Disclosure Within Shopping Apps-Mobile Based: Usage Determination Factors
DOI:
https://doi.org/10.30741/wiga.v14i2.1216Keywords:
Behavioral Intention, Direct Marketing, Personalization, Usaga Behavior, ValueAbstract
Although Indonesia is recorded as the third-largest country in terms of mobile shopping application installations globally, the level of mobile shopping activity remains low. This study employs a quantitative research design to analyze the roles of personalization, direct marketing, and hedonic value in shaping behavioral intentions and their impact on the usage behavior of mobile shopping applications. Data were collected through a survey using a purposive sampling technique, involving 282 Gen Z respondents in Indonesia. The questionnaire underwent measurement model testing through Outer Loading, Construct Reliability and Validity, and Discriminant Validity to ensure reliable results, followed by hypothesis testing using SEM-PLS data analysis techniques. The analysis reveals that direct marketing, personalization, and hedonic value have a significant direct influence on behavioral intentions, explaining 93.2% of the variance. Additionally, behavioral intention is found to directly affect usage behavior, although this model accounts for only 37.4% of the variance. Most importantly, behavioral intention mediates the influence of direct marketing, personalization, and hedonic value on usage behavior. These findings suggest that personalization, direct marketing, and hedonic value are crucial factors in fostering behavioral intentions among Gen Z in Indonesia, thereby enhancing the usage of mobile shopping applications.
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References
Agrebi, Sinda, and Joël Jallais. 2015. “Explain the Intention to Use Smartphones for Mobile Shopping.” Journal of Retailing and Consumer Services 22:16–23. doi: 10.1016/j.jretconser.2014.09.003.
Akdim, Khaoula, Luis V. Casaló, and Carlos Flavián. 2022. “The Role of Utilitarian and Hedonic Aspects in the Continuance Intention to Use Social Mobile Apps.” Journal of Retailing and Consumer Services 66:102888. doi: 10.1016/j.jretconser.2021.102888.
Ampadu, Seth, Yuanchun Jiang, Emmanuel Debrah, Collins Opoku Antwi, Eric Amankwa, Samuel Adu Gyamfi, and Richard Amoako. 2022. “Online Personalized Recommended Product Quality and E-Impulse Buying: A Conditional Mediation Analysis.” Journal of Retailing and Consumer Services 64:102789. doi: 10.1016/j.jretconser.2021.102789.
Annur, Cindy Mutia. 2022a. Aplikasi Belanja Online Paling Banyak Digunakan, Ini Dia Juaranya. Jakarta: Kata Data Indonesia.
Annur, Cindy Mutia. 2022b. Kepemilikan Ponsel Di Indonesia Melonjak 68% Dalam 1 Dekade Terakhir. News. Jakarta: Kata Data Indonesia.
Ashraf, Rana Umair, Fujun Hou, and Wasim Ahmad. 2019. “Understanding Continuance Intention to Use Social Media in China: The Roles of Personality Drivers, Hedonic Value, and Utilitarian Value.” International Journal of Human–Computer Interaction 35(13):1216–28. doi: 10.1080/10447318.2018.1519145.
Astuti, Rifelly Dewi, and Luthfan Fadhila Henryanto Putra. 2023. “Does Personalized Advertisement Influence Behavioral Intention and Customer Engagement? Study in Gen-Z Instagram Users.” Jurnal Pendidikan Bisnis Dan Manajemen.
Barbosa, Belém, José Ramón Saura, Senka Borovac Zekan, and Domingo Ribeiro-Soriano. 2023. “Defining Content Marketing and Its Influence on Online User Behavior: A Data-Driven Prescriptive Analytics Method.” Annals of Operations Research. doi: 10.1007/s10479-023-05261-1.
Bleier, Alexander, and Maik Eisenbeiss. 2015. “Personalized Online Advertising Effectiveness: The Interplay of What, When, and Where.” Marketing Science 34(5):669–88. doi: 10.1287/mksc.2015.0930.
