THE IMPACT OF INFLUENCER INTERACTIVITY ON LOCAL SKINCARE PURCHASE INTENTION IN BATAM CITY WITH TRUST AS MEDIATION
DOI:
https://doi.org/10.26418/jebik.v13i3.82136Keywords:
brand trust, influencer authenticity and interactivity, TAM, motivation to use, online consumer behavior, purchase intentionAbstract
This study investigates the impact of influencer interactivity, influencer authenticity, motivation to use, online consumer behavior, and brand trust on purchase intention among local skincare users in Batam, utilising the technology acceptance model (TAM) as its theoretical framework. Conducted as a quantitative study, data was gathered via an online questionnaire distributed to 310 respondents and analysed using PLS-SEM. The findings reveal influencer interactivity positively impacts influencer authenticity, motivation to use, and online consumer behavior. While influencer authenticity positively affects motivation to use, it does not directly impact online consumer behavior. Motivation to use positively affects both online consumer behavior and brand trust, with online consumer behavior positively influencing brand trust. Furthermore, brand trust significantly impacts purchase intention and is a mediating variable. These findings offer practical implications for local skincare companies, emphasising the importance of leveraging influencer marketing strategies and adopting a technology acceptance approach to enhance business performance and consumer engagement.
JEL: L82, M31, M37.
References
Aaker, J. L. (1997). Dimensions of Brand Personality. Journal of Marketing Research, 34(3). https://doi.org/10.1177/002224379703400304
Afsar, B., & Umrani, W. A. (2020). Transformational Leadership and Innovative Work Behavior: The Role of Motivation to Learn, Task Complexity and Innovation Climate. European Journal of Innovation Management, 23(3), 402–428. https://doi.org/10.1108/EJIM-12-2018-0257
Akkaya, M. (2021). Understanding the Impacts of Lifestyle Segmentation & Perceived Value on Brand Purchase Intention: An Empirical Study in Different Product Categories. European Research on Management and Business Economics, 27(3), 100155. https://doi.org/10.1016/j.iedeen.2021.100155
Al-Dmour, H., Al-Qawasmi, S., Al-Dmour, R., & Amin, E. B. (2022). The Role of Electronic Word of Mouth (eWOM) and the Marketing Mix on Women’s Purchasing Intention of Children’s Dietary Supplements. International Journal of Pharmaceutical and Healthcare Marketing, 16(3), 376–391. https://doi.org/10.1108/IJPHM-08-2020-0066
Al-Htibat, A., & Garanti, Z. (2019). Impact of Interactive eReferral on Tourists Behavioral Intentions. Marketing Intelligence and Planning, 37(5), 527–541. https://doi.org/10.1108/MIP-08-2018-0348
Al-Sous, N., Almajali, D., & Alsokkar, A. (2023). Antecedents of Social Media Influencers on Customer Purchase Intention: Empirical Study in Jordan. International Journal of Data and Network Science, 7(1), 125–130.
Alamri, M. M., Al-Rahmi, W. M., Yahaya, N., Al-Rahmi, A. M., Abualrejal, H., Zeki, A. M., & Al-Maatouk, Q. (2019). Toward Adaptive E-Learning among University Student; By Applying Technology Acceptance Model (TAM). International Journal of Engineering and Advanced Technology, 8(6), 270–276.
Almakayeel, N. (2023). Relationship Modeling of Travel Website Quality toward Customer Satisfaction Influencing Purchase Intention. Sustainability (Switzerland), 15(10). https://doi.org/10.3390/su15108225
Ananda, P. D. V., Yasa, N. N. K., Ekawati, N. W., & Warmika, I. G. K. (2023). Online Customer Review, Online Customer Rating, and Payment Guarantee Influence on Purchase Intention. Jurnal Ekonomi dan Bisnis Jagaditha, 10(2018), 125–133.
