BEYOND THE MAKEUP: UNCOVERING FACTORS BEHIND COSMETIC PURCHASE DECISIONS
DOI:
https://doi.org/10.32477/semnas.v4i1.1308Keywords:
E-WOM, Perceived Value, Consumer Trust, Purchase Decision.Abstract
This study investigates at the important elements that impact consumers' purchasing decisions for Instaperfect, a high-end local cosmetic company in Indonesia. The study analyzes the issue of contradictory past findings on the impact of e-WOM, perceived value, and consumer trust on purchase decisions, notably in the luxury cosmetics category. The goal of this study is to look at how these three variables influence consumer decisions at the same time, utilizing the Theory of Planned Behavior (TPB) as a framework. An online questionnaire was used to collect data from 231 members of the OHMYBEAUTYBANK community, using a quantitative research approach. Structural Equation Modeling (SEM-PLS) was used to evaluate the measurement model and the structural connections among variables. The findings reveal that e-WOM does not significantly influence purchase decisions for Instaperfect cosmetics. In contrast, perceived value and consumer trust have positive and significant effects on purchase decisions, indicating that consumers tend to prioritize product benefits, worthiness relative to price, and brand reliability over online reviews. These results suggest that perceived value and trust are more dominant drivers of consumer behavior in the premium cosmetics category. The study contributes by providing empirical evidence on TPB-based factors influencing cosmetic purchase decisions within Indonesian premium local brands and by involving a targeted beauty community as the research sample. Practically, the findings suggest that brands should strengthen product value and consumer trust through quality consistency, transparent communication, and a solid brand identity. Future research may broaden the sample and explore additional variables such as brand image, perceived quality, or brand experience to deepen insights into consumer behavior.
References
Abror, A. Y. D., & Sulton, M. (2025). Pengaruh e-WOM dan Kepercayaan Konsumen terhadap Keputusan Pembelian Produk di Instagram Persela Store. Jurnal Bisnis Mahasiswa, 5(1), 426–435. https://doi.org/10.60036/JBM.V5I1.388
Afkar, E., & Hamsal, M. (2024). Innovation ambidexterity in Indonesian professional services industry: the role of customer trust and co-creation. Cogent Business & Management, 11(1), 2431186. https://doi.org/10.1080/23311975.2024.2431186
Ahmed, S. K. (2024). How to choose a sampling technique and determine sample size for research: A simplified guide for researchers. Oral Oncology Reports, 12, 100662. https://doi.org/10.1016/J.OOR.2024.100662
Ajzen, I. (2020). The theory of planned behavior: Frequently asked questions. Human Behavior and Emerging Technologies, 2(4), 314–324. https://doi.org/10.1002/HBE2.195
Akdim, K. (2021). The influence of eWOM. Analyzing its characteristics and consequences, and future research lines. Spanish Journal of Marketing - ESIC, 25(2), 239–259. https://doi.org/10.1108/SJME-10-2020-0186/FULL/PDF
