EXPLORING THE FACTORS THAT IMPACT IMPULSE PURCHASE INTENTION IN TIKTOK LIVE STREAMING SHOPPING IN INDONESIA
DOI:
https://doi.org/10.7903/ijecs.2279Keywords:
Live Streaming Shopping, E-Commerce, Purchase Intentions, Impulse Buying Behavior, TikTokAbstract
The trend of live streaming shopping has been gaining traction in e-commerce. Platforms like TikTok use live videos to showcase products and connect with consumers in real time. However, while the benefits have been highlighted, there is a lack of understanding the challenges it poses, its impact on traditional e-commerce, and impulse purchase intention. To gain insight into this trend, this study examines purchase intentions level for TikTok live streaming shopping in Indonesia through an online survey of 383 eligible participants from a sample of 416. Utilizing quantitative approach and TAM, factors like visualization, communication, uncertainty, ease of use, usefulness, enjoyment are analyzed through Structural Equation Modeling (PLS-SEM). Results reveal significant positive influences of visualization, communication, perceived ease of use, usefulness, and enjoyment on purchase intention. Conversely, perceived uncertainty lacks significant impact. Mediation analysis demonstrates perceived usefulness and enjoyment mediating the relationship between ease of use and purchase intention. These findings have practical implications for companies to tailor effective strategies for live streaming shopping by emphasizing clear communication, perceived usefulness, and enjoyable shopping experiences. This study enhances theoretical understanding of impulse purchase intention and technology acceptance within the live streaming shopping, contributing valuable insights for businesses navigating this evolving e-commerce.
References
Lin, Q. and C. Nuangjamnong, Exploring the Role of Influencers and Customer Engagement on Purchase Intention in TikTok Live Streaming Shopping. Available at SSRN 4295862, 2022.
Xu, X., J.-H. Wu, and Q. Li, What drives consumer shopping behavior in live streaming commerce? Journal of electronic commerce research, 2020. 21(3): p. 144-167.
Zhang, M., et al., How to retain customers: Understanding the role of trust in live streaming commerce with a socio-technical perspective. Computers in Human Behavior, 2022. 127: p. 107052.
Cenfetelli, R. and I. Benbasat, The influence of e-commerce live streaming on lifestyle fit uncertainty and online purchase intention of experience products. 2019.
Jennings, E.M.P., Short video marketing: A good strategy for small businesses on TikTok? 2022.
Rivero, A.G., E.C.M. Estrella, and G.B. Daimiel, m ‘TikTok and Twitch: New Media and Formulas to Impact the Generation Z,’. Revista de comunicación y tecnología semergentes, 2021. 20(1).
Dao, G., Tiktok influencer marketing as a marketing tool for cosmetic industry to attract generation Z. 2022.
Zhang, Z., Infrastructuralization of Tik Tok: Transformation, power relationships, and platformization of video entertainment in China. Media, Culture & Society, 2021. 43(2): p. 219-236.
Reportal, D., Digital 2021: Indonesia. Tersedia di: https://datareportal. com/reports/digital-2021-indonesia, 2021.
He, D., et al., Impacts of different interactions on viewers’sense of virtual community: an empirical study of live streaming platform. Behaviour & Information Technology, 2022: p. 1-21.
Li, M., Q. Wang, and Y. Cao, Understanding consumer online impulse buying in live streaming e-commerce: a stimulus-organism-response framework. International journal of environmental research and public health, 2022. 19(7): p. 4378.
Zhang, X., X. Cheng, and X. Huang, “Oh, my god, buy it!” investigating impulse buying behavior in live streaming commerce. International Journal of Human–Computer Interaction, 2022: p. 1-14.
Hu, M. and S.S. Chaudhry, Enhancing consumer engagement in e-commerce live streaming via relational bonds. Internet Research, 2020. 30(3): p. 1019-1041.
Lu, B. and Z. Chen, Live streaming commerce and consumers’purchase intention: An uncertainty reduction perspective. Information & Management, 2021. 58(7): p. 103509.
Taher, G., E-commerce: advantages and limitations. International Journal of Academic Research in Accounting Finance and Management Sciences, 2021. 11(1): p. 153-165.
Ramadan, Z., et al., Typology of e-commerce shoppers: the case of COVID-19. Qualitative Market Research: An International Journal, 2023.