Andonopoulos, V., Lee, J. (Jiyeon), & Mathies, C. (2023). Authentic isn’t Always Best: When Inauthentic Social Media Influencers Induce Positive Consumer Purchase Intention through Inspiration. Journal of Retailing and Consumer Services, 75(July), 103521. https://doi.org/10.1016/j.jretconser.2023.103521
Arachchi, H. A. D. M. (2022). Does Perceived Corporate Citizenship Affect on Purchasing Intention During the COVID-19 Pandemic? Across the Mediation Impact of Brand Trust and Consumer–Brand Relationship. IIM Ranchi Journal of Management Studies, 1(2), 124–144. https://doi.org/10.1108/irjms-10-2021-0136
Arief, M., Mustikowati, R. I., & Chrismardani, Y. (2023). Why Customers Buy an Online Product? The Effects of Advertising Attractiveness, Influencer Marketing and Online Customer Reviews. LBS Journal of Management & Research, 21(1), 81–99. https://doi.org/10.1108/lbsjmr-09-2022-0052
Ariffin, S. K., Mohan, T., & Goh, Y. N. (2018). Influence of Consumers’ Perceived Risk on Consumers’ Online Purchase Intention. Journal of Research in Interactive Marketing, 12(3), 309–327. https://doi.org/10.1108/JRIM-11-2017-0100
Audrezet, A., de Kerviler, G., & Moulard, J. G. (2018). Authenticity Under Threat: When Social Media Influencers Need to Go Beyond Self-Presentation. Journal of Business Research, 117(July), 557–569. https://doi.org/10.1016/j.jbusres.2018.07.008
Baabdullah, A. M. (2018). Consumer Adoption of Mobile Social Network Games (M-SNGs) in Saudi Arabia: The Role of Social Influence, Hedonic Motivation and Trust. Technology in Society, 53(2018), 91–102. https://doi.org/10.1016/j.techsoc.2018.01.004
Bai, Y., Wang, Z., Alam, M., Gul, F., & Wang, Y. (2022). The Impact of Authentic Leadership on Innovative Work Behavior: Mediating Roles of Proactive Personality and Employee Engagement. Frontiers in Psychology, 13(June), 1–12. https://doi.org/10.3389/fpsyg.2022.879176
Barkah, B., & Febriasari, P. (2022). Millennials’ Intention To Buy Fashion Products At Shopee During the Pandemic of Covid-19. Jurnal Ekonomi Bisnis dan Kewirausahaan, 11(3), 311. https://doi.org/10.26418/jebik.v11i3.51142
Bell, E., Bryman, A., & Harley, B. (2019). Business Research Methods. In Oxford University Press (Fifth Edit).
Bosch, R., & Taris, T. (2018). Authenticity at Work: Its Relations with Worker Motivation and Well-Being. Frontiers in Communication, 3(May), 1–11. https://doi.org/10.3389/fcomm.2018.00021
Bozkurt, S., Gligor, D. M., & Babin, B. J. (2021). The Role of Perceived Firm Social Media Interactivity in Facilitating Customer Engagement Behaviors. European Journal of Marketing, 55(4), 995–1022. https://doi.org/10.1108/EJM-07-2019-0613
Brüggen, E. C., Post, T., & Schmitz, K. (2019). Interactivity in Online Pension Planners Enhances Engagement with Retirement Planning – But Not For Everyone. Journal of Services Marketing, 33(4), 488–501. https://doi.org/10.1108/JSM-02-2018-0082
Cabeza-RamÃrez, L. J., Sánchez-Cañizares, S. M., Santos-Roldán, L. M., & Fuentes-GarcÃa, F. J. (2022). Impact of the Perceived Risk in Influencers’ Product Recommendations on Their Followers’ Purchase Attitudes and Intention. Technological Forecasting and Social Change, 184(June). https://doi.org/10.1016/j.techfore.2022.121997
Chae, H., Kim, S., Lee, J., & Park, K. (2020). Impact of Product Characteristics of Limited Edition Shoes on Perceived Value, Brand Trust, and Purchase Intention; Focused on the Scarcity Message Frequency. Journal of Business Research, 120(November 2018), 398–406. https://doi.org/10.1016/j.jbusres.2019.11.040
Chang, C. C., & Hung, J. S. (2018). The Effects of Service Recovery and Relational Selling Behavior on Trust, Satisfaction, and Loyalty. International Journal of Bank Marketing, 36(7), 1437–1454. https://doi.org/10.1108/IJBM-07-2017-0160
Chanie, W., Melese, S., & Demesie, A. (2023). Linking Work Characteristics to Proactive Behavior: Mediating Role of Motivational State. Heliyon, 9(7), e17522. https://doi.org/10.1016/j.heliyon.2023.e17522
Chaudhuri, A., & Holbrokk, M. B. (2001). The Chain of Effects from Brand Trust and Brand Affect to Brand Performance: The Role of Brand Loyalty. Journal of Marketing, 65(2), 81–93.