Cai, Shun, and Yunjie Xu. 2011. “Designing Not Just for Pleasure: Effects of Web Site Aesthetics on Consumer Shopping Value.” International Journal of Electronic Commerce 15(4):159–88. doi: 10.2753/JEC1086-4415150405.
Carpenter, Jason M. 2008. “Consumer Shopping Value, Satisfaction and Loyalty in Discount Retailing.” Journal of Retailing and Consumer Services 15(5):358–63. doi: 10.1016/j.jretconser.2007.08.003.
Carpenter, Jason M., and Marguerite Moore. 2009. “Utilitarian and Hedonic Shopping Value in the US Discount Sector.” Journal of Retailing and Consumer Services 16(1):68–74. doi: 10.1016/j.jretconser.2008.10.002.
Chang, Yu-Wei, Ping-Yu Hsu, Jiahe Chen, Wen-Lung Shiau, and Ni Xu. 2023. “Utilitarian and/or Hedonic Shopping – Consumer Motivation to Purchase in Smart Stores.” Industrial Management & Data Systems 123(3):821–42. doi: 10.1108/IMDS-04-2022-0250.
Chen, Shu-Hui, and Kuan-Ping Lee. 2008. “The Role of Personality Traits and Perceived Values in Persuasion: An Elaboration Likelihood Model Perspective on Online Shopping.” Social Behavior and Personality: An International Journal 36(10):1379–99. doi: 10.2224/sbp.2008.36.10.1379.
Cheng, Yanxia, Saurabh Sharma, Prashant Sharma, and Kmmcb Kulathunga. 2020. “Role of Personalization in Continuous Use Intention of Mobile News Apps in India: Extending the UTAUT2 Model.” Information 11(1):33. doi: 10.3390/info11010033.
Chong, Alain Yee-Loong. 2013. “Mobile Commerce Usage Activities: The Roles of Demographic and Motivation Variables.” Technological Forecasting and Social Change 80(7):1350–59. doi: 10.1016/j.techfore.2012.12.011.
Chopdar, Prasanta Kr, Justin Paul, Nikolaos Korfiatis, and Miltiadis D. Lytras. 2022. “Examining the Role of Consumer Impulsiveness in Multiple App Usage Behavior among Mobile Shoppers.” Journal of Business Research 140:657–69. doi: 10.1016/j.jbusres.2021.11.031.
Chopdar, Prasanta Kr, and V. J. Sivakumar. 2019. “Impulsiveness and Its Impact on Behavioural Intention and Use of Mobile Shopping Apps: A Mediation Model.” Int. J. Business Innovation and Research, 19(1).
Chu, Shu-Chuan, Tao Deng, and Juan Mundel. 2022. “The Impact of Personalization on Viral Behavior Intentions on TikTok: The Role of Perceived Creativity, Authenticity, and Need for Uniqueness.” Journal of Marketing Communications 1–20. doi: 10.1080/13527266.2022.2098364.
CNN. 2021. Indonesia Pengguna Aplikasi Ecommerce Terbesar Ketiga Dunia. News. Jakarta: CNN Indonesia.
Čvirik, Marián, Monika Naďová Krošláková, Ivona Milić Beran, Romana Capor Hrosik, and Peter Drábik. 2023. “Influence of Health-Conscious Consumer Behaviour on Consumer Ethnocentrism during the COVID-19 Pandemic.” Economic Research-Ekonomska Istraživanja 36(1):1510–26. doi: 10.1080/1331677X.2022.2090402.
Dewi, Intan Rakhmayanti. 2022. Sebumi, Orang Indonesia Paling Rajin Main Smartphone. News. Jakarta: CNBC Indonesia.
González-Padilla, Paula, Felipe Debasa Navalpotro, and José Ramón Saura. 2023. “Managing Entrepreneurs’ Behavior Personalities in Digital Environments: A Review.” International Entrepreneurship and Management Journal. doi: 10.1007/s11365-022-00823-4.