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-AZZAM, A. F., & Al-mizeed, K. (2021). The Effect of Digital Marketing on Purchasing Decisions: A Case Study in Jordan. The Journal of Asian Finance, Economics and Business, 8(5), 455–463. https://doi.org/10.13106/JAFEB.2021.VOL8.NO5.0455
Amani, N. N., & Fikriah, N. L. (2025). The Mediating Role of Purchase Intention on Purchase Decisions. Journal of Islamic Tourism Halal Food Islamic Traveling and Creative Economy, 5(1), 83–105. https://doi.org/10.21274/AR-REHLA.V5I1.10760
Amin, M. A., & Rachmawati, L. (2020). Pengaruh Label Halal, Citra Merek, dan Online Consumer Review terhadap Keputusan Pembelian Kosmetik Wardah. Jurnal Ekonomika Dan Bisnis Islam, 3(3), 151–164. https://doi.org/10.26740/JEKOBI.V3N3.P151-164
Andrenata, A., Supeni, R. E., & Rahayu, J. (2022). Pengaruh Perceived Value, Brand Awareness, Perceived Quality Terhadap Keputusan Pembelian Smartphone Xiaomi Pada Mahasiswa Universitas Muhammadiyah Jember. PUBLIK: Jurnal Manajemen Sumber Daya Manusia, Adminsitrasi Dan Pelayanan Publik, 9(4), 815–824. https://scispace.com/pdf/pengaruh-perceived-value-brand-awareness-perceived-quality-1qm030c9.pdf
Anjani, H., Ruswanti, E., & Indrawati, R. (2022). EWOM, Kepercayaan, Citra Merek Terhadap Niat Pembelian Ulang pada Poliklinik Penyakit dalam di RS ABC Jakarta. Jurnal Health Sains, 3(3), 402–414. https://doi.org/10.46799/jhs.v3i3.445
Apriani, S., & Bahrun, K. (2021). Pengaruh Citra Merek, Kualitas Produk Terhadap Keputusan Pembelian Kosmetik Maskara Maybelline. Jurnal Manajemen Modal Insani Dan Bisnis (JMMIB), 2(1), 14–25. https://doi.org/10.61567/JMMIB.V2I1.32
Apriliani, T., & Aqmala, D. (2021). Pengaruh Green Brand Image, Green Perceived Value, Green Awareness Dan Green Knowledge Terhadap Keputusan Pembelian. Jurnal Akuntansi, Ekonomi Dan Manajemen Bisnis, 1(1), 66–75. https://doi.org/10.55606/JAEM.V1I1.141
Auliya, Z. F., Suyanto, M., Hidayat, A., & Roostika, R. (2025). Social Cognitive Factors Influencing Social Commerce Engagement among Generation Z in Indonesia. Journal of Management and Entrepreneurship Research, 6(2), 139–156. https://doi.org/10.34001/JMER.2025.6.06.2-66
Basuni, M., Setiadi, R., Fitralisma, G., & Ikhwan, S. (2023). Analisis Pengaruh Perilaku Konsumen Dalam Pengambilan Keputusan Pembelian Online Masyarakat Kabupaten Brebes Pada E-Commerce Shoppe. E-BISNIS: Jurnal Ilmiah Ekonomi Dan Bisnis, 16(1), 10–18. https://doi.org/10.51903/E-BISNIS.V16I1.873
Beyari, H., & Garamoun, H. (2024). The Impact of Online Word of Mouth (e-WOM) on End-User Purchasing Intentions: A Study on e-WOM Channels’ Effects on the Saudi Hospitality Market. Sustainability (Switzerland) , 16(8). https://doi.org/10.3390/su16083163
Bilal, M., Zhang, Y., Cai, S., Akram, U., & Luu, N. T. M. (2023). Unlocking luxury purchase intentions in China: A study of consumer attitude, perceived value, and the moderating effect of perceived enjoyment. Acta Psychologica, 240, 104048. https://doi.org/10.1016/J.ACTPSY.2023.104048
Bukhari, F., Hussain, S., Ahmed, R. R., Mubasher, K. A., Naseem, M. R., Rizwanullah, M., Nasir, F., & Ahmed, F. (2023). Consumers’ purchase decision in the context of western imported food products: Empirical evidence from Pakistan. Heliyon, 9(10), e20358. https://doi.org/10.1016/J.HELIYON.2023.E20358
