Main Article Content
Abstract
Purpose: This study aims to examine the direct and indirect effects of Fear of Missing Out (FOMO) and influencer credibility on impulsive buying, with hedonic motivation and trust serving as mediating variables.
Research Method: A quantitative research design was employed using survey data collected from 200 active TikTok Shop users in North Sulawesi, Indonesia, and analyzed using Structural Equation Modeling (SEM) with SmartPLS 4.0.
Results and Discussion: The findings indicate that FOMO has a significant direct effect on impulsive buying, while hedonic motivation partially mediates this relationship. In contrast, influencer credibility does not directly influence impulsive buying; instead, it exerts an indirect effect through trust, which fully mediates the relationship. These results reveal two distinct psychological pathways: an affective pathway in which FOMO enhances hedonic motivation, leading to impulsive buying, and a cognitive pathway in which influencer credibility builds trust that subsequently drives impulsive buying.
Implications: This study contributes to the social commerce literature by advancing a dual-mediation framework in explaining impulsive buying behavior and offers practical implications for marketers to design more effective short-video campaigns by leveraging emotional triggers such as FOMO and strengthening credibility through trust.
Keywords
Article Details

This work is licensed under a Creative Commons Attribution 4.0 International License.
References
- Al-Azawei, A., & Alowayr, A. (2020). Predicting the intention to use and hedonic motivation for mobile learning: A comparative study in two Middle Eastern countries. Technology in Society, 62, 101325. https://doi.org/10.1016/j.techsoc.2020.101325
- Arnold, M. J., & Reynolds, K. E. (2003). Hedonic shopping motivations. Journal of Retailing, 79(2), 77–95. https://doi.org/10.1016/S0022-4359(03)00007-1
- Argan, M., Mersin, S., & Argan, M. T. (2023). The mediating role of psychological distress in the relationship between FOMO and sleep disturbance. Journal of Behavioral Sciences, 43(1), 55–70. https://doi.org/10.31234/osf.io/728xk
- Barry, C. T., & Wong, M. Y. (2020). Fear of missing out (FOMO): A generational phenomenon or individual difference? Journal of Social and Personal Relationships, 37(12), 2952–2966. https://doi.org/10.1177/0265407520945396
- Babin, B. J., Darden, W. R., & Griffin, M. (1994). Work and/or fun: Measuring hedonic and utilitarian shopping value. Journal of Consumer Research, 20(4), 644–656. https://doi.org/10.1086/209376
- Beatty, S. E., & Ferrell, M. E. (1998). Impulse buying: Modeling its precursors. Journal of Retailing, 74(2), 169–191. https://doi.org/10.1016/S0022-4359(99)80092-X
- Belanche, D., Casaló, L. V., Flavián, M., & Ibáñez-Sánchez, S. (2021). Building influencers’ credibility on Instagram: Effects on followers’ attitudes and behavioral responses. Journal of Retailing and Consumer Services, 61, 102585. https://doi.org/10.1016/j.jretconser.2021.102585
- Carundeng, S. S., Rantung, D. I., & Mandagi, D. W. (2024). Insights into Generation Z's Perception of Social Media Marketing's Effectiveness on Faith-Based Private School Branding. QALAMUNA: Jurnal Pendidikan, Sosial, dan Agama, 16(1), 467–482.
- Chen, T., & Yao, J. (2018/2020). Consumer impulse buying behavior in online shopping: The role of emotions and hedonic motivation. Journal of Retailing and Consumer Services.
