Published date: Jan 24 2024

Journal Title: KnE Social Sciences

Issue title: The 6th International Research Conference on Economics and Business (6th IRCEB)

Pages: 408–425

DOI: 10.18502/kss.v9i4.15089

Tis'ah AmaliaTisah.amalia.1804136@students.um.ac.idFaculty of Economics and Business, Universitas Negeri Malang

Subagyo .Faculty of Economics and Business, Universitas Negeri Malang

Mutual Fund investment is the right instrument for beginners and currently, with advancing technologies, it can facilitate the process of investing, for instance, using Bibit.id applications. One of the flagship features is a helper for the target user (a beginner or novice investor) to get the optimal portfolio, named Robo-Advisor. However, the adaptation process requires willingness or trust and is expected to increase intention in investing. Hence this study aims to test the role of e-trust in mediating between technology (Robo-Advisor) and behavior intention (investment intention). This study is an explanatory research that processes data from 120 respondents in the category of Gen Z in Malang Raya with specific criteria using the SEM-PLS method. The result concluded that the Robo-Advisor feature has a direct and significant effect on e-trust, the e-trust has a direct and significant effect on investment intention, and the Robo-Advisor feature affected investment intention mediated by e-trust. However, no direct influence was found on the Robo-Advisor feature on investment intention. So, Gen Z is a potential novice investor who intends to invest because it helped to get a suitable portfolio by entrusting the implementation of Robo-Advisor technology.

Keywords: Robo-Advisor, E-trust, mutual fund, Bibit, Investment

[1] Adhianto D. Investasi Reksa Dana Sebagai Alternatif Investasi Bagi Investor Pemula. 2020;4(1):32–44. https://doi.org/https://doi.org/10.37339/jurnal e-bis.v4i1.242

[2] Agustina H. Penggunaan Teknologi Informasi, Kemudahan, dan Fitur LayananTerhadap Minat Nasabah Dalam Menggunakan Internet Banking(Studi Pada Bank Syariah Mandiri). Jurnal Manajemen Kinerja. 2017;3(1).

[3] Agyei J, Sun S, Abrokwah E, Penney EK, Ofori-Boafo R. Influence of trust on customer engagement: Empirical evidence from the insurance industry in Ghana. SAGE Open. 2020;10(1):215824401989910.

[4] Al P. E?Trust and its function: Why we shouldn’t apply trust and trustworthiness to human–AI Relations. J Appl Philos. 2022; https://doi.org/10.1111/japp.12613.

[5] Awan KA, Din IU, Zareei M, Talha M, Guizani M, Jadoon SU. HoliTrust-A holistic cross-domaintrust management mechanism for service-centric internet of things. IEEE Access. 2019;7:52191–201.

[6] Badan Pengembangan dan Pembinaan Bahasa (Pusat Bahasa). (2022, April). Kamus Besar Bahasa Indonesia (KBBI). Digital Ocean. https://kbbi.web.id/

[7] Peraturan Bank Indonesia No. 19/12/PBI/2017 tentang Penyelenggaraan Teknologi Finansial, Pub. L. No. 19/12/PBI/2017, 1 (2017). https://www.bi.go.id/id/publikasi/peraturan/Pages/pbi_191217.aspx#:~:text=Peraturan Bank Indonesia Nomor 19,b.

[8] Belanche D, Casaló LV, Flavián C. Artificial intelligence in FinTech: Understanding robo-advisors adoption among customers. Ind Manage Data Syst. 2019;119(7):1411– 1430.

[9] Bencsik A, Juhász T, Horváth-Csikós G. Y and Z Generations at Workplaces. Journal of Competitiveness. 2016;6(3):90–106.

[10] Cahya BT, Kusuma NA. Pengaruh Motivasi dan Kemajuan Teknologi Terhadap Minat Investasi Saham. Jurnal Ilmu Ekonomi Dan Keislaman. 2019;7:192–207.

[11] Chaplin JP. Kamus Lengkap Psikologi. PT. Raja Grafindo Persada. 2009.