Canguende-Valentim, C. F., & Vale, V. T. (2023). The Effect of Value Perceptions on Luxury Purchase Intentions: An Angolan Market Perspective. Journal of Global Marketing, 36(2), 112–126. https://doi.org/10.1080/08911762.2022.2143462;CTYPE:STRING:JOURNAL
Che, J. W. S., Cheung, C. M. K., & Thadani, D. R. (2017). Consumer Purchase Decision in Instagram Stores:The Role of Consumer Trust. Hawaii International Conference on System Sciences 2017 (HICSS-50). https://aisel.aisnet.org/hicss-50/cl/sharing_economy/4
Direktorat Jenderal Industri Kecil Menengah dan Aneka Kementerian Perindustrian. (2024, October 30). Kemenperin Pacu IKM Kosmetik Maksimalkan Pasar yang Ekspansif. Direktorat Jenderal Industri Kecil, Menengah, Dan Aneka Kementerian Perindustrian. https://ikm.kemenperin.go.id/kemenperin-pacu-km-kosmetik-maksimalkan-pasar-yang-ekspansif
Efendi, A., & Chrismardani, Y. (2022). Pengaruh E-Wom Dan Persepsi Nilai Terhadap Keputusan Konsumen Untuk Berbelanja Produk Fashion Secara Online Di Shopee (Studi Pada Mahasiswa Fakultas Ekonomi dan Bisnis Universitas Trunojoyo Madura). Jurnal Kajian Ilmu Manajemen (JKIM), 1(4), 365–372. https://doi.org/10.21107/jkim.v1i4.13493
Eldin, H. N., & Alhassan, A. (2023). The Effect of Corporate Social Responsibility on Customer Trust, Customer Satisfaction and Customer Loyalty: Uber Service in Egypt. The Arab Journal of Administration, 43(4), 429–448. https://doi.org/10.21608/AJA.2021.63579.1046
Haikal, F. (2024). Pengaruh Diskon dan Hedonic Shopping terhadap Keputusan Pembelian Impulsif dengan Mediasi Perceived Value. SEIKO : Journal of Management & Business, 7(2.1), 565–583. https://doi.org/10.37531/SEJAMAN.V7I2.7579
Hamidah, S., & Ramadhani, S. N. (2024). A Celebrity Endorsement Effect On Purchase Intention With Brand Image Mediation And Moderation Negative Publicity. Review: Journal of Multidisciplinary in Social Sciences, 1(12), 480–492. https://doi.org/10.59422/RJMSS.V1I12.594
Hanaysha, J. R. (2018). An examination of the factors affecting consumer’s purchase decision in the Malaysian retail market. PSU Research Review, 2(1), 7–23. https://doi.org/10.1108/PRR-08-2017-0034/FULL/PDF
Hanaysha, J. R. (2022). Impact of social media marketing features on consumer’s purchase decision in the fast-food industry: Brand trust as a mediator. International Journal of Information Management Data Insights, 2(2), 100102. https://doi.org/10.1016/J.JJIMEI.2022.100102
Handoyo, S. (2024). Purchasing in the digital age: A meta-analytical perspective on trust, risk, security, and e-WOM in e-commerce. Heliyon, 10(8), e29714. https://doi.org/10.1016/J.HELIYON.2024.E29714
Harto, B., Rozak, A., & Rukmana, A. Y. (2021). Strategi Marketing Belah Doeren Melalui Digital Marketing Terhadap Keputusan Pembelian Dimediasi Brand Image. ATRABIS Jurnal Administrasi Bisnis (e-Journal), 7(1), 67–74. https://doi.org/10.38204/ATRABIS.V7I1.546
Haryanti, R., & Iskandar, D. A. (2022). Pengaruh Brand Image dan Perceived Value Terhadap Keputusan Pembelian dalam Berlangganan Layanan Netflix. KALBISIANA Jurnal Sains, Bisnis Dan Teknologi, 8(4), 4706–4715. http://ojs.kalbis.ac.id/index.php/kalbisiana/article/view/1703