Hu, Lala, Raffaele Filieri, Fulya Acikgoz, Lamberto Zollo, and Riccardo Rialti. 2023a. “The Effect of Utilitarian and Hedonic Motivations on Mobile Shopping Outcomes. A Cross‐cultural Analysis.” International Journal of Consumer Studies 47(2):751–66. doi: 10.1111/ijcs.12868.
Hu, Lala, Raffaele Filieri, Fulya Acikgoz, Lamberto Zollo, and Riccardo Rialti. 2023b. “The Effect of Utilitarian and Hedonic Motivations on Mobile Shopping Outcomes. A Cross‐cultural Analysis.” International Journal of Consumer Studies 47(2):751–66. doi: 10.1111/ijcs.12868.
Hubert, Marco, Markus Blut, Christian Brock, Christof Backhaus, and Tim Eberhardt. 2017. “Acceptance of Smartphone‐Based Mobile Shopping: Mobile Benefits, Customer Characteristics, Perceived Risks, and the Impact of Application Context.” Psychology & Marketing 34(2):175–94. doi: 10.1002/mar.20982.
Jones, Michael A., Kristy E. Reynolds, and Mark J. Arnold. 2006. “Hedonic and Utilitarian Shopping Value: Investigating Differential Effects on Retail Outcomes.” Journal of Business Research 59(9):974–81. doi: 10.1016/j.jbusres.2006.03.006.
Kah-Boon Lim, Sook-Fern Yeo, and Jin-Chee Wong. 2021. “Factors Affecting Purchasing Intention by Using Mobile Shopping Applications in Malaysia.” International Journal of Business and Society 21(3):1058–67. doi: 10.33736/ijbs.3311.2020.
Kim, Changsu, Robert D. Galliers, Namchul Shin, Joo-Han Ryoo, and Jongheon Kim. 2012. “Factors Influencing Internet Shopping Value and Customer Repurchase Intention.” Electronic Commerce Research and Applications 11(4):374–87. doi: 10.1016/j.elerap.2012.04.002.
Kim, Changsu, Wen Li, and Dan J. Kim. 2015. “An Empirical Analysis of Factors Influencing M-Shopping Use.” International Journal of Human-Computer Interaction 31(12):974–94. doi: 10.1080/10447318.2015.1085717.
Kleijnen, Mirella, Ko De Ruyter, and Martin Wetzels. 2007. “An Assessment of Value Creation in Mobile Service Delivery and the Moderating Role of Time Consciousness.” Journal of Retailing 83(1):33–46. doi: 10.1016/j.jretai.2006.10.004.
Lavuri, Rambabu, Jaspreet Kaur, and Park Thaichon. 2023. “Intrinsic Motivations Affecting Millennial Mobile Impulsive Shopping in Emerging Markets during the COVID-19 Pandemic.” Asia Pacific Journal of Marketing and Logistics. doi: 10.1108/APJML-06-2022-0517.
Lee, Min-Young, Youn-Kyung Kim, and Ann Fairhurst. 2009. “Shopping Value in Online Auctions: Their Antecedents and Outcomes.” Journal of Retailing and Consumer Services 16(1):75–82. doi: 10.1016/j.jretconser.2008.11.003.
Li, Cong. 2019. “Message-to-Person versus Person-to-Message: An Alternative Way to Conceptualize Personalized Advertising.” Psychology & Marketing. doi: https://doi.org/10.1002/mar.21272.
Lin, Wan Rung, Chun-Yueh Lin, and Yu-Heng Ding. 2020. “Factors Affecting the Behavioral Intention to Adopt Mobile Payment: An Empirical Study in Taiwan.” Mathematics 8(10):1851. doi: 10.3390/math8101851.
Liu, Yu-li, Wenjia Yan, Bo Hu, Zhuoyang Li, and Yik Ling Lai. 2022. “Effects of Personalization and Source Expertise on Users’ Health Beliefs and Usage Intention toward Health Chatbots: Evidence from an Online Experiment.” DIGITAL HEALTH 8:205520762211297. doi: 10.1177/20552076221129718.