[12] Coombs C, Redman A. The impact of robo-advice on financial advisers: A qualitative case study. 2018.

[13] Darskuviene V, Lisauskiene N. Linking the robo-advisors phenomenon and behavioural biases in investment management: An interdisciplinary literature review and research agenda. Organ Mark Emerg Econ. 2021;12(2):459–477

[14] Davis F, Francis Gnanasekar MB, Parayitam S. Trust and product as moderators in online shopping behavior: Evidence from India. South Asian Journal of Marketing. 2021;2(1):28–50.

[15] Dewi PA, Warmika IG. Peran E-Trust dalam Memediasi Pengaruh Fitur Robo Advisor Terhadap Niat Menggunakan Aplikasi Bibit. Jurnal Sosial Dan Teknologi. 2021;1(9). http://sostech.greenvest.co.id

[16] Dyki R, Supervisor B, Wijayanti R. The effect of perceived risk and trust toward behavioral intention to use (a study to shopee application users in Surabaya). 2020. http://www.feb.ub.ac.id

[17] Fidhayanti D. Pengawasan Bank Indonesia Atas Kerahasiaan dan Keamanan Data/Informasi Konsumen Financial Technology pada Sektor Mobile Payment. Jurisdictie. 2020;11(1):16.

[18] Fradiani R, Yudiarti E, Puspaningrum A. The role of trust as a mediation between the effect of perceived usefulness and perceived ease of use to interest to buy E-Book [ JAM]. Journal of Applied Management. 2018;16. https://doi.org/10.21776/ub.jam.2018

[19] Gan LY, Khan MT, Liew TW. Understanding consumer’s adoption of financial roboadvisors at the outbreak of the Covid ?19 crisis in Malaysia. Financ Plann Rev. 2021;4(3):1–18.

[20] Gecit BB, Taskin E. The effect of value and service perceptions on customer loyalty for electronic commerce sites. Mediator Role of Satisfaction and Trust. 2020. www.bmdynamics.com

[21] Ghozali I. Aplikasi Analisis Multivariete dengan Program IBM SPSS 25. 9th ed. Badan Penerbit Universitas Diponegoro; 2018.

[22] Gitman LJ, Joehuk MD. Fundamentals of investing. 10th ed. Addison Wesley; 2008.

[23] Gupta A, Dogra N, George B. What determines tourist adoption of smartphone apps? An analysis based on the UTAUT-2 Framework. J Hosp Tour Technol. 2018;9(1):50– 64.

[24] Hair JF, Hult GT, Ringle CM, Sarstedt M. A primer on partial least squares structural equation modeling (PLS-SEM). Sage Publisher; 2014.

[25] Hartono J. Teori Portofolio dan Analisis Investasi. 11th ed. BPFE; 2017.

[26] Irawan J, Susena KC, Kaulan. Relationship of Product Completeness and Price with Purchase Decision on Manna’s New Hope Shop South Bengkulu. Journal EMAK. 2020;1(3).

[27] Isaeva N, Gruenewald K, Saunders MN. Trust theory and customer services research: Theoretical review and synthesis. Serv Ind J. 2020;40(15–16):1031–1063.

[28] Juliandi A. Structural equation model partial least square (SEM-PLS). Dengan Smartpls. 2018;16–17: https://doi.org/10.5281/zenodo.2538001

[29] Jung D, Dorner V, Glaser F, Morana S. Robo-advisory: Digitalization and automation of financial advisory. Bus Inf Syst Eng. 2018;60(1):81–86.

[30] Kartika C, Hidayat F, Krinala E, Nur Fauzi S, Wijaya Putra M, Puspita Sari A, Firmansyah E. Fakultas Ekonomi dan Bisnis Universitas Pengaruh Religiusitas, Trust, Corporate Image, dan Sistem Bagi Hasil Terhadap Customer Behavior Intention Menabung dan Customer Loyalty di Bank Syariah Mandiri Jawa Timur. 2019;04(01).

