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I will buy virtual goods if I like them: a hybrid PLS-SEM-artificial neural network (ANN) analytical approach

Author

Listed:
  • Nadjim Mkedder

    (University of Abou Bekr Belkaid Tlemcen)

  • Fatma Zeynep Özata

    (Anadolu University)

Abstract

Despite the popularity of Free-to-Play (F2P) games in recent years, the motivations behind players’ intention to purchase virtual goods in F2P games still require further investigations. This study aims to address this dilemma by investigating the antecedents of functional, emotional, and social values in shaping the purchase intention of virtual goods in F2P games. Using purposive sampling, data were collected through a survey from 352 F2P game participants in the United States. A hybrid PLS-SEM-Artificial Neural Network (ANN) modeling approach was employed to examine the impact of these factors on the intention to purchase virtual goods. The results reveal that perceived value positively influences the purchase intention of virtual goods. The findings also show that functional, emotional, and social values significantly impact the perceived value and purchase intention of virtual goods. Further, perceived value mediates the relationship between quality, achievement, enjoyment, aesthetics, customization, self-presentation, and the intention to purchase virtual goods. The ANN results reveal that quality and social presence are the most critical factors since they achieve the greatest normalized importance ratio compared to the others. The model illustrated considerable explanatory evidence for purchase intention in the context of F2P games. Additionally, this research significantly strengthens the marketing literature by developing an understanding of the intention to buy virtual goods in F2P games. The proposed model can provide insights for F2P game providers to design their games and marketing strategies.

Suggested Citation

  • Nadjim Mkedder & Fatma Zeynep Özata, 2024. "I will buy virtual goods if I like them: a hybrid PLS-SEM-artificial neural network (ANN) analytical approach," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(1), pages 42-70, March.
  • Handle: RePEc:pal:jmarka:v:12:y:2024:i:1:d:10.1057_s41270-023-00252-4
    DOI: 10.1057/s41270-023-00252-4
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    References listed on IDEAS

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    1. Hollebeek, Linda D. & Abbasi, Amir Zaib & Schultz, Carsten D. & Ting, Ding Hooi & Sigurdsson, Valdimar, 2022. "Hedonic consumption experience in videogaming: A multidimensional perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 65(C).
    2. Leong, Lai-Ying & Hew, Teck-Soon & Ooi, Keng-Boon & Wei, June, 2020. "Predicting mobile wallet resistance: A two-staged structural equation modeling-artificial neural network approach," International Journal of Information Management, Elsevier, vol. 51(C).
    3. Hussain, Ali & Abid, Muhammad Farrukh & Shamim, Amjad & Ting, Ding Hooi & Toha, Md Abu, 2023. "Videogames-as-a-service: How does in-game value co-creation enhance premium gaming co-creation experience for players?," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    4. Hamari, Juho & Hanner, Nicolai & Koivisto, Jonna, 2020. ""Why pay premium in freemium services?" A study on perceived value, continued use and purchase intentions in free-to-play games," International Journal of Information Management, Elsevier, vol. 51(C).
    5. Lim, Xin-Jean & Cheah, Jun-Hwa & Ng, Siew Imm & Kamal Basha, Norazlyn & Liu, Yide, 2021. "Are men from Mars, women from Venus? Examining gender differences towards continuous use intention of branded apps," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    6. Konuk, Faruk Anıl, 2019. "The influence of perceived food quality, price fairness, perceived value and satisfaction on customers’ revisit and word-of-mouth intentions towards organic food restaurants," Journal of Retailing and Consumer Services, Elsevier, vol. 50(C), pages 103-110.
    7. Wu, Shu-Ling & Hsu, Chiu-Ping, 2018. "Role of authenticity in massively multiplayer online role playing games (MMORPGs): Determinants of virtual item purchase intention," Journal of Business Research, Elsevier, vol. 92(C), pages 242-249.
    8. Hao Chen & Haitao Chen, 2022. "Investigating the intention to purchase virtual goods in social networking service games: a self-presentation perspective," Behaviour and Information Technology, Taylor & Francis Journals, vol. 41(6), pages 1171-1184, April.
    9. Wang, Le & Luo, Xin (Robert) & Li, Han, 2022. "Envy or conformity? An empirical investigation of peer influence on the purchase of non-functional items in mobile free-to-play games," Journal of Business Research, Elsevier, vol. 147(C), pages 308-324.
    10. Gupta, Shipra & Coskun, Merve, 2021. "The influence of human crowding and store messiness on consumer purchase intention– the role of contamination and scarcity perceptions," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    11. Ozkara, Behcet Yalin & Ozmen, Mujdat & Kim, Jong Woo, 2017. "Examining the effect of flow experience on online purchase: A novel approach to the flow theory based on hedonic and utilitarian value," Journal of Retailing and Consumer Services, Elsevier, vol. 37(C), pages 119-131.
    12. Lucas W. L. Liew & Vasilis Stavropoulos & Baxter L. M. Adams & Tyrone L. Burleigh & Mark D. Griffiths, 2018. "Internet Gaming Disorder: the interplay between physical activity and user–avatar relationship," Behaviour and Information Technology, Taylor & Francis Journals, vol. 37(6), pages 558-574, June.
    13. Mäntymäki, Matti & Salo, Jari, 2015. "Why do teens spend real money in virtual worlds? A consumption values and developmental psychology perspective on virtual consumption," International Journal of Information Management, Elsevier, vol. 35(1), pages 124-134.
    14. Shmueli, Galit & Ray, Soumya & Velasquez Estrada, Juan Manuel & Chatla, Suneel Babu, 2016. "The elephant in the room: Predictive performance of PLS models," Journal of Business Research, Elsevier, vol. 69(10), pages 4552-4564.
    15. Wedel, Michel & Bigné, Enrique & Zhang, Jie, 2020. "Virtual and augmented reality: Advancing research in consumer marketing," International Journal of Research in Marketing, Elsevier, vol. 37(3), pages 443-465.
    16. Sheth, Jagdish N. & Newman, Bruce I. & Gross, Barbara L., 1991. "Why we buy what we buy: A theory of consumption values," Journal of Business Research, Elsevier, vol. 22(2), pages 159-170, March.
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