Banerjee, S., Elements of multimedia. 2019: CRC Press.
Yang, Y. and L. Ha, Why people use TikTok (Douyin) and how their purchase intentions are affected by social media influencers in China: A uses and gratifications and parasocial relationship perspective. Journal of Interactive Advertising, 2021. 21(3): p. 297-305.
Li, Y., X. Li, and J. Cai, How attachment affects user stickiness on live streaming platforms: A socio-technical approach perspective. Journal of Retailing and Consumer Services, 2021. 60: p. 102478.
Wongkitrungrueng, A. and N. Assarut, The role of live streaming in building consumer trust and engagement with social commerce sellers. Journal of business research, 2020. 117: p. 543-556.
Cai, J. and D.Y. Wohn, Live streaming commerce: Uses and gratifications approach to understanding consumers’motivations. 2019.
Guan, Z., et al. What Encourages Purchase of Virtual Gifts in Live Streaming: Cognitive Absorption, Social Experience and Technological Environment. in ICIS. 2019.
Yu, F. and R. Zheng, The effects of perceived luxury value on customer engagement and purchase intention in live streaming shopping. Asia Pacific Journal of Marketing and Logistics, 2022. 34(6): p. 1303-1323.
Song, Z., C. Liu, and R. Shi, How Do Fresh Live Broadcast Impact Consumers’Purchase Intention? Based on the SOR Theory. Sustainability, 2022. 14(21): p. 14382.
Shi, S., W.K. Leung, and F. Munelli, Gamification in OTA platforms: A mixed-methods research involving online shopping carnival. Tourism Management, 2022. 88: p. 104426.
Malatji, W.R., R. Van Eck, and T. Zuva, Understanding the usage, modifications, limitations and criticisms of technology acceptance model (TAM). Adv. Sci. Technol. Eng. Syst. J, 2020. 5(6): p. 113-117.
Al-Suqri, M.N. and R.M. Al-Kharusi, Ajzen and Fishbein's theory of reasoned action (TRA)(1980), in Information seeking behavior and technology adoption: Theories and trends. 2015, IGI Global. p. 188-204.
Soelasih, Y., Customer service vs self-service quality experiment: Which one is a better strategy for airlines in Indonesia. Academy of Strategic Management Journal, 2021. 20(1): p. 1-9.
Durodolu, O., Technology Acceptance Model as a predictor of using information system'to acquire information literacy skills. Library Philosophy & Practice, 2016.
Hua, Q. and C.L. Chiu, Analysis of Young Chinese Purchase Intention on TikTok Live Streaming. Management Review: An International Journal, 2022. 17(1): p. 65-99.
Do, K.-M. and V.-T. Vo, THE ROLE OF SOCIAL PROOF, TRUST, AND CUSTOMER TRAITS TOWARDS THE CONSUMERS’ONLINE IMPULSE BUYING ON LIVE-STREAM BROADCASTING PLATFORM-THE CASE OF FACEBOOK LIVE IN VIETNAM. ON MANAGEMENT AND BUSINESS 2021 (COMB-2021): p. 412.
Luo, X., N. Tabassum, and B.S. Nayak, The AIDA Model and the Impact of TikTok Video Streaming on Online Shopping: A Case Study of TikTok, in Modern Corporations and Strategies at Work. 2022, Springer. p. 73-91.
Li, Q. and Q. Li, Overview of data visualization. Embodying Data: Chinese Aesthetics, Interactive Visualization and Gaming Technologies, 2020: p. 17-47.
Xu, Y., et al., Vitae: Vision transformer advanced by exploring intrinsic inductive bias. Advances in Neural Information Processing Systems, 2021. 34: p. 28522-28535.
Ma, L., S. Gao, and X. Zhang, How to use live streaming to improve consumer purchase intentions: evidence from China. Sustainability, 2022. 14(2): p. 1045.
Guo, L., et al., Effects of customer trust on engagement in live streaming commerce: mediating role of swift guanxi. Internet Research, 2021. 31(5): p. 1718-1744.
Guo, J., et al., How live streaming features impact consumers’purchase intention in the context of cross-border E-commerce? A research based on SOR theory. Frontiers in psychology, 2021. 12: p. 767876.