[31] KSEI. Kustodian Sentral Efek Indonesia. 2016. https://www.ksei.co.id/

[32] Kurnianingsih H, Maharini T. Pengaruh Persepsi Manfaat, Persepsi Kemudahan Penggunaan, Fitur Layanan, dan Kepercayaan Terhadap Minat Penggunaan EMoney di Jawa Tengah. Akuntoteknologi: Jurnal Ilmia Akuntansi Dan Teknologi. 2020;12(1). https://doi.org/https://doi.org/10.31253/aktek.v12i1.370

[33] Latifah SW, Komariyah H. Ease of use, service features and information security risks against interest in transactions financial technology duringthe Covid-19 Pandemic. Jurnal Reviu Akuntansi Dan Keuangan. 2020;10(3). https://doi.org/https://doi.org/10.22219/jrak.v10i3.14678

[34] Lestari WR. Kinerja Reksadana Saham Syariah dan Reksadana Saham. Winda Rika Lestari Jurnal Magister Manajemen. 2015;01(1):1–13.

[35] Lintang Trenggonowati D, Ridwan A, Dwianggraini Z. Design of a small and medium industry cluster in Cilegon City with supply chain system approach. MATEC Web of Conferences. 2018;218. https://doi.org/10.1051/matecconf/201821804021

[36] Markowitz H. Portfolio selection. J Finance. 1952;7(1):.

[37] Mohammed KA, Mohammed MN, Majidmohd MA, Ahmad MS. An integrated trust model enhancing generic nodal abstraction for modeling human-agent collaboration. Adv Sci Lett. 2018;24(10):7476–7480.

[38] Nabila M. Survei DailySocial dan Populix: Investasi Reksa Dana Terpopuler di Indonesia. 2020. Dailysocial.Id. https://dailysocial.id/post/survei-dailysocial-populixinvestasi- reksa-dana-terpopuler-indonesia-2020

[39] Otoritas Jasa Keuangan. Otoritas Jasa Keuangan. 2017. https://www.ojk.go.id/Default.aspx

[40] Prasetyo FG. Pengaruh Keputusan Investasi, Keputusan Pendanaan dan Ukuran Perusahaan Terhadap Nilai Perusahaan (Studi Empiris Pada Perusahaan Property dan Real Estate yang terdaftar di Bursa Efek Indonesia Periode 2015-2019). 2021.

[41] Pratama ND, Abdurahim A, Sofyani H. Determinan Efektivitas Implementasi Anggaran Berbasis Kinerja dan Penyerapan Anggaran di Pemerintah Daerah. Jurnal Reviu Akuntansi Dan Keuangan. 2018;8(1):9.

[42] Bibit Tumbuh Bersama PT. (n.d.). Bibit. Retrieved April 17, 2022, from https://bibit.id/

[43] Rodiah S, Melati IS. Pengaruh Kemudahan Penggunaan, Kemanfaatan, Risiko, dan Kepercayaan terhadap Minat Menggunakan E-wallet pada Generasi Milenial Kota Semarang. Journal of Economic Education and Entrepreneurship. 2020;1(2):66.

[44] Rühr A, Berger B, Hess T. Can I control my robo-advisor? Trade-offs in automation and user control in (Digital) investment management use of social live streaming services at the individual level view project E-Commerce view project. 2019. https://www.researchgate.net/publication/334625614

[45] Sadeghi A, Ghujali T, Bastam H, Shahid Sattari A. The effect of organizational reputation on E-loyalty: The roles of E-trust and E-satisfaction. ASEAN Marketing Journal. 2018;10(1):1–16. https://doi.org/https://doi.org/10.21002/amj.v10i1.10628

[46] Santosh DT, Kumar KC, Chiranjeevi P. Feature level intentions based product recommendations with case-based reasoning. Int J Comput Sci Eng. 2018;6(1):266– 274.

[47] Sari I. Pengaruh Kemudahan, Manfaat Penggunaan Teknologi, Fitur Layanan dan Keamanan terhadap Minat Menggunakan E- Money dengan Sikap Penggunaan sebagai Variabel Intervening. IAIN Salatiga; 2019.