Cheng, Y. M. (2020). Students’ Satisfaction and Continuance Intention of the Cloud-Based E-Learning System: Roles of Interactivity and Course Quality Factors. Education and Training, 62(9), 1037–1059. https://doi.org/10.1108/ET-10-2019-0245
Davis, F. D. (1989). Perceived Usefulness, Perceived Ease of Use and User Acceptance of Information Technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008
Disse, I. K., & Becker-Özcamlica, H. (2022). The Effects of Employee Behavior in Sustainable Service Organizations. Journal of Services Marketing, 36(8), 1095–1105. https://doi.org/10.1108/JSM-05-2021-0156
Dwidienawati, D., Tjahjana, D., Abdinagoro, S. B., Gandasari, D., & Munawaroh. (2020). Customer Review or Influencer Endorsement: Which One Influences Purchase Intention More? Heliyon, 6(11). https://doi.org/10.1016/j.heliyon.2020.e05543
Dwivedi, A., & McDonald, R. (2018). Building Brand Authenticity in Fast-Moving Consumer Goods Via Consumer Perceptions of Brand Marketing Communications. European Journal of Marketing, 52(7–8), 1387–1411. https://doi.org/10.1108/EJM-11-2016-0665
El Shiffa, N. A., Rahmiati, F., Santoso, A. S., & Yustina, A. I. (2021). Strategic Entrepreneurship for Achieving Customers Repurchase Intention Amidst Pandemic COVID-19 on Digital Multi-Sided Platform: A Case of Traveloka. Procedia Computer Science, 197, 247–255. https://doi.org/10.1016/j.procs.2021.12.138
Farid, T., Iqbal, S., Khan, A., Ma, J., Khattak, A., & Din, M. N. U. (2020). The Impact of Authentic Leadership on Organizational Citizenship Behaviors: The Mediating Role of Affective†and Cognitive-Based Trust. Frontiers in Psychology, 11(September). https://doi.org/10.3389/fpsyg.2020.01975
Ghozali, I. (2021). Partial Least Squares: Konsep, Teknik dan Aplikasi Menggunakan Program SmartPLS 3.2.9 untuk Penelitian Empiris. Fakultas Ekonomika dan Bisnis Universitas Diponegoro.
Ghozali, I., & Latan, H. (2020). Partial Least Squares: Konsep, Teknik, dan Aplikasi Menggunakan Program SmartPLS 3.2.9 untuk Penelitian Empiris (3rd ed). Badan Penerbit Universitas Diponegoro.
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2014). Multivariate Data Analysis. In International Journal of Multivariate Data Analysis (Seventh Ed, Vol. 1, Issue 2). Pearson Education Limited.
Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to Use and How to Report the Results of PLS-SEM. European Business Review, 31(1), 2–24. https://doi.org/10.1108/EBR-11-2018-0203
Hasan, G., & Erni. (2024). The Mediating Role of Attitude and Perceived Usefulness in the Relationship between Direct Marketing, Perceived Trust, Perceived Ease of Use, and Purchase Intention. International Journal of Economics Development Research, 5(1), 491–507. https://doi.org/10.37385/ijedr.v5i1.3562
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A New Criterion for Assessing Discriminant Validity in Variance-based Structural Equation Modeling. Journal of the Academy of Marketing Science, 43(1), 115–135. http://dx.doi.org/10.1007/s11747-014-0403-8
Herrando, C., & MartÃn-De Hoyos, M. J. (2022). Influencer Endorsement Posts and Their Effects on Advertising Attitudes and Purchase Intentions. International Journal of Consumer Studies, 46(6), 2288–2299. https://doi.org/10.1111/ijcs.12785
Hong, C., Choi, E. K. C., & Joung, H. W. D. (2023). Determinants of Customer Purchase Intention Toward Online Food Delivery Services; The Moderating Role of Usage Frequency. Journal of Hospitality and Tourism Managemenet, 54, 76–87.