Singh, S., et al., Assessing determinants influencing continued use of live streaming services: An extended perceived value theory of streaming addiction. Expert Systems with Applications, 2021. 168: p. 114241.
Fei, M., et al., Promoting or attenuating? An eye-tracking study on the role of social cues in e-commerce livestreaming. Decision Support Systems, 2021. 142: p. 113466.
Kim, M. and S. Lennon, The effects of visual and verbal information on attitudes and purchase intentions in internet shopping. Psychology & Marketing, 2008. 25(2): p. 146-178.
Elder, R.S. and A. Krishna, The “visual depiction effect” in advertising: Facilitating embodied mental simulation through product orientation. Journal of Consumer Research, 2012. 38(6): p. 988-1003.
Lu, Z., et al., Streamsketch: Exploring multi-modal interactions in creative live streams. Proceedings of the ACM on Human-Computer Interaction, 2021. 5(CSCW1): p. 1-26.
Jeong, H., Y. Yi, and D. Kim, An innovative e-commerce platform incorporating metaverse to live commerce. International Journal of Innovative Computing, Information and Control, 2022. 18(1): p. 221-229.
binti Hashim, H. and N. binti Rashid, INTRODUCTION TO BUSINESS COMMUNICATION. 2022, UNIT PENERBITAN Politeknik Sultan Salahuddin Abdul Aziz Shah.
Morrison-Smith, S. and J. Ruiz, Challenges and barriers in virtual teams: a literature review. SN Applied Sciences, 2020. 2: p. 1-33.
Khine, P.H.H. and N. Dreamson, Cultural Understanding of Live Streaming E-commerce in Asian markets. International Journal of Electronic Commerce Studies, 2023. 14(1): p. 001-024.
Mero, J., The effects of two-way communication and chat service usage on consumer attitudes in the e-commerce retailing sector. Electronic Markets, 2018. 28: p. 205-217.
Stamolampros, P., D. Dousios, and Z. Li, Elements of Trust Building on Live Streaming Commerce. Available at SSRN, 2022.
Liao, J., et al., Creating immersive and parasocial live shopping experience for viewers: the role of streamers’interactional communication style. Journal of Research in Interactive Marketing, 2023. 17(1): p. 140-155.
Xu, P., B.-j. Cui, and B. Lyu, Influence of streamer's social capital on purchase intention in live streaming E-commerce. Frontiers in Psychology, 2022. 12: p. 6194.
Wongsunopparat, S. and B. Deng, Factors Influencing Purchase Decision of Chinese Consumer under Live Streaming E-Commerce Model. Journal of Small Business and Entrepreneurship, 2021. 9(2): p. 1-15.
Feng, Y., Research on Live E-commerce Based on Digital Marketing: Tiktok E-commerce Live Streaming as an Example. Highlights in Business, Economics and Management, 2022. 2: p. 125-130.
Beldad, A.D., E. van Laar, and S.M. Hegner, Should the shady steal thunder? The effects of crisis communication timing, pre‐crisis reputation valence, and crisis type on post‐crisis organizational trust and purchase intention. Journal of contingencies and crisis management, 2018. 26(1): p. 150-163.
Zhu, W., J. Mou, and M. Benyoucef, Exploring purchase intention in cross-border E-commerce: A three stage model. Journal of Retailing and Consumer Services, 2019. 51: p. 320-330.
Wang, H., et al., An empirical study on the impact of e-commerce live features on consumers’purchase intention: From the perspective of flow experience and social presence. Information, 2021. 12(8): p. 324.
Chen, W.-K., C.-W. Chen, and A.D.K. Silalahi, Understanding consumers’purchase intention and gift-giving in live streaming commerce: findings from SEM and fsQCA. Emerg. Sci. J, 2022. 6(3): p. 460-481.
Ming, J., et al., How social presence influences impulse buying behavior in live streaming commerce? The role of SOR theory. International Journal of Web Information Systems, 2021. 17(4): p. 300-320.
Al-Adwan, A.S., et al., Boosting Online Purchase Intention in High-Uncertainty-Avoidance Societies: A Signaling Theory Approach. Journal of Open Innovation: Technology, Market, and Complexity, 2022. 8(3): p. 136.
Leonidou, L.C., B.R. Barnes, and M.A. Talias, Exporter–importer relationship quality: The inhibiting role of uncertainty, distance, and conflict. Industrial Marketing Management, 2006. 35(5): p. 576-588.