- Clover, V. T. (1950). Relative importance of impulse-buying in retail stores. Journal of Marketing, 15(1), 66–70. https://doi.org/10.1177/002224295001500110
- Evangelin, M. R., Sulthana, A. N., & Vasantha, S. (2021). The effect of hedonic motivation towards online impulsive buying with the moderating effect of age. Quality – Access to Success, 22(184), 247–253. https://doi.org/10.47750/QAS/22.184.31
- Febrilia, I., Ariffin, S. K., & Fandy, T. (2024). Hedonic gratification and compulsive buying tendencies in online consumption. Journal of Consumer Behaviour, 23(1), 45–60. https://doi.org/10.1002/cb.2174
- Fioravanti, G., et al. (2021). Fear of missing out and social networking sites use and abuse: A meta-analysis. Computers in Human Behavior, 122, 106839. https://doi.org/10.1016/j.chb.2021.106839
- Fornell, C. (1982). A second generation of multivariate analysis: An overview. In C. Fornell (Ed.), A second generation of multivariate analysis (Vol. 1, pp. 1–21). Praeger.
- Claes Fornell, C., & David F. Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/10.2307/3151312
- Gefen, D., Karahanna, E., & Straub, D. W. (2003). Trust and TAM in online shopping: An integrated model. MIS Quarterly, 27(1), 51–90. https://doi.org/10.2307/30036519
- Gillath, O., et al. (2021). Attachment and trust in artificial intelligence. Computers in Human Behavior, 115, 106607. https://doi.org/10.1016/j.chb.2020.106607
- Good, M. C., & Hyman, M. R. (2020). “Fear of missing out” (FOMO): Antecedents and consequences. Journal of Marketing Theory and Practice, 28(3), 1–12. https://doi.org/10.1080/10696679.2020.1760102
- Good, M. C., & Hyman, M. R. (2021). When consumers fear missing out: Scale development and validation. Marketing Letters, 32, 393–406. https://doi.org/10.1007/s11002-021-09582-w
- Green, J. L., Camilli, G., & Elmore, P. B. (2023). Handbook of complementary methods in education research. Routledge. https://doi.org/10.4324/9781003151281
- Gupta, M., & Sharma, A. (2021). Fear of missing out: A brief review. Journal of Clinical Case Reports, 9(19), 4881.
- Ha, Y. (2020). Exploring hedonic shopping motivations in contemporary retail environments. Journal of Retailing and Consumer Services, 54, 102035. https://doi.org/10.1016/j.jretconser.2020.102035
- Harahap, R. H., Asengbaramae, R., & Karindra, N. A. (2024). TikTok and beauty in the age of Gen Z: A Baudrillard economic sociological analysis. Journal of Sustainable Economics, 2(1), 24–31. https://doi.org/10.32734/jse.v2i1.16296
- Hair, J. F., et al. (2019). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). SAGE.
- Hitlin, P., & Shutava, N. (2022). Trust in government. Partnership for Public Service & Freedman Consulting.
- Holbrook, M. B., & Hirschman, E. C. (1982). The experiential aspects of consumption: Consumer fantasies, feelings, and fun. Journal of Consumer Research, 9(2), 132–140. https://doi.org/10.1086/208906
- Jang, W., Kim, J., Kim, S., & Chun, J. W. (2021). The role of involvement in travel influencer marketing. Current Issues in Tourism, 24(17), 2416–2420. https://doi.org/10.1080/13683500.2020.1760221
- Janssen, L., Schouten, A. P., & Croes, E. A. (2022). Influencer advertising on Instagram. International Journal of Advertising, 41(1), 101–127. https://doi.org/10.1080/02650487.2020.1824753
- Kemeç, U., & Yüksel, H. F. (2021). The relationships among influencer credibility, brand trust, and purchase intention: The case of Instagram. Tüketici ve Tüketim Araştırmaları Dergisi, 13(1), 159–193.