Hoang, T. T., Pham, T. H., & Vu, T. M. H. (2022). Examining customer purchase decision towards battery electric vehicles in Vietnam market: A combination of self-interested and pro-environmental approach. Cogent Business & Management, 9(1). https://doi.org/10.1080/23311975.2022.2141671
Imbayani, I. G. A., & Astiti, N. P. Y. (2022). The Influence of Trust, Advertising and Quality of Online Services on Online Purchase Decisions in The City of Denpasar. American Journal of Humanities and Social Sciences Research, 6(7), 294–301. www.ajhssr.com
Indiani, N. L. P., Amerta, I. M. S., & Sentosa, I. (2024). Exploring the moderation effect of consumers’ demography in the online purchase behavior. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2393742;WGROUP:STRING:PUBLICATION
Ismail, M., Khan, S., & Ahmad, A. (2025). The Interplay of Influencer Marketing and Electronic Word of Mouth to Effect Consumer Purchase Decision. The Critical Review of Social Sciences Studies, 3(1), 118–138. https://doi.org/10.59075/Y7W5J969
Jabeen, R., Khan, K. U., Zain, F., Atlas, F., & Khan, F. (2024). Investigating the impact of social media advertising and risk factors on customer online buying behavior: a trust-based perspective. Future Business Journal, 10(1), 123. https://doi.org/10.1186/s43093-024-00411-8
Kamtarin, M. (2012). The Effect of Electronic Word of Mouth, Trust and Perceived Value on Behavioral Intention from the Perspective of Consumers. International Journal of Academic Research in Economics and Management Sciences, 1(4). https://d1wqtxts1xzle7.cloudfront.net/36204135/Milad_2012-libre.pdf?1420771668=&response-content-disposition=inline%3B+filename%3DMilad_2012.pdf&Expires=1763906160&Signature=faE0mtdoaWtKjrOSPi~r7demAT85-uReaQp2RhCbbvAnashQb35zMogcsiyKfWriqkaFyuBepVwL930B8KospAzfwSBYvPEhViAaPvQTZ2OM5FAlMfd-XjY13WCm1bYmMD63B8fLF4LiKvHS0GPh~fwcpMqFhICiBlmo1p-QMJQ1vW2MYFT-aCZkxnlhj9biTQtHIFGWhvd9L6lKhGE8xZRALc8cirdYaUBq6jewCTwtMwuzr50yeh9XHAexxRUeBUfmrr~sGdM2kPULXOvFTgNJaWUS6MMpiVLfxaj7PTiz64Y6yha6QKusg3MPY6EVYhdn49ed5dFSAauzSjx8FA__&Key-Pair-Id=APKAJLOHF5GGSLRBV4ZA
Kurniawati, N. I. (2020). Analisis pengaruh word of mouth dan citra merek terhadap keputusan pembelian produk kosmetik makeover kota semarang. FORUM EKONOMI: Jurnal Ekonomi, Manajemen Dan Akuntansi, 22(2), 286–295. https://doi.org/10.30872/JFOR.V22I2.7449
Liusito, R. A., Tulung, J. E., & Saerang, R. T. (2020). The Influence Of Consumer Trust And Perceived Value On Consumer Purchase Decision Of E-Commerce In Social Media (Study Case In Manado). Jurnal EMBA : Jurnal Riset Ekonomi, Manajemen, Bisnis Dan Akuntansi, 8(4), 475–484. https://doi.org/10.35794/EMBA.8.4.2020.30862
Mambu, T. R., Tampi, J. R. E., & Mukuan, D. D. S. (2021). Kepercayaan Konsumen, Kualitas Layanan Terhadap Keputusan Pembelian pada Aplikasi E-Commerce Shopee di Kota Tondano. Productivity,2(1), 79–84. https://ejournal.unsrat.ac.id/v3/index.php/productivity/article/view/32942
Martianto, I. A., Iriani, S. S., & Witjaksono, A. D. (2023). Faktor-Faktor Yang Mempengaruhi Keputusan Pembelian. Jurnal Ilmiah Manajemen, Ekonomi, & Akuntansi (MEA), 7(3), 1370–1385. https://doi.org/10.31955/MEA.V7I3.3543