Matanda, M.J. and S. Freeman, Effect of perceived environmental uncertainty on exporter–importer inter-organisational relationships and export performance improvement. International Business Review, 2009. 18(1): p. 89-107.
Wu, Y. and H. Huang, Influence of Perceived Value on Consumers’Continuous Purchase Intention in Live-Streaming E-Commerce—Mediated by Consumer Trust. Sustainability, 2023. 15(5): p. 4432.
Fang, Q., et al. Construction of the Supply Chain of Live Streaming E-commerce Based on Blockchain and Internet of Things. in 2022 International Conference on Bigdata Blockchain and Economy Management (ICBBEM 2022). 2022. Atlantis Press.
Wu, Q., et al., Malicious Selling Strategies in Livestream Shopping: A Cast Study of Alibaba's Taobao and ByteDance's Douyin. arXiv preprint arXiv:2111.10491, 2021.
Agag, G., et al., Development and validation of an instrument to measure online retailing ethics: Consumers’perspective. Internet Research, 2016. 26(5): p. 1158-1180.
Mofokeng, T.E., The impact of online shopping attributes on customer satisfaction and loyalty: Moderating effects of e-commerce experience. Cogent Business & Management, 2021. 8(1): p. 1968206.
Liu, X., et al., The impacts of electronic word-of-mouth on high-involvement product sales: moderating effects of price, brand origin, and number of customers. Journal of Electronic Commerce Research, 2022. 23(3): p. 177-189.
Chen, Y., X. Yan, and W. Fan, Examining the effects of decomposed perceived risk on consumer's online shopping behavior: A field study in China. Engineering Economics, 2015. 26(3): p. 315-326.
Saleem, A., et al., Motives towards e-Shopping Adoption among Pakistani Consumers: An Application of the Technology Acceptance Model and Theory of Reasoned Action. Sustainability, 2022. 14(7): p. 4180.
Islam, T. and M. Hussain, How consumer uncertainty intervene country of origin image and consumer purchase intention? The moderating role of brand image. International Journal of Emerging Markets, 2022.
Gao, D.L., W. Xie, and E.W.M. Lee, Individual-level exit choice behaviour under uncertain risk. Physica A: Statistical Mechanics and its Applications, 2022. 604: p. 127873.
Kim, M. and S. Chai, The role of agility in responding to uncertainty: A cognitive perspective. Advances in Production Engineering & Management, 2022. 17(1): p. 57-74.
Kakaria, S., A. Simonetti, and E. Bigne, Interaction between extrinsic and intrinsic online review cues: perspectives from cue utilization theory. Electronic Commerce Research, 2023: p. 1-29.
Kanani, R. and R. Glavee-Geo, Breaking the uncertainty barrier in social commerce: The relevance of seller and customer-based signals. Electronic Commerce Research and Applications, 2021. 48: p. 101059.
Han, H., B.-L. Chua, and S.S. Hyun, Consumers’intention to adopt eco-friendly electric airplanes: The moderating role of perceived uncertainty of outcomes and attachment to eco-friendly products. International Journal of Sustainable Transportation, 2020. 14(9): p. 671-685.
Andronie, M., et al., Neuromanagement decision-making and cognitive algorithmic processes in the technological adoption of mobile commerce apps. Oeconomia Copernicana, 2021. 12(4): p. 1033-1062.
Boldi, A. and A. Rapp, “Is It Legit, To You?”. An Exploration of Players’Perceptions of Cheating in a Multiplayer Video Game: Making Sense of Uncertainty. International Journal of Human–Computer Interaction, 2023: p. 1-21.
Yang, J., R. Sarathy, and J. Lee, The effect of product review balance and volume on online Shoppers’risk perception and purchase intention. Decision Support Systems, 2016. 89: p. 66-76.
Ma, S., Fast or free shipping options in online and Omni-channel retail? The mediating role of uncertainty on satisfaction and purchase intentions. The International Journal of Logistics Management, 2017.
Usman, O., et al., The effect of computer self-efficacy and subjective norm on the perceived usefulness, perceived ease of use and behavioural intention to use technology. Journal of Southeast Asian Research, 2020. 11.
