How Has the COVID-19 Pandemic Accelerated E-Commerce in Russia: Evidence from Firm-Level Data with Spatial Factors
DOI:
https://doi.org/10.17059/ekon.reg.2022-4-2Keywords:
e-commerce, online sales, Russian regions, COVID-19, Russian firms, adoption to COVID-19Abstract
The retail and wholesale sector has been hit hard by the coronavirus pandemic, leading to a major sector transformation. In this study, we analyse the factors of firm-level e-commerce adoption and expansion in response to the COVID-19 pandemic and pay special attention to the regional level determinants of e-commerce. We use the data provided by the EBRD-EIB-WB Enterprise Survey that includes about 18,000 observations for firms in Central and Eastern Europe (CEE) and Central Asia (CA) and approximately 1000 observations in Russia. We use the probit and weighted probit estimation techniques. Our central hypothesis states that while large cities are usually seen as drivers of the expansion of e-commerce, lagging regions are catching up with the leading regions in the adoption of e-commerce. The study shows that firms in regions with lower levels of e-commerce before COVID-19 and firms in large cities were more likely to adopt e-commerce during the pandemic, which evidences a convergence in e-commerce between Russian regions. In contrast to the firms in CEE and CA countries, export market orientation and supply chain signals do not foster e-commerce adoption in Russia. This can be explained by weak development of subcontracting networks and low participation of small and medium-sized firms in cooperative relationships in Russia. Regarding policy implications, we argue that policy measures should focus on the distribution of low-cost solutions aiming to decrease entry barriers, liberalise domestic markets for entrance of foreign platforms in Russia, and support the development of domestic platforms.
References
Alcedo, J., Cavallo, A., Dwyer, B., Mishra, P. & Spilimbergo, A. (2022). E-commerce During Covid: Stylized Facts from 47 Economies (No. w29729). National Bureau of Economic Research. DOI: 10.3386/w29729.
Alfonso, V., Boar, C., Frost, J., Gambacorta, L. & Liu, J. (2021). E-commerce in the pandemic and beyond. BIS Bulletin, 36(9), 1-9.
Amankwah-Amoah, J., Khan, Z., Wood, G. & Knight, G. (2021). COVID-19 and digitalization: The great acceleration. Journal of Business Research, 136, 602-611. DOI: 10.1016/j.jbusres.2021.08.011.
Andrews, D., Nicoletti, G. & Timiliotis, C. (2018). Going digital: What determines technology diffusion among firms? Background Paper 2018 Global Forum on Productivity, 74.
Baer, A. G. & Brown, C. (2007). Adoption of e-marketing by direct-market farms in the Northeastern United States. Journal of Food Distribution Research, 38(2), 1-11. DOI: 10.22004/ag.econ.43492.
Becker, J., Weekx, S., Beutels, P. & Verhetsel, A. (2021). COVID-19 and retail: The catalyst for e-commerce in Belgium? Journal of Retailing and Consumer Services, 62, 102645. DOI: 10.1016/j.jretconser.2021.102645.
Bhatti, A., Akram, H., Basit, H. M., Khan, A. U., Raza, S. M. & Naqvi, M. B. (2020). E-commerce trends during COVID-19 Pandemic. International Journal of Future Generation Communication and Networking, 13(2), 1449-1452. DOI: 10.1016/j.chb.2016.09.026.
Borkova, E. A. & Noskova, P. O. (2019). Modern development of the electronic trade market in the macroeconomic conditions of Russia. Rossiyskoe predprinimatelstvo [Russian journal of entrepreneurship], 20(4), 917-926. DOI: 10.18334/rp.20.4.40598 (In Russ.)
Choshin, M. & Ghaffari, A. (2017). An investigation of the impact of effective factors on the success of e-commerce in small-and medium-sized companies. Computers in Human Behavior, 66, 67-74. DOI: 10.1016/j.chb.2016.09.026.
Cirera, X., Comin, D., Cruz, M., Lee, K. M. & Soares Martins-Neto, A. (2021). Firm-level technology adoption in Vietnam. Policy Research Working Paper; No. 9567. World Bank, Washington, DC, 58.