- Kotsiantis, S. (2020). Decision trees: A recent overview. Artificial Intelligence Review, 53(2), 1243–1285. https://doi.org/10.1007/s10462-019-09787-5
- Iyer, G. R., Blut, M., Xiao, S. H., & Grewal, D. (2020). Impulsive buying: A meta-analytic review. Journal of the Academy of Marketing Science, 48(3), 384–404. https://doi.org/10.1007/s11747-019-00670-2
- Kaloeti, D. V. S., Kurnia, A., & Tahamata, V. M. (2021). Validation and psychometric properties of the Indonesian version of the Fear of Missing Out Scale in adolescents. Psicologia: Reflexão e Crítica, 34(1), 15. https://doi.org/10.1186/s41155-021-00181-0
- Limanto, R., Sutopo, J., & Haryono, S. (2020). The influence of digital marketing on consumer behavior. International Journal of Advanced Science and Technology, 29(4), 1278–1285.
- Lou, C., & Yuan, S. (2019). Influencer marketing: How message value and credibility affect consumer trust of branded content on social media. Journal of Interactive Advertising, 19(1), 58–73. https://doi.org/10.1080/15252019.2018.1533501
- Luhmann, N. (1979). Trust and power. Wiley.
- Marhareita, C., Kila, I. W., & Mandagi, D. W. (2022). Social media marketing and educational institution brand awareness, image, and attitude. QALAMUNA: Jurnal Pendidikan, Sosial, Dan Agama, 14(1), 257–256.
- Mandagi, D. W., & Aseng, A. C. (2021). Millennials and Gen Z’s perception of social media marketing effectiveness on the festival’s branding: The mediating effect of brand gestalt. Asia-Pacific Social Science Review, 21(3), 9.
- Mayer, R. C., Davis, J. H., & Schoorman, F. D. (1995). An integrative model of organizational trust. Academy of Management Review, 20(3), 709–734. https://doi.org/10.5465/amr.1995.9508080335
- Miller, T. (2021). Beyond utility: Hedonic shopping motivations in the digital age. Journal of Consumer Behaviour, 20(4), 789–801. https://doi.org/10.1002/cb.1955
- Nafees, L., Cook, C. M., Nikolov, A. N., & Stoddard, J. E. (2021). Can SMI power influence attitudes? Digital Business, 1(2), 100008. https://doi.org/10.1016/j.digbus.2021.100008
- Nikolopoulou, K., Gialamas, V., & Lavidas, K. (2021). Habit and hedonic motivation in mobile Internet use. Open Computers & Education, 2, 100041. https://doi.org/10.1016/j.ocoedu.2021.100041
- Nuryani, S., Pattiwael, W. P., & Iqbal, M. (2022). Analisis faktor-faktor yang mempengaruhi pembelian impulsif pada pengguna aplikasi TikTok Shop. Ekonomis: Journal of Economics and Business, 6(2), 444–453. https://doi.org/10.33087/ekonomis.v6i2.567
- O’Guinn, T. C., & Faber, R. J. (1989). Compulsive buying: A phenomenological exploration. Journal of Consumer Research, 16(2), 147–157. https://doi.org/10.1086/209204
- Ohanian, R. (1990). Construction and validation of a scale to measure celebrity endorsers’ credibility. Journal of Advertising, 19(3), 39–52. https://doi.org/10.1080/00913367.1990.10673191
- Ole, H. C., Sakka, E. W., & Mandagi, D. W. (2025). Perceived Quality, Brand Trust, Image, and Loyalty as Key Drivers of Fast Food Brand Equity. Indonesian Journal of Islamic Economics and Finance, 5(1), 99–124.
- Paxton, P. (2007). Association memberships and generalized trust. Social Forces, 86(1), 47–76. https://doi.org/10.1353/sof.2007.0107
- Przybylski, A. K., dkk. (2013). Motivational and emotional correlates of FOMO. Computers in Human Behavior, 29(4), 1841–1848. https://doi.org/10.1016/j.chb.2013.02.014
- Rayo, E. F., Rayo, N. M., & Mandagi, D. W. (2024). Social Media Marketing as a Key Determinant of Brand Gestalt and Brand Personality. Studi Ilmu Manajemen Dan Organisasi, 5(2), 299–316.
- Rachmad, Y. E. (2023). Teori pemasaran berbasis kepercayaan.