Saadé, R.G. and D. Kira, Mediating the impact of technology usage on perceived ease of use by anxiety. Computers & education, 2007. 49(4): p. 1189-1204.
Hansen, J.M., G. Saridakis, and V. Benson, Risk, trust, and the interaction of perceived ease of use and behavioral control in predicting consumers’use of social media for transactions. Computers in human behavior, 2018. 80: p. 197-206.
Siagian, H., Z. Tarigan, and S. Ubud, The effect of electronic word of mouth on online customer loyalty through perceived ease of use and information sharing. International Journal of Data and Network Science, 2022. 6(4): p. 1155-1168.
Merritt, K. and S. Zhao, The power of live stream commerce: A case study of how live stream commerce can be utilised in the traditional British retailing sector. Journal of Open Innovation: Technology, Market, and Complexity, 2022. 8(2): p. 71.
Wang, S., J. Paulo Esperança, and Q. Wu, Effects of Live Streaming Proneness, Engagement and Intelligent Recommendation on Users’Purchase Intention in Short Video Community: Take TikTok (DouYin) Online Courses as an Example. International Journal of Human–Computer Interaction, 2022: p. 1-13.
Ramadania, S. and Z. Braridwan, The influence of perceived usefulness, ease of use, attitude, self-efficacy, and subjective norms toward intention to use online shopping. International Business and Accounting Research Journal, 2019. 3(1): p. 1-14.
Bendary, N. and I. Al-Sahouly, Exploring the extension of unified theory of acceptance and use of technology, UTAUT2, factors affect on perceived usefulness and ease of use on mobile commerce in Egypt. 2018.
Nurchayati, N., et al., Antecedents of user attitude towards e-commerce and future purchase intention. International Journal of Data and Network Science, 2023. 7(1): p. 505-512.
Arifah, I.D.C. and R.P. Juniarti. Interface Aesthetic, Perceived Value, Perceived Ease of Use, and Perceived Usefulness on Purchase Intention of Smartwatch Consumers. in International Conference on Business and Engineering Management (ICONBEM 2021). 2021. Atlantis Press.
Zuelseptia, S., R. Rahmiati, and Y. Engriani. The Influence of Perceived Risk and Perceived Ease of Use on Consumer’s Attitude and Online Purchase Intention. in First Padang International Conference On Economics Education, Economics, Business and Management, Accounting and Entrepreneurship (PICEEBA 2018). 2018. Atlantis Press.
Van der Heijden, H., T. Verhagen, and M. Creemers, Understanding online purchase intentions: contributions from technology and trust perspectives. European journal of information systems, 2003. 12(1): p. 41-48.
Chafidon, M.A.A.Z., M. Margono, and S. Sunaryo, Social media marketing on purchase intention through mediated variables of perceived value and perceived risk. Interdisciplinary Social Studies, 2022. 1(9): p. 1182-1195.
Marangunić, N. and A. Granić, Technology acceptance model: a literature review from 1986 to 2013. Universal access in the information society, 2015. 14: p. 81-95.
Handarkho, Y.D., The intentions to use social commerce from social, technology, and personal trait perspectives: analysis of direct, indirect, and moderating effects. Journal of Research in Interactive Marketing, 2020. 14(3): p. 305-336.
Kemp, A., E. Palmer, and P. Strelan, A taxonomy of factors affecting attitudes towards educational technologies for use with technology acceptance models. British Journal of Educational Technology, 2019. 50(5): p. 2394-2413.
Sugandini, D., et al., The role of uncertainty, perceived ease of use, and perceived usefulness towards the technology adoption. International Journal of Civil Engineering and Technology (IJCIET), 2018. 9(4): p. 660-669.
Yin, S. A study on the influence of E-commerce live streaming on consumer’s purchase intentions in mobile internet. in HCI International 2020–Late Breaking Papers: Interaction, Knowledge and Social Media: 22nd HCI International Conference, HCII 2020, Copenhagen, Denmark, July 19–24, 2020, Proceedings 22. 2020. Springer.
Apasrawirote, D. and K. Yawised, Factors influencing the behavioral and purchase intention on live-streaming shopping. Asian Journal of Business Research, 2022. 12(1): p. 39.
Iriani, S.S. and A.L. Andjarwati, Analysis of perceived usefulness, perceived ease of use, and perceived risk toward online shopping in the era of Covid-19 pandemic. Systematic Reviews in Pharmacy, 2020. 11(12): p. 313-320.