Husain, R., Ahmad, A., & Khan, B. M. (2022). The Impact of Brand Equity, Status Consumption, and Brand Trust on Purchase Intention of Luxury Brands. Cogent Business and Management, 9(1), 1–20. https://doi.org/10.1080/23311975.2022.2034234
Irshad, M., Ahmad, M. S., & Malik, O. F. (2020). Understanding Consumers’ Trust in Social Media Marketing Environment. International Journal of Retail and Distribution Management, 48(11), 1195–1212. https://doi.org/10.1108/IJRDM-07-2019-0225
Jadil, Y., Rana, N. P., & Dwivedi, Y. K. (2022). Understanding the Drivers of Online Trust and Intention to Buy on a Website; An Emerging Market Perspective. International Journal of Information Management Data Insights, 2. https://doi.org/10.1016/j.jjimei.2022.100065
Jiang, S., Wang, J., Zhang, R., & Liu, O. (2023). Innovation Climate for Individual Motivation and Innovation Performance: Is Innovative Behavior a Missing Link? Journal of Innovation and Knowledge, 8(4), 100440. https://doi.org/10.1016/j.jik.2023.100440
Jun, S., & Yi, J. (2020). What Makes Followers Loyal? The Role of Influencer Interactivity in Building Influencer Brand Equity. Journal of Product and Brand Management, 29(6), 803–814. https://doi.org/10.1108/JPBM-02-2019-2280
KakalejcÃk, L., Bucko, J., & Danko, J. (2020). Impact of Direct Traffic Effect on Online Sales. Journal of Research in Interactive Marketing, 14(1), 17–32. https://doi.org/10.1108/JRIM-01-2019-0012
Karunasingha, A., & Abeysekera, N. (2022). The Mediating Effect of Trust on Consumer Behavior in Social Media Marketing Environments. South Asian Journal of Marketing, 3(2), 135–149. https://doi.org/10.1108/sajm-10-2021-0126
Kelman, H. C. (1961). Processes of Opinion Change. Public Opinion Quarterly, 25(1), 57–78. https://doi.org/10.1086/266996
Khan, M. A. (2020). Determining the Impact of Celebrity Endorsement on Customer’s Purchasing Intention: Study on Careem, Karachi. Journal of Marketing & Logistics, 3(1), 1–20.
Kim, H. W., Chan, H. C., & Gupta, S. (2007). Value-Based Adoption of Mobile Internet: An Empirical Investigation. Decision Support Systems, 43(1), 111–126. https://doi.org/10.1016/j.dss.2005.05.009
Kim, M., Knotts, T. L., Albers, N. D., & James, K. E. (2022). Emoji Use as a Catalyst for Relationship Building and Sustaining Attention in Online Classes: An Empirical Study. Education Sciences, 12(12). https://doi.org/10.3390/educsci12120874
KovaÄić, S., Pivac, T., Ercan, M. A., Kimic, K., Ivanova-Radovanova, P., Gorica, K., & Tolica, E. K. (2023). Exploring the Image, Perceived Authenticity, and Perceived Value of Underground Built Heritage (UBH) and Its Role in Motivation to Visit: A Case Study of Five Different Countries. Sustainability (Switzerland), 15(15). https://doi.org/10.3390/su151511696
Lady, L., & Fitri, A. M. (2024). Trust Mediates the Factors that Influence Purchase Intention for Co-Branded Local Cosmetics. BASKARA: Journal of Business and Entrepreneurship, 6(2), 225–239.https://doi.org/10.54268/baskara.v6i2.20889
Laparojkit, S., & Suttipun, M. (2022). The Causal Factors Influencing Repurchase Intentions of Local Tourists in Thailand During COVID-19 Crisis. Journal of Tourism Futures, 1–16. https://doi.org/10.1108/JTF-05-2021-0122
Lee, V., Park, S., & Lee, D. (2022). The Effect of E-commerce Service Quality Factors on Customer Satisfacti on, Purchase Intention, and Actual Purchase in Uzbekistan. Global Business and Finance Review, 27(3), 56–74. https://doi.org/10.17549/gbfr.2022.27.3.56