[48] Saumell RP, Coll SF, Garcia JS, Robres E. User Acceptance of Mobile Apps for Restaurants: An Expanded and Extended UTAUT-2. Sustainability (Basel). 2019;11(4):1210.

[49] Shilawati A, Sumitro. Pengaruh Citra Perusahaan, Kepercayaan dan Kepuasan terhadap Loyalitas Konsumen (Studi Kasus PT. Jalur Nugraha Ekakurir ( JNE), Tipar, Cakung, Jakarta Timur). 2020.

[50] Sironi P. FinTech innovation: From robo-advisors to goal based investing and gamification. John Wiley & Sons, Ltd.; 2016. https://doi.org/10.1002/9781119227205

[51] So MK. Robo-advising risk profiling through content analysis for sustainable development in the Hong Kong Financial Market. Sustainability (Basel). 2021;13(3):1– 15.

[52] Solso RL, Maclin OH, Maclin MK. Psikologi Kognitif. 8th ed. Erlangga; 2008.

[53] Srinivasan S. Role of trust in E?business success. Inf Manage Comput Secur. 2004;12(1):66–72.

[54] Sugiyono PD. Metode Penelitian Kuantitatif. 1st ed. Alfabeta; 2018.

[55] Taneja B, Bharti K. Mapping unified theory of acceptance and use of technology (UTAUT) 2: A taxonomical study using bibliometric visualisation. Foresight. 2022;24(2):210–247.

[56] Tirtayasa S, Lubis AP, Khair H. Keputusan Pembelian: Sebagai Variabel Mediasi Hubungan Kualitas Produk dan Kepercayaan terhadap Kepuasan Konsumen. Jurnal Inspirasi Bisnis Dan Manajemen. 2021;5(1):2579–9312. http://jurnal.unswagati.ac.id/index.php/jibm

[57] Trojanowski M, Kulak J. The impact of moderators and trust on consumer’s intention to Sse a mobile phone for purchases. Journal of Management and Business Administration. Cent Eur. 2017;25(2):91–116.

[58] Umaningsih WP, Wardani DK. Pengaruh Persepsi Kemudahan, Fitur Layanan, dan Keamanan terhadap Niat Menggunakan E-Money. Jurnal Akuntansi Dan Ekonomi. 2020;5(21):113–119.

[59] Utami MK. Pengaruh Kepercayaan, Kegunaan, Keamanan terhadap Minat Menggunakan Mobile Payment Linkaja dengan Kemudahan sebagai Variable Mediasi. Jurnal Ilmiah Manajemen Kesatuan. 2021;9(2):111–120.

[60] Venkatesh V, Walton SM, Thong JY. Quarterly consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology. 2012. http://about.jstor.org/terms

[61] Vuk K, Pifar A, Aleksic D. Should I, Would I, Could I: Trust and risk influences on intention to invest. Dynamic Relationships Management Journal. 2017;6(1):61–67.

[62] Wiwoho J, Kharisma DB, Wardhono DT. Financial crime in digital payments. Journal of Central Banking Law and Institutions. 2021;1(1):47–70.

[63] Wulandari PA, Sinarwati NK, Purnamawati IG. Pengaruh Manfaat, Fasilitas, Persepsi Kemudahan, Modal, Return, dan Persepsi Risiko Terhadap Minat Mahasiswa untuk Berinvestasi Secara Online (Studi Pada Mahasiswa Jurusan Akuntansi Program S1 Universitas Pendidikan Ganesha). 2017;8(2). https://doi.org/https://doi.org/10.23887/jimat.v8i2.12258

[64] Yousafzai SY, Pallister JG, Foxall GR. A proposed model of E-trust for electronic banking. Technovation. 2003;23(11):847–860.

[65] Zhorifah BA, Harjito DA. Mutual performance assessment model: Comparative analysis. Asian Management and Business Review. 2021;27–34. https://doi.org/10.20885/AMBR.vol1.iss1.art3

[66] Zhou M, Qu S, Zhao L, Campy KS, Wang S, Huang W. Understanding psychological determinants to promote the adoption of general practitioner by Chinese elderly. Health Policy Technol. 2019;8(2):128–136.