Sawitri, N. and I. Giantari, The role of trust mediates the effect of perceived ease of use and perceived usefulness on online repurchase intention. American Journal of Humanities and Social Sciences Research (AJHSSR), 2020. 4(1): p. 374-381.
Davis, F.D., Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS quarterly, 1989: p. 319-340.
Karahanna, E. and D.W. Straub, The psychological origins of perceived usefulness and ease-of-use. Information & management, 1999. 35(4): p. 237-250.
Basuki, R., et al., The effects of perceived ease of use, usefulness, enjoyment and intention to use online platforms on behavioral intention in online movie watching during the pandemic era. International Journal of Data and Network Science, 2022. 6(1): p. 253-262.
Tahar, A., et al., Perceived ease of use, perceived usefulness, perceived security and intention to use e-filing: The role of technology readiness. The Journal of Asian Finance, Economics and Business, 2020. 7(9): p. 537-547.
Makmor, N., N. Aziz Abd, and S. Alam Shah, Social commerce an extended technology acceptance model: The mediating effect of perceived ease of use and perceived usefulness. Malays. J. Consum. Fam. Econ, 2019. 22: p. 119-136.
Lui, T.K., et al., Consumer Adoption of Alipay in Malaysia: The Mediation Effect of Perceived Ease of Use and Perceived Usefulness. Pertanika Journal of Social Sciences & Humanities, 2021. 29(1).
Lim, Y.J., et al., Factors influencing online shopping behavior: the mediating role of purchase intention. Procedia economics and finance, 2016. 35: p. 401-410.
Lee, M.K., C.M. Cheung, and Z. Chen, Acceptance of Internet-based learning medium: the role of extrinsic and intrinsic motivation. Information & management, 2005. 42(8): p. 1095-1104.
Alomary, A. and J. Woollard, How is technology accepted by users? A review of technology acceptance models and theories. 2015.
Momani, A.M. and M. Jamous, The evolution of technology acceptance theories. International journal of contemporary computer research (IJCCR), 2017. 1(1): p. 51-58.
Gu, Y., X. Cheng, and J. Shen, Design shopping as an experience: Exploring the effect of the live-streaming shopping characteristics on consumers’participation intention and memorable experience. Information & Management, 2023: p. 103810.
Yin, J., Y. Huang, and Z. Ma, Explore the Feeling of Presence and Purchase Intention in Livestream Shopping: A Flow-Based Model. Journal of Theoretical and Applied Electronic Commerce Research, 2023. 18(1): p. 237-256.
Kim, C., J.S. Hwang, and J. Cho, Relationships among mobile fashion shopping characteristics, perceived usefulness, perceived enjoyment, and purchase intention-Mediating effect of ease of use. Journal of the Korean Society of Clothing and Textiles, 2015. 39(2): p. 161-174.
Ma, Y., To shop or not: Understanding Chinese consumers’live-stream shopping intentions from the perspectives of uses and gratifications, perceived network size, perceptions of digital celebrities, and shopping orientations. Telematics and Informatics, 2021. 59: p. 101562.
Hasan, A.A.-T., et al., Factors influencing online shopping intentions: The mediating role of perceived enjoyment. Turkish Journal of Marketing, 2021. 6(3): p. 239-253.
Sun, Y. and H. Zhang, What motivates people to pay for online sports streaming? An empirical evaluation of the revised technology acceptance model. Frontiers in Psychology, 2021: p. 1706.
Sun, T., Z. Tai, and K.C. Tsai, Perceived ease of use in prior e‐commerce experiences: A hierarchical model for its motivational antecedents. Psychology & Marketing, 2010. 27(9): p. 874-886.
Marzuki, M.I.I., et al., The role of perceived interactivity, perceived ease of use, perceived usefulness, and perceived enjoyment toward intention to use online mapping service applications. International Academic Research Journal of Business and Technology, 2016. 2(2): p. 135-139.
Zhang, H., Online travel agencies in china: the impact of online reviews, trust, perceived risk, perceived ease of use, perceived usefulness and perceived enjoyment on purchase intention. 2021, Bangkok University.
Lee, J.E., M.L. Goh, and M.N.B. Mohd Noor, Understanding purchase intention of university students towards skin care products. PSU Research Review, 2019. 3(3): p. 161-178.