- Redine, A., et al. (2023). Impulse buying: A systematic literature review. International Journal of Consumer Studies, 47(1), 3–41. https://doi.org/10.1111/ijcs.12841
- Rodrigues, R. I., Lopes, P., & Varela, M. (2021). Factors influencing impulsive buying. Frontiers in Psychology, 12, 697080. https://doi.org/10.3389/fpsyg
- Rook, D. W., & Fisher, R. J. (1995). Normative influences on impulsive buying behavior. Journal of Consumer Research, 22(3), 305–313. https://doi.org/10.1086/209452
- Rousseau, D. M., et al. (1998). Not so different after all: A cross-discipline view of trust. Academy of Management Review, 23(3), 393–404. https://doi.org/10.5465/amr.1998.926617
- Rudin, C., et al. (2022). Interpretable machine learning. Statistics Surveys, 16, 1–85. https://doi.org/10.1214/21-SS133
- Schouten, A. P., Janssen, L., & Verspaget, M. (2021). Celebrity vs. Influencer endorsements in advertising: the role of identification, credibility, and Product-Endorser fit. In Leveraged marketing communications (pp. 208–231). Routledge
- Sesar, V., Martinčević, I., & Boguszewicz-Kreft, M. (2022). The relationship between ad disclosure, influencer credibility, and purchase intention. Journal of Risk and Financial Management, 15(7), 276. https://doi.org/10.3390/jrfm15070276
- Shamim, K., & Islam, T. (2022). Digital influencer marketing: Effects of message and media credibility. Journal of Global Scholars of Marketing Science, 32(4), 601–626. https://doi.org/10.1080/21639159.2022.2058688
- Sokolova, K., & Kefi, H. (2020). Instagram and YouTube influencers: Parasocial interaction and purchase intentions. Journal of Retailing and Consumer Services, 53, 101742. https://doi.org/10.1016/j.jretconser.2019.01.001
- Stratton, S. J. (2021). Sampling strategies. Prehospital Emergency Care, 25(1), 108–110. https://doi.org/10.1080/10903127.2020.1737286
- Tandon, A., Dhir, A., Almugren, I., AlNemer, G. N., & Mäntymäki, M. (2021). FOMO among social media users. Internet Research, 31(3), 782–821. https://doi.org/10.1108/INTR-05-2020-0275
- Tandon, A., Dhir, A., Talwar, S., & Kaur, P. (2021). Dark consequences of FOMO. International Journal of Information Management, 58, 102289. https://doi.org/10.1016/j.ijinfomgt.2020.102289
- Tarka, P., Kukar-Kinney, M., & Harnish, R. J. (2022). Consumers’ personality and compulsive buying behavior. Journal of Retailing and Consumer Services, 64, 102802. https://doi.org/10.1016/j.jretconser.2021.102802
- Verplanken, B., & Sato, A. (2011). The psychology of impulse buying: An integrative self-regulation approach. Journal of Consumer Policy, 34(2), 197–210.
- Vieira, V. A., et al. (2019). B2B digital marketing strategy in an emerging market. Journal of the Academy of Marketing Science, 47(6), 1085–1108. https://doi.org/10.1007/s11747-019-00671-2
- Walean, R. H., Gerungan, C. A., & Mandagi, D. W. (2025). The triple play: Social media marketing, brand trust, and smartphone purchase decisions in emerging markets. International Review of Management and Marketing, 15(6), 287–295.
- Walean, R. H., Rantung, N. M., & Mandagi, D. W. (2025). The interplay of social media marketing, brand trust, customer satisfaction, and loyalty. Jurnal Akuntansi, Keuangan, dan Manajemen, 6(4), 881–897.
- Sijabat, L., Rantung, D. I., & Mandagi, D. W. (2022). The role of social media influencers in shaping customer brand engagement and brand perception. Jurnal Manajemen Bisnis, 9(2), 280–288.
