DYNAMIC RELATIONSHIPS: E-COMMERCE SALES AND KEY EXOGENOUS VARIABLES IN THE PHILIPPINES

Vicente E. Montano, Joanna Lynn L. Mercado
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Abstract

This study delves into the complex and evolving landscape of e-commerce in the Philippines, focusing on the relationship between E-Commerce Sales as the endogenous variable and a set of influential exogenous variables, including Digital Marketing Spending, GDP Growth, Internet Penetration, and Mobile Phone Ownership. This research employs a flexible spline modeling approach, uncovers non-linear associations, and offers significant implications for academic understanding and practical applications. The findings underscore the growing impact of Digital Marketing Spending on E-Commerce Sales, revealing the paramount role of online advertising and promotional strategies in the digital marketplace. Moreover, the study explains the intricate interplay between GDP Growth, Internet Penetration, Mobile Phone Ownership, and E-Commerce Sales, highlighting the non-linear nature of these relationships. As the Philippines continues its economic expansion and technological integration, these associations exhibit insightful implications for policymakers, businesses, and e-commerce stakeholders.  Article visualizations:
动态关系:菲律宾的电子商务销售额和主要外生变量
本研究深入探讨了菲律宾电子商务的复杂和不断发展的格局,重点研究了电子商务销售作为内生变量与一系列有影响力的外生变量之间的关系,包括数字营销支出、GDP增长、互联网普及率和手机拥有率。本研究采用灵活的样条建模方法,揭示了非线性关联,为学术理解和实际应用提供了重要意义。调查结果强调了数字营销支出对电子商务销售的日益增长的影响,揭示了在线广告和促销策略在数字市场中的重要作用。此外,该研究还解释了GDP增长、互联网普及率、手机拥有率和电子商务销售之间错综复杂的相互作用,突出了这些关系的非线性性质。随着菲律宾继续其经济扩张和技术整合,这些协会对政策制定者、企业和电子商务利益相关者表现出深刻的影响。可视化条
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