NGO, T.T.A., et al., The impact of sns advertisements on online purchase intention of generation z: An empirical study of tiktok in vietnam. The Journal of Asian Finance, Economics and Business, 2022. 9(5): p. 497-506.
Choi, E. and K.C. Lee, Effect of trust in domain-specific information of safety, brand loyalty, and perceived value for cosmetics on purchase intentions in mobile e-commerce context. Sustainability, 2019. 11(22): p. 6257.
Venkatesh, V., C. Speier-Pero, and S. Schuetz, Why do people shop online? A comprehensive framework of consumers’online shopping intentions and behaviors. Information Technology & People, 2022.
Rui, F., Research on the Influence of Interaction with the Streamer on Customers’Purchase Intention in the Context of Live-Streaming E-commerce. Social Sciences, 2022. 11(6): p. 373-380.
Al-Abbadi, L., et al., The effect of online consumer reviews on purchasing intention through product mental image. International Journal of Data and Network Science, 2022. 6(4): p. 1519-1530.
Wongkitrungrueng, A., N. Dehouche, and N. Assarut, Live streaming commerce from the sellers’perspective: implications for online relationship marketing. Journal of Marketing Management, 2020. 36(5-6): p. 488-518.
Peña-García, N., et al., Purchase intention and purchase behavior online: A cross-cultural approach. Heliyon, 2020. 6(6): p. e04284.
Cheema, U., et al., The trend of online shopping in 21st century: Impact of enjoyment in TAM Model. Asian Journal of Empirical Research, 2013. 3(2): p. 131-141.
Ali, F., Hotel website quality, perceived flow, customer satisfaction and purchase intention. Journal of hospitality and tourism technology, 2016.
Chaokromthong, K. and N. Sintao, Sample size estimation using Yamane and Cochran and Krejcie and Morgan and green formulas and Cohen statistical power analysis by G* Power and comparisions. Apheit International Journal, 2021. 10(2): p. 76-86.
Kregel, J., et al., The Dutch Central Sensitization Inventory (CSI): factor analysis, discriminative power, and test-retest reliability. The Clinical journal of pain, 2016. 32(7): p. 624-630.
Harrigan, M., et al., How trust leads to online purchase intention founded in perceived usefulness and peer communication. Journal of Consumer Behaviour, 2021. 20(5): p. 1297-1312.
Faqih, K.M., Exploring the influence of perceived risk and internet self-efficacy on consumer online shopping intentions: Perspective of technology acceptance model. International Management Review, 2013. 9(1): p. 67-77.
Bylok, F., Examining the impact of trust on the e-commerce purchase intentions of young consumers in Poland. Journal of Internet Commerce, 2022. 21(3): p. 364-391.
Olivia, M. and N.K. Marchyta, The influence of perceived ease of use and perceived usefulness on E-wallet continuance intention: intervening role of customer satisfaction. Jurnal Teknik Industri, 2022. 24(1).
Anifa, N. and S. Sanaji, Augmented Reality Users: The Effect of Perceived Ease of Use, Perceived Usefulness, and Customer Experience on Repurchase Intention. Journal of Business and Management Review, 2022. 3(3): p. 252-274.
Yudiarti, R.F.E. and A. Puspaningrum, The role of trust as a mediation between the effect of perceived usefulness and perceived ease of use to interest to buy e-book. Jurnal Aplikasi Manajemen, 2022. 16(3): p. 494-502.
Pavlou, P.A., Consumer acceptance of electronic commerce: Integrating trust and risk with the technology acceptance model.
International journal of electronic commerce, 2003. 7(3): p. 101-134.
Capasa, L., K. Zulauf, and R. Wagner, Virtual reality experience of mega sports events: A technology acceptance study. Journal of Theoretical and Applied Electronic Commerce Research, 2022. 17(2): p. 686-703.
Rodríguez-Espíndola, O., et al., Analysis of the adoption of emergent technologies for risk management in the era of digital manufacturing. Technological Forecasting and Social Change, 2022. 178: p. 121562.
Pan, Y., et al., The adoption of artificial intelligence in employee recruitment: The influence of contextual factors. The International Journal of Human Resource Management, 2022. 33(6): p. 1125-1147.