- Wulyatiningsih, T., Rantung, N. M., & Mandagi, D. W. (2026). How influencer marketing shapes tourist citizenship behavior for sustainable tourism destinations: The mediating role of brand attitude. International Review of Management and Marketing, 16(1), 275–282.
- Weismueller, J., Harrigan, P., Wang, S., & Soutar, G. N. (2020). Influencer endorsement and purchase intentions. Australasian Marketing Journal, 28(4), 160–170. https://doi.org/10.1016/j.ausmj.2020.07.001
- Zheng, X., Men, J., Yang, F., & Gong, X. (2019). Understanding impulse buying in mobile commerce: An investigation into hedonic browsing and social influence. Journal of Retailing and Consumer Services, 48, 151–160.
References
Al-Azawei, A., & Alowayr, A. (2020). Predicting the intention to use and hedonic motivation for mobile learning: A comparative study in two Middle Eastern countries. Technology in Society, 62, 101325. https://doi.org/10.1016/j.techsoc.2020.101325
Arnold, M. J., & Reynolds, K. E. (2003). Hedonic shopping motivations. Journal of Retailing, 79(2), 77–95. https://doi.org/10.1016/S0022-4359(03)00007-1
Argan, M., Mersin, S., & Argan, M. T. (2023). The mediating role of psychological distress in the relationship between FOMO and sleep disturbance. Journal of Behavioral Sciences, 43(1), 55–70. https://doi.org/10.31234/osf.io/728xk
Barry, C. T., & Wong, M. Y. (2020). Fear of missing out (FOMO): A generational phenomenon or individual difference? Journal of Social and Personal Relationships, 37(12), 2952–2966. https://doi.org/10.1177/0265407520945396
Babin, B. J., Darden, W. R., & Griffin, M. (1994). Work and/or fun: Measuring hedonic and utilitarian shopping value. Journal of Consumer Research, 20(4), 644–656. https://doi.org/10.1086/209376
Beatty, S. E., & Ferrell, M. E. (1998). Impulse buying: Modeling its precursors. Journal of Retailing, 74(2), 169–191. https://doi.org/10.1016/S0022-4359(99)80092-X
Belanche, D., Casaló, L. V., Flavián, M., & Ibáñez-Sánchez, S. (2021). Building influencers’ credibility on Instagram: Effects on followers’ attitudes and behavioral responses. Journal of Retailing and Consumer Services, 61, 102585. https://doi.org/10.1016/j.jretconser.2021.102585
Carundeng, S. S., Rantung, D. I., & Mandagi, D. W. (2024). Insights into Generation Z's Perception of Social Media Marketing's Effectiveness on Faith-Based Private School Branding. QALAMUNA: Jurnal Pendidikan, Sosial, dan Agama, 16(1), 467–482.
Chen, T., & Yao, J. (2018/2020). Consumer impulse buying behavior in online shopping: The role of emotions and hedonic motivation. Journal of Retailing and Consumer Services.
Clover, V. T. (1950). Relative importance of impulse-buying in retail stores. Journal of Marketing, 15(1), 66–70. https://doi.org/10.1177/002224295001500110
Evangelin, M. R., Sulthana, A. N., & Vasantha, S. (2021). The effect of hedonic motivation towards online impulsive buying with the moderating effect of age. Quality – Access to Success, 22(184), 247–253. https://doi.org/10.47750/QAS/22.184.31
Febrilia, I., Ariffin, S. K., & Fandy, T. (2024). Hedonic gratification and compulsive buying tendencies in online consumption. Journal of Consumer Behaviour, 23(1), 45–60. https://doi.org/10.1002/cb.2174
Fioravanti, G., et al. (2021). Fear of missing out and social networking sites use and abuse: A meta-analysis. Computers in Human Behavior, 122, 106839. https://doi.org/10.1016/j.chb.2021.106839
Fornell, C. (1982). A second generation of multivariate analysis: An overview. In C. Fornell (Ed.), A second generation of multivariate analysis (Vol. 1, pp. 1–21). Praeger.