Dinesh, S. & MuniRaju, Y. (2021). Scalability of e-commerce in the COVID-19 era. International Journal of Research-GRANTHAALAYAH, 9(1), 123-128. DOI: 10.29121/granthaalayah.v9.i1.2021.3032.
Han, B. R., Sun, T., Chu, L. Y. & Wu, L. (2022). COVID-19 and E-commerce Operations: Evidence from Alibaba. Manufacturing & Service Operations Management, 24(3), 1388-1405. DOI: 10.1287/msom.2021.107.
Hasanat, M. W., Hoque, A., Shikha, F. A., Anwar, M., Hamid, A. B. A. & Tat, H. H. (2020). The impact of coronavirus (COVID-19) on e-business in Malaysia. Asian Journal of Multidisciplinary Studies, 3(1), 85-90.
Hooks, D., Davis, Z., Agrawal, V. & Li, Z. (2022). Exploring factors influencing technology adoption rate at the macro level: A predictive model. Technology in Society, 68, 101826. DOI: 10.1016/j.techsoc.2021.101826
Kareen, P., Purwandari, B., Wilarso, I. & Pratama, M. O. (2018, August). E-commerce adoption in SME: A systematic review. In: 2018 6th International conference on cyber and IT service management (CITSM) (pp. 1-7). IEEE. DOI: 10.1109/CITSM.2018.8674285
Kawasaki, T., Wakashima, H. & Shibasaki, R. (2022). The use of e-commerce and the COVID-19 outbreak: A panel data analysis in Japan. Transport Policy, 115, 88-100. DOI: 10.1016/j.tranpol.2021.10.023.
Koch, J., Frommeyer, B. & Schewe, G. (2020). Online Shopping Motives during the COVID-19 Pandemic — Lessons from the Crisis. Sustainability, 12, 10247. DOI: 10.3390/su122410247.
Kurnia, S., Choudrie, J., Mahbubur, R. M. & Alzougool, B. (2015). E-commerce technology adoption: A Malaysian grocery SME retail sector study. Journal of Business Research, 68(9), 1906-1918. DOI: 10.1016/j.jbusres.2014.12.010.
Kuzyk, M. G., Simachev, Yu. V. & Fedyunina, A. A. (2020). Adaptation of Russian industrial companies to the challenges of digital transformation. In: A. L. Kudrin, A. D. Radygin, S. G. Sinelnikov-Murylev (Eds.), Rossiyskaya ekonomika v 2019 gody: trendy i perspektivy. Vyp. 41 [Russian Economy in 2019. Trends and Prospects. Vol. 41] (pp. 499-513). Moscow: Publishing house of Gaidar Institute. (In Russ.).
Li, X., Sarkar, A., Xia, X. & Memon, W. H. (2021). Village Environment, Capital Endowment, and Farmers’ Participation in E-Commerce Sales Behavior: A Demand Observable Bivariate Probit Model Approach. Agriculture, 11(9), 868. DOI: 10.3390/agriculture11090868
Llopis-Albert, C., Rubio, F. & Valero, F. (2021). Impact of digital transformation on the automotive industry. Technological forecasting and social change, 162, 120343. DOI: 10.1016/j.techfore.2020.120343.
Lodni, C., Najmaei, M. & Mansori, S. (2021). The Effect of COVID-19 Pandemic on the German E-Grocery Industry with Respect to Challenges for Retailers and Customer Satisfaction. Journal of Marketing Management and Consumer Behavior, 3(3), 1-31.
Maslova, J. N. (2020). Major trends in the development and transformation of cross-border electronic commerce during the covid-19 pandemic. Uchenye zapiski Sankt-Peterburgskogo imeni V. B. Bobkova filiala Rossiyskoy tamozhennoy akademii [Scientific letters of Russian customs academy St.-Petersburg branch named after Vladimir Bobkov], 2(74), 66-70. (In Russ.)