Liu, X., Zhang, L., & Chen, Q. (2022). The Effects of Tourism E-Commerce Live Streaming Features on Consumer Purchase Intention: The Mediating Roles of Flow Experience and Trust. Frontiers in Psychology, 13(August), 1–14. https://doi.org/10.3389/fpsyg.2022.995129
Lucia-Palacios, L., & Pérez-López, R. (2021). Effects of Home Voice Assistants’ Autonomy on Instrusiveness and Usefulness: Direct, Indirect, and Moderating Effects of Interactivity. Journal of Interactive Marketing, 56, 41–54. https://doi.org/10.1016/j.intmar.2021.03.005
Mansouri, H., Boroujerdi, S. S., & Husin, M. M. (2022). The Influence of Sellers’ Ethical Behaviour on Customer’s Loyalty, Satisfaction and Trust. Spanish Journal of Marketing - ESIC, 26(2), 267–283. https://doi.org/10.1108/SJME-09-2021-0176
Matsuo, M. (2020). The Role of Work Authenticity in Linking Strengths use to Career Satisfaction and Proactive Behavior: a Two-Wave Study. Career Development International, 25(6), 617–630. https://doi.org/10.1108/CDI-01-2020-0015
McLean, G., Osei-Frimpong, K., Wilson, A., & Pitardi, V. (2020). How Live Chat Assistants Drive Travel Consumers’ Attitudes, Trust and Purchase Intentions: The Role of Human Touch. International Journal of Contemporary Hospitality Management, 32(5), 1795–1812. https://doi.org/10.1108/IJCHM-07-2019-0605
Miah, M. R., Hossain, A., Shikder, R., Saha, T., & Neger, M. (2022). Evaluating the Impact of Social Media on Online Shopping Behavior during COVID-19 Pandemic: A Bangladeshi Consumers’ Perspectives. Heliyon, 8(9), e10600. https://doi.org/10.1016/j.heliyon.2022.e10600
Moon, H., Jongsik, Y., Chua, B. L., & Han, H. (2022). Armchair Tourism: Exploring Individuals’ Innovative Travel Experience in the with-Corona Era. Tourism Management, 93, 1–13. https://doi.org/10.1016/j.tourman.2022.104582
Mustikasari, A., Thaha, A. R., & Wulandari, A. (2022). How Interactivity of Instagram Ads Through Hedonic Motivation Can Affect Purchase Interest. Jurnal Aplikasi Manajemen, 20(1), 98–108. https://doi.org/10.21776/ub.jam.2022.020.01.10
Neumann, H. L., Martinez, L. M., & Martinez, L. F. (2021). Sustainability Efforts in the Fast Fashion Industry: Consumer Perception, Trust and Purchase Intention. Sustainability Accounting, Management and Policy Journal, 12(3), 571–590. https://doi.org/10.1108/SAMPJ-11-2019-0405
Nurhandayani, A., Syarief, R., & Najib, M. (2019). The Impact of Social Media Influencer and Brand Images to Purchase Intention. Universitas Brawijaya Journal of Applied Management (JAM), 17(4), 650–661.
Osburg, V. S., Yoganathan, V., Brueckner, S., & Toporowski, W. (2020). How Detailed Product Information Strengthens Eco-Friendly Consumption. Management Decision, 58(6), 1084–1099. https://doi.org/10.1108/MD-10-2017-1012
Pal, D., Roy, P., Arpnikanondt, C., & Thapliyal, H. (2022). The Effect of Trust and Its Antecedents Towards Determining Users’ Behavioral Intention With Voice-Based Consumer Electronic Devices. Heliyon, 8(4), e09271. https://doi.org/10.1016/j.heliyon.2022.e09271
Plust, U., Murphy, D., & Joseph, S. (2021). A Systematic Review and Metasynthesis of Qualitative Research Into Teachers’ Authenticity. Cambridge Journal of Education, 51(3), 301–325. https://doi.org/10.1080/0305764X.2020.1829546
Purwianti, L., Yulianto, E., & Nancy. (2024). The Influence of Social Presence on Purchase Intention in Social Commerce: The Mediating Roles of Trust and Attitude. International Journal of Applied Research in Business and Management, 05(2). https://doi.org/10.1080/0144929X.2022.2163188
Putra, E. Y. (2021). Instant Shopping – Millennial User in Batam City During Covid-19 Pandemic Services. Jurnal Riset Bisnis Dan Manajemen, 14(1), 1–6. https://doi.org/10.23969/jrbm.v14i2.3558