Claes Fornell, C., & David F. Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/10.2307/3151312
Gefen, D., Karahanna, E., & Straub, D. W. (2003). Trust and TAM in online shopping: An integrated model. MIS Quarterly, 27(1), 51–90. https://doi.org/10.2307/30036519
Gillath, O., et al. (2021). Attachment and trust in artificial intelligence. Computers in Human Behavior, 115, 106607. https://doi.org/10.1016/j.chb.2020.106607
Good, M. C., & Hyman, M. R. (2020). “Fear of missing out” (FOMO): Antecedents and consequences. Journal of Marketing Theory and Practice, 28(3), 1–12. https://doi.org/10.1080/10696679.2020.1760102
Good, M. C., & Hyman, M. R. (2021). When consumers fear missing out: Scale development and validation. Marketing Letters, 32, 393–406. https://doi.org/10.1007/s11002-021-09582-w
Green, J. L., Camilli, G., & Elmore, P. B. (2023). Handbook of complementary methods in education research. Routledge. https://doi.org/10.4324/9781003151281
Gupta, M., & Sharma, A. (2021). Fear of missing out: A brief review. Journal of Clinical Case Reports, 9(19), 4881.
Ha, Y. (2020). Exploring hedonic shopping motivations in contemporary retail environments. Journal of Retailing and Consumer Services, 54, 102035. https://doi.org/10.1016/j.jretconser.2020.102035
Harahap, R. H., Asengbaramae, R., & Karindra, N. A. (2024). TikTok and beauty in the age of Gen Z: A Baudrillard economic sociological analysis. Journal of Sustainable Economics, 2(1), 24–31. https://doi.org/10.32734/jse.v2i1.16296
Hair, J. F., et al. (2019). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). SAGE.
Hitlin, P., & Shutava, N. (2022). Trust in government. Partnership for Public Service & Freedman Consulting.
Holbrook, M. B., & Hirschman, E. C. (1982). The experiential aspects of consumption: Consumer fantasies, feelings, and fun. Journal of Consumer Research, 9(2), 132–140. https://doi.org/10.1086/208906
Jang, W., Kim, J., Kim, S., & Chun, J. W. (2021). The role of involvement in travel influencer marketing. Current Issues in Tourism, 24(17), 2416–2420. https://doi.org/10.1080/13683500.2020.1760221
Janssen, L., Schouten, A. P., & Croes, E. A. (2022). Influencer advertising on Instagram. International Journal of Advertising, 41(1), 101–127. https://doi.org/10.1080/02650487.2020.1824753
Kemeç, U., & Yüksel, H. F. (2021). The relationships among influencer credibility, brand trust, and purchase intention: The case of Instagram. Tüketici ve Tüketim Araştırmaları Dergisi, 13(1), 159–193.
Kotsiantis, S. (2020). Decision trees: A recent overview. Artificial Intelligence Review, 53(2), 1243–1285. https://doi.org/10.1007/s10462-019-09787-5
Iyer, G. R., Blut, M., Xiao, S. H., & Grewal, D. (2020). Impulsive buying: A meta-analytic review. Journal of the Academy of Marketing Science, 48(3), 384–404. https://doi.org/10.1007/s11747-019-00670-2
Kaloeti, D. V. S., Kurnia, A., & Tahamata, V. M. (2021). Validation and psychometric properties of the Indonesian version of the Fear of Missing Out Scale in adolescents. Psicologia: Reflexão e Crítica, 34(1), 15. https://doi.org/10.1186/s41155-021-00181-0
Limanto, R., Sutopo, J., & Haryono, S. (2020). The influence of digital marketing on consumer behavior. International Journal of Advanced Science and Technology, 29(4), 1278–1285.