Medina, F., & Lodeiros-Zubiria, M. L. (2025). The role of social media influencers and eWOM in driving purchase intention: insights from SMEs in the gamarra cluster. Cogent Business & Management, 12(1), 2519969. https://doi.org/10.1080/23311975.2025.2519969
Mudaim, S., & Dirgiatmo, Y. (2024). The Influence of Electronic Word of Mouth (eWOM) on Purchase Intention: a Study Focused on Aerostreet Products. International Journal of Economics, Business and Management Research, 08(11), 55–71. https://doi.org/10.51505/IJEBMR.2024.81104
Natasiah, U., & Syaefulloh. (2024). Brand Image, Brand Trust, and Brand Ambassador on Purchase Decisions of Shopee E-Commerce Users in Pekanbaru City. Jurnal Manajemen Bisnis, 11(1), 120–134. https://doi.org/10.33096/JMB.V11I1.702
Novianti, T. A. (2020). Pengaruh Celebrity Endorser Dan Kualitas Produk Terhadap Keputusan Pembelian Kosmetik Pixy. Pragmatis, 1(1), 43–50. https://doi.org/10.30742/PRAGMATIS.V1I1.1056
Nursal, M. F., Rianto, M. R., Rohaeni, H., & Saputra, F. (2023). Pengaruh Electronic Word of Mouth (EWOM) Terhadap Keputusan Pembelian Melalui Minat Beli pada Jasa Transportasi Online Maxim di Kota Bekasi. Jurnal Manajemen Dan Pemasaran Digital, 1(3), 111–118. https://doi.org/10.38035/JMPD.V1I3.55
Pandey, M., & Yadav, P. S. (2023). Understanding the role of individual concerns, attitude, and perceived value in green apparel purchase intention; the mediating effect of consumer involvement and moderating role of generation Z&Y. Cleaner and Responsible Consumption, 9, 100120. https://doi.org/10.1016/J.CLRC.2023.100120
Prastiwi, S. K., Rohimat, A. M., & Aisyiah, H. N. (2022). Consumer Reviews, Ratings, and Gamification on Muslim Millennialsâ€TM Online Purchasing Decisions. Shirkah: Journal of Economics and Business, 7(3), 267–285. https://doi.org/10.22515/SHIRKAH.V7I3.467
Purba, F. R., & Paramita, E. L. (2021). The Influence of eWOM and Customer Satisfaction on Purchasing Decisions. International Journal of Social Science and Business, 5(4), 578–585. https://doi.org/10.23887/IJSSB.V5I4.40447
Puspita, Y. D., & Setyowati, W. (2023). Determinan Keputusan Pembelian Dimediasi Kepercayaan Konsumen Pada Pengguna Aplikasi Grabfood di Kota Bandung. Magisma: Jurnal Ilmiah Ekonomi Dan Bisnis, 11(1), 102–115. https://doi.org/10.35829/MAGISMA.V11I1.283
Rachmah, S. A., & Madiawati, P. N. (2022). View of Pengaruh Storytelling Marketing dan Electronic Word of Mouth terhadap Keputusan Pembelian Café Kisah Manis Jalan Sunda di Kota Bandung melalui Content Marketing Creator TikTok. ATRABIS: Jurnal Administrasi Bisnis, 8(1), 48–60. https://jurnal.plb.ac.id/index.php/atrabis/article/view/918/466
Rafiki, A., Hidayat, S. E., & Nasution, M. D. T. P. (2024). An extensive effect of religiosity on the purchasing decisions of halal products. PSU Research Review, 8(3), 898–919. https://doi.org/10.1108/PRR-07-2022-0093
Rahaman, M. A., Hassan, H. M. K., Al Asheq, A., & Islam, K. M. A. (2022). The interplay between eWOM information and purchase intention on social media: Through the lens of IAM and TAM theory. PLOS ONE, 17(9), e0272926. https://doi.org/10.1371/JOURNAL.PONE.0272926