Putra, E. Y., & Pane, M. P. (2022). Analysis of Factors Affecting Brand Loyalty on Cosmetic Products in Batam. International Journal of Social Science and Religion (IJSSR), 231–250. https://doi.org/10.53639/ijssr.v3i3.84
Ribeiro, N., Duarte, A. P., & Filipe, R. (2018). How Authentic Leadership Promotes Individual Performance: Mediating Role of Organizational Citizenship Behavior and Creativity. International Journal of Productivity and Performance Management, 67(9), 1585–1607. https://doi.org/10.1108/IJPPM-11-2017-0318
Ric, T., & Benazić, D. (2021). From Social Interactivity to Buying: an Instagram User Behaviour Based on the S-O-R Paradigm. Economic Research-Ekonomska Istrazivanja, 35(1), 5202–5220. https://doi.org/10.1080/1331677X.2021.2025124
Sallaku, R., & Vigolo, V. (2022). Predicting Customer Loyalty to Airbnb using PLS-SEM: The Role of Authenticity, Interactivity, Involvement and Customer Engagement. TQM Journal. https://doi.org/10.1108/TQM-12-2021-0348
Sharma, A., Fadahunsi, A., Abbas, H., & Pathak, V. K. (2022). A Multi-Analytic Approach to Predict Social Media Marketing Influence on Consumer Purchase Intention. Journal of Indian Business Research, 14(2), 125–149. https://doi.org/10.1108/JIBR-08-2021-0313
Shi, X., Day, J., Gordon, S., Cai, L., & Adler, H. (2019). An Exploratory Study of Visitors’ Motivations at a Heritage Destination: The Case of the South Luogu Alley in China. Journal of Hospitality and Tourism Insights, 2(2), 186–202. https://doi.org/10.1108/JHTI-07-2018-0041
Son, S. J. (2019). The Role of Supervisors on Employees’ Voice Behavior. Leadership and Organization Development Journal, 40(1), 85–96. https://doi.org/10.1108/LODJ-06-2018-0230
Suastiari, N. K. S., & Mahyuni, L. P. (2022). Determinants of E-Commerce User Satisfaction: The Mediating Role of Purchase Intention. Jurnal Ekonomi Bisnis dan Kewirausahaan, 11(3), 345. https://doi.org/10.26418/jebik.v11i3.56329
Tan, B. J., Brown, M., & Pope, N. (2019). The Role of Respect in the Effects of Perceived Ad Interactivity and Intrusiveness on Brand and Site. Journal of Marketing Communications, 25(3), 288–306. https://doi.org/10.1080/13527266.2016.1270344
Tenggono, E., Soetjipto, B. W., Sudhartio, L., & Soetjipto, B. W. (2024). Managing Digital Transformations : The Intermediary Function of Digital Readiness in Facilitating Strategic Renewal within the Healthcare Industry Healthcare Industry. Cogent Business & Management, 11(1), 1–13. https://doi.org/10.1080/23311975.2024.2423276
Tong, Z., Feng, J., & Liu, F. (2023). Understanding Damage to and Reparation of Brand Trust: A Closer Look at Image Congruity in the Context of Negative Publicity. Journal of Product and Brand Management, 32(1), 157–170. https://doi.org/10.1108/JPBM-07-2021-3550
Torres-Moraga, E., & Barra, C. (2023). Does Destination Brand Experience Help Build Trust? Disentangling the Effects on Trust and Trustworthiness. Journal of Destination Marketing and Management, 27(June 2022), 100767. https://doi.org/10.1016/j.jdmm.2023.100767
Wang, C., Liu, T., Zhu, Y., Wang, H., Wang, X., & Zhao, S. (2023). The Influence of Consumer Perception on Purchase Intention: Evidence from Cross-Border E-Commerce Platforms. Heliyon, 9(11), e21617. https://doi.org/10.1016/j.heliyon.2023.e21617
Wu, D., Gu, H., Gu, S., & You, H. (2021). Individual Motivation and Social Influence: A Study of Telemedicine Adoption in China Based on Social Cognitive Theory. Health Policy and Technology, 10(3). https://doi.org/10.1016/j.hlpt.2021.100525
Yamin, S. (2021). Olah Data Statistik: SmartPLS 3, AMOS & Stata (Mudah & Praktis). PT Dewangga Energi Internasional.