Lou, C., & Yuan, S. (2019). Influencer marketing: How message value and credibility affect consumer trust of branded content on social media. Journal of Interactive Advertising, 19(1), 58–73. https://doi.org/10.1080/15252019.2018.1533501
Luhmann, N. (1979). Trust and power. Wiley.
Marhareita, C., Kila, I. W., & Mandagi, D. W. (2022). Social media marketing and educational institution brand awareness, image, and attitude. QALAMUNA: Jurnal Pendidikan, Sosial, Dan Agama, 14(1), 257–256.
Mandagi, D. W., & Aseng, A. C. (2021). Millennials and Gen Z’s perception of social media marketing effectiveness on the festival’s branding: The mediating effect of brand gestalt. Asia-Pacific Social Science Review, 21(3), 9.
Mayer, R. C., Davis, J. H., & Schoorman, F. D. (1995). An integrative model of organizational trust. Academy of Management Review, 20(3), 709–734. https://doi.org/10.5465/amr.1995.9508080335
Miller, T. (2021). Beyond utility: Hedonic shopping motivations in the digital age. Journal of Consumer Behaviour, 20(4), 789–801. https://doi.org/10.1002/cb.1955
Nafees, L., Cook, C. M., Nikolov, A. N., & Stoddard, J. E. (2021). Can SMI power influence attitudes? Digital Business, 1(2), 100008. https://doi.org/10.1016/j.digbus.2021.100008
Nikolopoulou, K., Gialamas, V., & Lavidas, K. (2021). Habit and hedonic motivation in mobile Internet use. Open Computers & Education, 2, 100041. https://doi.org/10.1016/j.ocoedu.2021.100041
Nuryani, S., Pattiwael, W. P., & Iqbal, M. (2022). Analisis faktor-faktor yang mempengaruhi pembelian impulsif pada pengguna aplikasi TikTok Shop. Ekonomis: Journal of Economics and Business, 6(2), 444–453. https://doi.org/10.33087/ekonomis.v6i2.567
O’Guinn, T. C., & Faber, R. J. (1989). Compulsive buying: A phenomenological exploration. Journal of Consumer Research, 16(2), 147–157. https://doi.org/10.1086/209204
Ohanian, R. (1990). Construction and validation of a scale to measure celebrity endorsers’ credibility. Journal of Advertising, 19(3), 39–52. https://doi.org/10.1080/00913367.1990.10673191
Ole, H. C., Sakka, E. W., & Mandagi, D. W. (2025). Perceived Quality, Brand Trust, Image, and Loyalty as Key Drivers of Fast Food Brand Equity. Indonesian Journal of Islamic Economics and Finance, 5(1), 99–124.
Paxton, P. (2007). Association memberships and generalized trust. Social Forces, 86(1), 47–76. https://doi.org/10.1353/sof.2007.0107
Przybylski, A. K., dkk. (2013). Motivational and emotional correlates of FOMO. Computers in Human Behavior, 29(4), 1841–1848. https://doi.org/10.1016/j.chb.2013.02.014
Rayo, E. F., Rayo, N. M., & Mandagi, D. W. (2024). Social Media Marketing as a Key Determinant of Brand Gestalt and Brand Personality. Studi Ilmu Manajemen Dan Organisasi, 5(2), 299–316.
Rachmad, Y. E. (2023). Teori pemasaran berbasis kepercayaan.