Madan, Khushbu, and Rajan Yadav. 2018. “Understanding and Predicting Antecedents of Mobile Shopping Adoption: A Developing Country Perspective.” Asia Pacific Journal of Marketing and Logistics 30(1):139–62. doi: 10.1108/APJML-02-2017-0023.
Ningsih, Devi Nur Cahaya, Kharissima Ndaru Amallia, Nastiti Cahyaning Fitri Ashari, Nur Fera Indah Kurnia, Dhenindra Bagaskara, and Diffa Nur Haliza. 2023. “The Effect of Direct Marketing on Purchase Decision with Purchase Intention as Intervening Variable: (Study on TikTok Live Streaming Users in Faculty of Administration Science Brawijaya University).” Pp. 150–65 in Proceedings of the Fifth Annual International Conference on Business and Public Administration (AICoBPA 2022). Vol. 764, Advances in Social Science, Education and Humanities Research, edited by A. F. Wijaya, F. Amin, and M. Iqbal. Paris: Atlantis Press SARL.
Nysveen, H., Per E. Pedersen, and Helge Thorbjørnsen. 2005. “Intentions to Use Mobile Services: Antecedents and Cross-Service Comparisons.” Journal of the Academy of Marketing Science 33(3):330–46. doi: 10.1177/0092070305276149.
Ottar Olsen, Svein, and Kåre Skallerud. 2011. “Retail Attributes’ Differential Effects on Utilitarian versus Hedonic Shopping Value” edited by D. Fortin. Journal of Consumer Marketing 28(7):532–39. doi: 10.1108/07363761111181527.
Rizaty, Monavia Ayu. 2021. Masyarakat RI Paling Banyak Gunakan Internet Untuk Berkomunikasi. News. Jakarta: Kata Data Indonesia.
Rizaty, Monavia Ayu. 2023. Transaksi E-Commerce RI Tak Capai Target Pada 2022. News. Jakarta: Data Indonesia.
Suhartadi, Imam. 2022. Mayoritas Pengguna E-Commerce Akses Lewat Aplikasi Yang Diunduh Di Smartphone Dan Tablet. News. Jakarta: Investor.Id.
Teller, Christoph, Thomas Reutterer, and Peter Schnedlitz. 2008. “Hedonic and Utilitarian Shopper Types in Evolved and Created Retail Agglomerations.” The International Review of Retail, Distribution and Consumer Research 18(3):283–309. doi: 10.1080/09593960802113877.
Tong, Siliang, Xueming Luo, and Bo Xu. 2020. “Personalized Mobile Marketing Strategies.” Journal of the Academy of Marketing Science 48(1):64–78. doi: 10.1007/s11747-019-00693-3.
Tripathi, Amarnath, Nisha Bharti, Sucheta Sardar, and Sushant Malik. 2023. “Covid-19, Disrupted Vegetable Supply Chain and Direct Marketing: Experiences from India.” Journal of Agribusiness in Developing and Emerging Economies 13(1):1–15. doi: 10.1108/JADEE-04-2021-0095.
Vayghan, Saeed, Dennis Baloglu, and Seyhmus Baloglu. 2022. “The Impact of Utilitarian, Social and Hedonic Values on Hotel Booking Mobile App Engagement and Loyalty: A Comparison of Generational Cohorts.” Journal of Hospitality and Tourism Insights. doi: 10.1108/JHTI-06-2022-0229.
Yang, Kiseol. 2010. “Determinants of US Consumer Mobile Shopping Services Adoption: Implications for Designing Mobile Shopping Services.” Journal of Consumer Marketing 27(3):262–70. doi: 10.1108/07363761011038338.
Yen, Yung Shen. 2012. “Exploring Customer Perceived Value in Mobile Phone Services.” International Journal of Mobile Communications 10(2):213. doi: 10.1504/IJMC.2012.045674.
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