Rahayu, D., Sutiono, H. T., & Wisnalmawati. (2024). The Influence of Advertising Attractiveness and Online Customer Reviews on Trust – Mediated Purchase Decision on Consumers of Hotel Services in the Tiket.com Application. West Science Business and Management, 2(3), 837–844. https://wsj.westsciences.com/index.php/wsbm/article/view/1151/1324
Rakibul, M., Haq, H. M. R., & Rahman, M. Z. (2019). Impact of social network on purchase decision: a study on teenagers of Bangladesh. Journal of Business and Retail Management Research (JBRMR), 14(1), 20–31. www.jbrmr.comA
Rondonuwu, H. E., Lapian, S. L. H. V. J. J., & Wangke, S. J. C. (2024). The Influence Of Electronic Word Of Mouth And Perceived Quality Towards Purchase Decision On Pink Flash Product (Study On Gen Z Social Media User). Jurnal EMBA : Jurnal Riset Ekonomi, Manajemen, Bisnis Dan Akuntansi, 12(03), 1252–1263. https://doi.org/10.35794/EMBA.V12I03.58170
Rupayana, I. K., Suartina, I. W., & Mashyuni, I. (2021). Pengaruh Kualitas Produk, Impulse Buying dan Electronic Word of Mouth (EWOM) terhadap Keputusan Pembelian pada Produk Smartphone Merek Oppo di Kota Denpasar. Jurnal Widya Amrita: Jurnal Manajemen, Kewirausahaan Dan Pariwisata, 1(1), 233–247. https://core.ac.uk/download/pdf/386189808.pdf
Sae-tae, K., & Wang, Q. (2024). Satisfied but no payment: The impact of perceived value on continuance intention and purchase intention in music streaming services. Telematics and Informatics Reports, 16. https://doi.org/10.1016/j.teler.2024.100179
Samosir, M., & Kunci, K. (2024). Analisis Celebrity Endorser, Electronic Word Of Mouth, dan Media Sosial Terhadap Keputusan Pembelian Konsumen. Jurnal Perilaku Dan Strategi Bisnis, 12(1), 17–29. https://doi.org/10.26486/JPSB.V12I1.3806
Samudra, M. W., & Juanda, A. (2024). Exploring the impact of brand image and perceived value on purchasing decisions through buyer interest. Jurnal Ekonomi Dan Bisnis, 27(Oktober), 125–152. www.ejournal.uksw.edu/jeb
Sari, P. N., & Karsono, L. D. P. (2023a). Antecedents Of Purchasing Eco-Friendly Shopping Bags: The Mediation Role Of Green Awareness. Journal of Finance, Economics and Business, 1(2), 17–39. https://doi.org/10.59827/JFEB.V1I2.71
Sari, P. N., & Karsono, L. D. P. (2023b). Factors Affecting Customer’s Purchase Decision while Shopping on Tiktok Live: Impulsive Buying as a Moderator. Relevance: Journal of Management and Business ▪, 6(1), 23–051. https://www.researchgate.net/profile/Chandra-Kuswoyo/publication/367604487_Pengaruh_kemenarikan_desain_website_dan_kepercayaan_konsumen_terhadap_keputusan_pembelian_konsumen_Shopee/links/6492ec3f8de7ed28ba4285f8/Pengaruh-kemenarikan-desain-website-dan-kepercayaan-konsumen-terhadap-keputusan-pembelian-konsumen-Shopee.pdf
Shih, I. T., Silalahi, A. D. K., Baljir, K., & Jargalsaikhan, S. (2024). Exploring the impact of perceived sustainability on customer satisfaction and the mediating role of perceived value. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2431647;WGROUP:STRING:PUBLICATION
