector of an emerging economy. Government Information Quarterly, 39(4), 101624.

Sharma, M., Luthra, S., Joshi, S., & Kumar, A. (2022b). Developing a framework for enhancing survivability of sustainable supply chains during and post-COVID-19 pandemic. International Journal of Logistics Research and Applications, 25(4-5), 433-453.

Sharma, M., Gupta, M. and Joshi, S. (2020c). Adoption barriers in engaging young consumers in the Omni-channel retailing. Young Consumers, 21 (2), 193-210.

Shen, X. L., Li, Y. J., Sun, Y., & Wang, N. (2018). Channel integration quality, perceived fluency and omnichannel service usage: The moderating roles of internal and external usage experience. Decision Support Systems, 109, 61-73.

Singh, R. K., Joshi, S., & Sharma, M. (2020). Modelling Supply Chain Flexibility in the Indian Personal Hygiene Industry: An ISM-Fuzzy MICMAC Approach. Global Business Review, 0(0). https://doi.org/10.1177/0972150920923075

Solem, B. A. A., Fredriksen, J. I., & Sørebø, Ø. (2022). Dynamic capabilities in the realisation of omnichannel retailing. International Journal of Retail & Distribution Management, (ahead-of-print). https://doi.org/10.1108/IJRDM-12-2021-0599

Sousa, R., & Voss, C. A. (2006). Service quality in multi-channel services employing virtual channels. Journal of service research, 8(4), 356-371.

Teixeira, R., Duarte, A. L. D. C. M., Macau, F. R., & de Oliveira, F. M. (2022). Assessing the moderating effect of brick-and-mortar store on omnichannel retailing. International Journal of Retail & Distribution Management, (ahead-of-print). 50(10), 1259-1280. https://doi.org/10.1108/IJRDM-03-2021-0139

Tyagi, M., Panchal, D., Singh, R. P., & Sachdeva, A. (2019). Modeling and analysis of critical success factors for implementing the IT-based supply-chain performance system. In Operations Management and Systems Engineering (pp. 51-67). Springer, Singapore. https://doi.org/10.1007/978-981-13-6476-1_4

Vakhutinsky, A., Mihic, K., & Wu, S. M. (2019). A prescriptive analytics approach to markdown pricing for an e-commerce retailer. Journal of Pattern Recognition Research, 14(1), 1-20.

Verhoef, A. A., & Agrawal, N. (2004). Channel conflict and coordination in the e‐commerce age. Production and operations management, 13(1), 93-110.

Verhoef, P. C., Kannan, P. K., & Inman, J. J. (2015). From multi-channel retailing to omni-channel retailing: introduction to the special issue on multi-channel retailing. Journal of retailing, 91(2), 174-181.

Wang, D. (2013). Influences of cloud computing on e-commerce businesses and industry. 6(6), https://doi.org/10.4236/jsea.2013.66039

WEF. (2020). Global Competitiveness Report 2019: How to end a lost decade of productivity growth. Retrieved June 20, 2020, from WEF: https://www.weforum.org/reports/how-to-end-a-decade-of-lost-productivity-growth

Yan, R., & Pei, Z. (2011). Information asymmetry, pricing strategy and firm's performance in the retailer-multi-channel manufacturer supply chain. Journal of Business Research, 64(4), 377-384.

Yang, F., Li, X and Huang, Z. (2019). Buy-online-and-pick-up-in-store Strategy and Showroom Strategy in the Omnichannel Retailing. Advances in Business and Management Forecasting, 13, 25-49.

Ye, Y., Lau, K. H., & Teo, L. K. Y. (2018). Drivers and barriers of omni-channel retailing in China: A case study of the fashion and apparel industry. International Journal of Retail & Distribution Management, 46(7), 657-689.

Yin, C. C., Chiu, H. C., Hsieh, Y. C., & Kuo, C. Y. (2022). How to retain customers in omnichannel retailing: Considering the roles of brand experience and purchase behavior. Journal of Retailing and Consumer Services, 69, 103070. https://doi.org/10.1016/j.jretconser.2022.103070

Yu, Y., Wang, X., Zhong, R. Y., & Huang, G. Q. (2016). E-commerce logistics in supply chain management: Practice perspective. Procedia Cirp, 52, 179-185. https://doi.org/10.1016/j.procir.2016.08.002

Zaki, M., & Neely, A. (2019). Customer experience analytics: dynamic customer-centric model. In Handbook of Service Science, Volume II (pp. 207-233). Springer, Cham. https://doi.org/10.1007/978-3-319-98512-1_10

Zhang, P., He, Y., & Zhao, X. (2019). “Preorder-online, pickup-in-store” strategy for a dual-channel retailer. Transportation Research Part E: Logistics and Transportation Review, 122, 27-47.

Published

2023-04-08

How to Cite

Joshi, S., Sharma, M., & Chatterjee, P. (2023). Omni-Channel retailing enhancing unified experience amidst pandemic: An emerging market perspective. Decision Making: Applications in Management and Engineering, 6(1), 449–473. https://doi.org/10.31181/dmame0310112022j