Yan, R., & Yang, B. (2023). Interactive Effects of the Built Environment and Rail Transit on Commuting Behavior: Evidence from Hefei, China. Heliyon, 9(11), e21788. https://doi.org/10.1016/j.heliyon.2023.e21788
Yang, Q., Huo, J., Li, H., Xi, Y., & Liu, Y. (2023). Can Social Interaction-Oriented Content Trigger Viewers’ Purchasing and Gift-Giving Behaviors? Evidence from Live-Streaming Commerce. Internet Research, 33(7), 46–71. https://doi.org/10.1108/INTR-11-2021-0861
Yoon, S., & Lee, E. M. (2019). Social and Psychological Determinants of Value Co-Creation Behavior for South Korean Firms: A Consumer-Centric Perspective. Asia Pacific Journal of Marketing and Logistics, 31(1), 14–36. https://doi.org/10.1108/APJML-01-2018-0017
Yu, M. C., Zheng, X. T., Wang, G. G., Dai, Y., & Yan, B. (2018). When does Motivation to Learn Reduce Innovative Behavior? An Examination of Mediated-Moderation Model. Baltic Journal of Management, 13(4), 564–581. https://doi.org/10.1108/BJM-09-2017-0279
Zeng, P., Zhao, X., Xie, X., Long, J., Jiang, Q., Wang, Y., Qi, L., Lei, L., & Wang, P. (2020). Moral Perfectionism and Online Prosocial Behavior; The Mediating Role of Moral Identity and the Moderating Role of Online Interpersonal Trust. Personality and Individual Differences, 162. https://doi.org/10.1016/j.paid.2020.110017
Zhang, W., Xu, Y., & Zheng, H. (2019). The Antecedents and Consequences of Crowdfunding Investors’ Citizenship Behaviors: An Empirical Study of Motivations and Stickiness. Online Information Review, 43(4), 584–599. https://doi.org/10.1108/OIR-09-2017-0271
Zhao, Y. S., Ma, Q. S., Li, X. Y., Guo, K. L., & Chao, L. (2023). The Relationship Between Exercise Motivation and Exercise Behavior in College Students: The Chain-Mediated Role of Exercise Climate and Exercise Self-Efficacy. Frontiers in Psychology, 14(March). https://doi.org/10.3389/fpsyg.2023.1130654
ADDITIONAL REFERENCES
Beauty, Z. (2022). Survey Peminat Skincare Lokal. ZAP Beauty Index 2023. https://www.google.com/url?sa=i&url=https%3A%2F%2Fzapclinic.com%2Ffiles%2FZAP_Beauty_Index_2023.pdf&psig=AOvVaw09VCoPYHPJh4mUfRE9ZD_R&ust=1732074727371000&source=images&cd=vfe&opi=89978449&ved=0CAQQn5wMahcKEwiw9seov-eJAxUAAAAAHQAAAAAQBA
Hasibuan, L. (2022). Industri Kecantikan Tahan Krisis, Laris Manis Meski Pandemi. CNBC Indonesia. https://www.cnbcindonesia.com/lifestyle/20221104104902-33-385138/industri-kecantikan-tahan-krisis-laris-manis-meski-pandemi
Influence.ID. (2022). 7 Kategori Influencer Paling Populer, Mana yang Jadi Pilihanmu? InfluenceID. https://influence.id/blog/7-kategori-influencer-paling-populer/
Mustajab, R. (2023). WhatsApp Masih Menjadi Media Sosial Terfavorit di Indonesia. DataIndonesia.Id. https://dataindonesia.id/internet/detail/whatsapp-masih-menjadi-media-sosial-terfavorit-di-indonesia
Rachmawati, D. (2023). Kesadaran Merawat Wajah Masyarakat Indonesia Makin Meningkat, Survei Pembersih Wajah Prioritas. Suara.Com. https://www.suara.com/lifestyle/2023/10/26/114428/kesadaran-merawat-wajah-masyarakat-indonesia-makin-meningkat-survei-pembersih-wajah-prioritas
Widi, S. (2023). Pengguna Media Sosial di Indonesia Sebanyak 167 Juta pada 2023. DataIndonesia.Id. https://dataindonesia.id/internet/detail/pengguna-media-sosial-di-indonesia-sebanyak-167-juta-pada-2023