Sudaryanto, S., Hanim, A., Rosediana Dewi, I., Kartikasari, A. D., & Rusdiyanto, R. (2025). The mediating effect of customer trust of E-WOM and online customer reviews impacting purchase decision of household electronic products at a marketplace: evidence from Indonesia. Cogent Business and Management, 12(1). https://doi.org/10.1080/23311975.2025.2503093;SUBPAGE:STRING:FULL
Sulastri, R., Purmono, B. B., Listiana, E., Rosnani, T., & Hendri, M. I. (2024). Unveiling nexus between live streaming, trust, and fashion products purchase decision in Indonesian e-commerce. Journal of Enterprise and Development (JED), 6(1), 133–144. https://doi.org/10.20414/JED.V6I1.8816
Tasia, A. A., Sulistyandari, & Kinasih, D. D. (2022). Pengaruh Brand Image, Harga Dan Kualitas Produk Terhadap Keputusan Pembelian Kosmetik Wardah Di Pekanbaru. Ecountbis: Economics, Accounting and Business Journal, 2(1), 74–85. https://jom.umri.ac.id/index.php/ecountbis/article/view/189
Thuy, T., Ngo, A., Vuong, L., Le, M. D., Nguyen, T. T., My, M., Quoc, T. &, Nguyen, K., Long Vuong, B., Dien Le , Thanh Trung Nguyen, M., & Khanh Nguyen, Q. (2024). The impact of eWOM information in social media on the online purchase intention of Generation Z. Cogent Business & Management, 11(1), 2316933. https://doi.org/10.1080/23311975.2024.2316933
Traiyarach, S., Sawunyavisuth, B., & Palusuk, N. (2025). Trust as a key driver of purchase intentions in beauty services. Cogent Business and Management, 12(1), 2465898. https://doi.org/10.1080/23311975.2025.2465898;WGROUP:STRING:PUBLICATION
Wiadi, I., Mudrika, S., Suharjo, D., -Azmy, A., & Deni, D. (2023). The Effect of Factors of E-marketing on Purchase Decision in MSME’s snack product: A case study in PT. Saikho Indo Kreatif. Management, 27(1), 157–183. https://doi.org/10.58691/man/172050
Wijaya, G. E., & Kuswoyo, C. (2022). Pengaruh kemenarikan desain website dan kepercayaan konsumen terhadap keputusan pembelian konsumen Shopee. Jurnal Inspirasi Bisnis Dan Manajemen, 6(1), 115–126. https://www.researchgate.net/profile/Chandra-Kuswoyo/publication/367604487_Pengaruh_kemenarikan_desain_website_dan_kepercayaan_konsumen_terhadap_keputusan_pembelian_konsumen_Shopee/links/6492ec3f8de7ed28ba4285f8/Pengaruh-kemenarikan-desain-website-dan-kepercayaan-konsumen-terhadap-keputusan-pembelian-konsumen-Shopee.pdf
Xie, J., Ye, L., Huang, W., & Ye, M. (2021). Understanding FinTech Platform Adoption: Impacts of Perceived Value and Perceived Risk. Journal of Theoretical and Applied Electronic Commerce Research 2021, Vol. 16, Pages 1893-1911, 16(5), 1893–1911. https://doi.org/10.3390/JTAER16050106
Yee, C. J., & San, N. C. (2011). Consumers’ Perceived Quality, Perceived Value and Perceived Risk Towards Purchase Decision on Automobile. American Journal of Economics and Business Administration, 3(1), 47–57. https://doi.org/10.3844/AJEBASP.2011.47.57
Zeng, N., Liu, Y., Gong, P., Hertogh, M., & König, M. (2021). Do right PLS and do PLS right: A critical review of the application of PLS-SEM in construction management research. Frontiers of Engineering Management, 8(3), 356–369. https://doi.org/10.1007/S42524-021-0153-5
Zhang, H., Zheng, S., & Zhu, P. (2024). Why are Indonesian consumers buying on live streaming
