Puspitasari Ira, Rusydi Febdian, Nuzulita Nania, Hsiao Chin-Sung
Information System Study Program, Faculty of Science and Technology, Universitas Airlangga, Surabaya, Indonesia.
Research Center for Quantum Engineering Design, Faculty of Science and Technology, Universitas Airlangga, Surabaya, Indonesia.
Heliyon. 2023 Aug 16;9(8):e19193. doi: 10.1016/j.heliyon.2023.e19193. eCollection 2023 Aug.
Despite significant growth in sales in recent years, retaining customers remains a major challenge for the electronic marketplace (e-marketplace) industry worldwide, including Indonesia. The small basket size of Indonesian customers has created a highly price-sensitive market, making it difficult to nurture customer loyalty. This study investigates the factors affecting consumer behavior and loyalty in Indonesian e-marketplaces by employing a newly proposed E-Marketplace Customer Loyalty Model. Since customers' expectations have extended from mostly utilitarian-oriented goals to incorporate hedonic goals, the proposed model includes both utilitarian and hedonic-based constructs by integrating the Expectation-Confirmation Theory, e-service quality, and the Hedonic Information Systems Model. The proposed model was tested using a comparative approach of machine learning classification algorithms and partial least square, aiming to create a more robust model. The PLS analytical results of ECLM hiearchical component model from 678 customers show that the fulfillment of hedonic values via perceived enjoyment has a greater impact on customer satisfaction than utilitarian values of perceived service quality. Perceived enjoyment, personalization, and customer satisfaction positively affect customer loyalty. The classification results provide further evidence for all hypothesized relationships of the ECLM. The Sequential Minimal Optimization (SMO) algorithm has demonstrated superior performance compared with other classifiers in predicting the dependent variable in most cases. Based on findings, this study offers theoretical and practical implications, and recommendations for sustainable loyalty programs in e-marketplaces.
尽管近年来销售额显著增长,但对于包括印度尼西亚在内的全球电子市场行业而言,留住客户仍是一项重大挑战。印度尼西亚客户的购物篮规模较小,形成了一个对价格高度敏感的市场,这使得培养客户忠诚度变得困难。本研究通过采用新提出的电子市场客户忠诚度模型,调查影响印度尼西亚电子市场消费者行为和忠诚度的因素。由于客户的期望已从主要以功利为导向的目标扩展到包含享乐目标,该模型通过整合期望确认理论、电子服务质量和享乐信息系统模型,纳入了基于功利和享乐的结构。使用机器学习分类算法和偏最小二乘法的比较方法对所提出的模型进行了测试,旨在创建一个更强大的模型。来自678名客户的电子市场客户忠诚度模型(ECLM)层次成分模型的偏最小二乘法分析结果表明,通过感知享受实现享乐价值对客户满意度的影响大于感知服务质量的功利价值。感知享受、个性化和客户满意度对客户忠诚度有积极影响。分类结果为ECLM的所有假设关系提供了进一步的证据。在大多数情况下,序列最小优化(SMO)算法在预测因变量方面表现出优于其他分类器的性能。基于研究结果,本研究为电子市场中可持续的忠诚度计划提供了理论和实践意义及建议。