Integrated Framework to Assess the Extent of the Pandemic Impact on the Size and Structure of the E-Commerce Retail Sales Sector and Forecast Retail Trade E-Commerce

被引:10
|
作者
Tudor, Cristiana [1 ]
机构
[1] Bucharest Univ Econ Studies, Int Business & Econ Dept, Bucharest 010374, Romania
关键词
e-commerce; automated forecasting; COVID-19; impact; TBATS; neural networks; ARTIFICIAL NEURAL-NETWORKS; EXTREME LEARNING-MACHINE; TIME-SERIES ANALYSIS; STATE-SPACE; PREDICTION; MODELS; ARIMA; PERFORMANCE; DEMAND;
D O I
10.3390/electronics11193194
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With customers' increasing reliance on e-commerce and multimedia content after the outbreak of COVID-19, it has become crucial for companies to digitize their business methods and models. Consequently, COVID-19 has highlighted the prominence of e-commerce and new business models while disrupting conventional business activities. Hence, assessing and forecasting e-commerce growth is currently paramount for e-market planners, market players, and policymakers alike. This study sources data for the global e-commerce market leader, the US, and proposes an integrated framework that encompasses automated algorithms able to estimate six statistical and machine-learning univariate methods in order to accomplish two main tasks: (i) to produce accurate forecasts for e-commerce retail sales (e-sale) and the share of e-commerce in total retail sales (e-share); and (ii) to assess in quantitative terms the pandemic impact on the size and structure of the e-commerce retail sales sector. The results confirm that COVID-19 has significantly impacted the trend and structure of the US retail sales sector, producing cumulative excess (or abnormal) retail e-sales of $227.820 billion and a cumulative additional e-share of 10.61 percent. Additionally, estimations indicate a continuation of the increasing trend, with point estimates of $378.691 billion for US e-commerce retail sales that are projected to account for 16.72 percent of total US retail sales by the end of 2025. Nonetheless, the current findings also document that the growth of e-commerce is not a consequence of the COVID-19 crisis, but that the pandemic has accelerated the evolution of the e-commerce sector by at least five years. Overall, the study concludes that the shift towards e-commerce is permanent and, thus, governments (especially in developing countries) should prioritize policies aimed at harnessing e-commerce for sustainable development. Furthermore, in light of the research findings, digital transformation should constitute a top management priority for retail businesses.
引用
收藏
页数:25
相关论文
共 50 条
  • [21] Digital transformation of supply chain management in retail and e-commerce
    Gong, Shuanglei
    INTERNATIONAL JOURNAL OF RETAIL & DISTRIBUTION MANAGEMENT, 2025, 53 (02) : 16 - 19
  • [22] A Deep Neural Framework for Sales Forecasting in E-Commerce
    Qi, Yan
    Li, Chenliang
    Deng, Han
    Cai, Min
    Qi, Yunwei
    Deng, Yuming
    PROCEEDINGS OF THE 28TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT (CIKM '19), 2019, : 299 - 308
  • [23] Exploring the drivers, scope and perceived success of e-commerce strategies in the UK retail sector
    Doherty, Neil F.
    Ellis-Chadwick, Fiona
    EUROPEAN JOURNAL OF MARKETING, 2009, 43 (9-10) : 1246 - 1262
  • [24] The development of international e-commerce in retail SMEs: An effectuation perspective
    Tolstoy, Daniel
    Nordman, Emilia Rovira
    Hanell, Sara Melen
    Ozbek, Nurgul
    JOURNAL OF WORLD BUSINESS, 2021, 56 (03)
  • [25] Keys to Usability in Retail E-Commerce: A Systematic Review of the Literature
    Rodriguez-Carmona, Laura Melendo
    Duro, Pilaryustres
    Cuesta-Valino, Pedro
    UCJC BUSINESS AND SOCIETY REVIEW, 2024, (80): : 778 - 815
  • [26] The impact of e-commerce on international trade and employment
    Terzi, Nuray
    PROCEEDINGS OF 7TH INTERNATIONAL STRATEGIC MANAGEMENT CONFERENCE, 2011, 24
  • [27] Trends and Forecasts for Sales and Employment: An Overview of the e-Commerce Sector
    Ramos, Filipe R.
    Martinez, Luisa M.
    Martinez, Luis F.
    ADVANCES IN DIGITAL MARKETING AND ECOMMERCE, DMEC 2024, 2024, : 31 - 40
  • [28] Impact of recommender algorithms on the sales of e-commerce websites
    Sinha, Manish
    Srivastava, Divyank
    INTERNATIONAL JOURNAL OF INNOVATION SCIENCE, 2021, 13 (02) : 161 - 174
  • [29] Is e-commerce an investment risk priced by retail real estate investors? An investigation
    Kaiser, Carina
    Freybote, Julia
    JOURNAL OF PROPERTY RESEARCH, 2022, 39 (03) : 197 - 214
  • [30] Customer Churn in Retail E-Commerce Business: Spatial and Machine Learning Approach
    Matuszelanski, Kamil
    Kopczewska, Katarzyna
    JOURNAL OF THEORETICAL AND APPLIED ELECTRONIC COMMERCE RESEARCH, 2022, 17 (01): : 165 - 198