Redine, A., et al. (2023). Impulse buying: A systematic literature review. International Journal of Consumer Studies, 47(1), 3–41. https://doi.org/10.1111/ijcs.12841
Rodrigues, R. I., Lopes, P., & Varela, M. (2021). Factors influencing impulsive buying. Frontiers in Psychology, 12, 697080. https://doi.org/10.3389/fpsyg
Rook, D. W., & Fisher, R. J. (1995). Normative influences on impulsive buying behavior. Journal of Consumer Research, 22(3), 305–313. https://doi.org/10.1086/209452
Rousseau, D. M., et al. (1998). Not so different after all: A cross-discipline view of trust. Academy of Management Review, 23(3), 393–404. https://doi.org/10.5465/amr.1998.926617
Rudin, C., et al. (2022). Interpretable machine learning. Statistics Surveys, 16, 1–85. https://doi.org/10.1214/21-SS133
Schouten, A. P., Janssen, L., & Verspaget, M. (2021). Celebrity vs. Influencer endorsements in advertising: the role of identification, credibility, and Product-Endorser fit. In Leveraged marketing communications (pp. 208–231). Routledge
Sesar, V., Martinčević, I., & Boguszewicz-Kreft, M. (2022). The relationship between ad disclosure, influencer credibility, and purchase intention. Journal of Risk and Financial Management, 15(7), 276. https://doi.org/10.3390/jrfm15070276
Shamim, K., & Islam, T. (2022). Digital influencer marketing: Effects of message and media credibility. Journal of Global Scholars of Marketing Science, 32(4), 601–626. https://doi.org/10.1080/21639159.2022.2058688
Sokolova, K., & Kefi, H. (2020). Instagram and YouTube influencers: Parasocial interaction and purchase intentions. Journal of Retailing and Consumer Services, 53, 101742. https://doi.org/10.1016/j.jretconser.2019.01.001
Stratton, S. J. (2021). Sampling strategies. Prehospital Emergency Care, 25(1), 108–110. https://doi.org/10.1080/10903127.2020.1737286
Tandon, A., Dhir, A., Almugren, I., AlNemer, G. N., & Mäntymäki, M. (2021). FOMO among social media users. Internet Research, 31(3), 782–821. https://doi.org/10.1108/INTR-05-2020-0275
Tandon, A., Dhir, A., Talwar, S., & Kaur, P. (2021). Dark consequences of FOMO. International Journal of Information Management, 58, 102289. https://doi.org/10.1016/j.ijinfomgt.2020.102289
Tarka, P., Kukar-Kinney, M., & Harnish, R. J. (2022). Consumers’ personality and compulsive buying behavior. Journal of Retailing and Consumer Services, 64, 102802. https://doi.org/10.1016/j.jretconser.2021.102802
Verplanken, B., & Sato, A. (2011). The psychology of impulse buying: An integrative self-regulation approach. Journal of Consumer Policy, 34(2), 197–210.
Vieira, V. A., et al. (2019). B2B digital marketing strategy in an emerging market. Journal of the Academy of Marketing Science, 47(6), 1085–1108. https://doi.org/10.1007/s11747-019-00671-2
Walean, R. H., Gerungan, C. A., & Mandagi, D. W. (2025). The triple play: Social media marketing, brand trust, and smartphone purchase decisions in emerging markets. International Review of Management and Marketing, 15(6), 287–295.
Walean, R. H., Rantung, N. M., & Mandagi, D. W. (2025). The interplay of social media marketing, brand trust, customer satisfaction, and loyalty. Jurnal Akuntansi, Keuangan, dan Manajemen, 6(4), 881–897.
Sijabat, L., Rantung, D. I., & Mandagi, D. W. (2022). The role of social media influencers in shaping customer brand engagement and brand perception. Jurnal Manajemen Bisnis, 9(2), 280–288.
Wulyatiningsih, T., Rantung, N. M., & Mandagi, D. W. (2026). How influencer marketing shapes tourist citizenship behavior for sustainable tourism destinations: The mediating role of brand attitude. International Review of Management and Marketing, 16(1), 275–282.
Weismueller, J., Harrigan, P., Wang, S., & Soutar, G. N. (2020). Influencer endorsement and purchase intentions. Australasian Marketing Journal, 28(4), 160–170. https://doi.org/10.1016/j.ausmj.2020.07.001
Zheng, X., Men, J., Yang, F., & Gong, X. (2019). Understanding impulse buying in mobile commerce: An investigation into hedonic browsing and social influence. Journal of Retailing and Consumer Services, 48, 151–160.