OECD. (2020). Connecting businesses and consumers during COVID-19: trade in parcels. OECD Policy Responses to Coronavirus (COVID-19). Ramdani, B., Chevers, D. & Williams, D. A. (2013). SMEs’ adoption of enterprise applications: A technology-organisation-environment model. Journal of Small Business and Enterprise Development, 20(4), 735-753. DOI: 10.1108/JSBED-12-2011-0035
Rasiah, R. (2003). Foreign ownership, technology and electronics exports from Malaysia and Thailand. Journal of Asian economics, 14(5), 785-811. DOI: 10.1016/j.asieco.2003.10.006.
Revinova, S. Yu. & Ivashchenko, E. A. (2021). E-commerce in China amid COVID-19 pandemic restrictions. RUDN Journal of Economics, 29(4), 699–715. DOI: 10.22363/2313-2329-2021-29-4-699-715.
Salwani, M. I., Marthandan, G., Norzaidi, M. D. & Chong, S. C. (2009). E-commerce usage and business performance in the Malaysian tourism sector: empirical analysis. Information management & computer security, 17(2), 166-185. DOI: 10.1108/09685220910964027.
Sanguinet, E. R., Alvim, A. M., Atienza, M. & Fochezatto, A. (2021). The subnational supply chain and the COVID-19 pandemic: Short-term impacts on the Brazilian regional economy. Regional Science Policy & Practice, 13, 158-186. DOI: 10.1111/rsp3.12442.
Scutariu, A. L., Șuşu, Ș., Huidumac-Petrescu, C. E. & Gogonea, R. M. (2021). A Cluster Analysis Concerning the Behavior of Enterprises with E-Commerce Activity in the Context of the COVID-19 Pandemic. Journal of Theoretical and Applied Electronic Commerce Research, 17(1), 47-68. DOI: 10.3390/jtaer17010003.
Simachev, Yu. V., Fedyunina, A. A., Ershova, N. V. & Misikhina, S.G. (2021). Russian retail before, during and after the COVID-19 Crisis. EKO [ECO], 5, 29–52. DOI: 10.30680/0131-7652-2021-5-29-52. (In Russ.)
Statista. (2021a). E-commerce worldwide. Key Figures of E-Commerce.
Statista. (2021b). E-commerce in Russia. Key Figures of E-Commerce.
Stiakakis, E., Kariotellis, P. & Vlachopoulou, M. (2009). From the digital divide to digital inequality: A secondary research in the European Union. In: International Conference on e-Democracy (pp. 43-54). Springer, Berlin, Heidelberg. DOI: 10.1007/978-3-642-11631-5_4.
Taher, G. (2021). E-Commerce: advantages and limitations. International Journal of Academic Research in Accounting Finance and Management Sciences, 11(1), 153-165.
Veugelers, R., Rückert, D. & Weiss, C. (2019). Bridging the Divide: New evidence about firms and digitalization (No. 2019/17). Bruegel Policy Contribution.
Villa, R. & Monzón, A. (2021). Mobility restrictions and e-commerce: Holistic balance in madrid centre during COVID-19 lockdown. Economies, 9(2), 57. DOI: 10.3390/economies9020057.
Vishwasrao, S. & Bosshardt, W. (2001). Foreign ownership and technology adoption: evidence from Indian firms. Journal of development economics, 65(2), 367-387. DOI: 10.1016/S0304-3878(01)00141-9.
Wang, J. & Wang, X. (2015). Benefits of foreign ownership: Evidence from foreign direct investment in China. Journal of International Economics, 97(2), 325-338. DOI: 10.1016/j.jinteco.2015.07.006.
Yeng, S. K., Osman, A. & Othman, Y. H. (2015). E-commerce adoption among small and medium enterprises (SMEs) in Northern State of Malaysia. Mediterranean Journal of Social Sciences, 6(5), 37-43. DOI: 10.5901/mjss.2015.v6n5p37.
Zemtsov, S., Barinova, V. & Semenova, R. (2019). The risks of digitalization and the adaptation of regional labor markets in Russia. Foresight and STI Governance, 13(2), 84-96. DOI: 10.17323/2500-2597.2019.2.84.96.
Zhao, K., Shi, H., Zhang, Y. Y. & Sheng, J. (2021). Fresh produce E-Commerce and online shoppers’ purchase intention. The Chinese Economy, 54(6), 415-429. DOI: 10.1080/10971475.2021.1890359.
