Investor’s Learning Style and Knowledge Acquisition Dimension: The Role of ICT in Maximising Knowledge Acquisition

Muhammad Adlin Saputra, Caraka Hadi

Abstract


Research aims: This study investigates investor learning style in acquiring knowledge moderated by Information and Communications Technology (ICT).
Design/Methodology/Approach: This study performed an online survey method, comprising 263 convergent-type and 210 assimilative-type as the final sample. The Structural Equation Model using Smart-PLS was employed to estimate the relationship of the latent variable
Research findings: The regression results revealed that convergent-type investors positively affected all knowledge acquisition dimensions due to their high experience and knowledge compared to assimilative-type, even with the help of ICT.
Theoretical contribution/Originality: This research discloses comprehensive constructs of sophisticated and unsophisticated investors in acquiring knowledge. Widely, it contributes to the literature advancement related to investor learning style, knowledge acquisition, and the role of ICT.
Practitioner/Policy implication: It can be used as an ideal individual construct in learning that can be embraced by financial consultants, capital market training institutions, and professional education. Thus, they are also responsible for developing investors' skills, especially novice investors
Research limitation/Implication: This study did not fully capture the exact participants’ learning styles. Thus, future research is hoped to provide experimental approaches, reaching the natural cause-effect measurement of investor learning style and knowledge acquisition.


Keywords


Learning style; Sophisticated investors; Novice investors; Knowledge acquisition; Role of ICT

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References


Abreu, M., & Mendes, V. (2020). Do individual investors trade differently in different financial markets?. The European Journal of Finance, 26(13), 1253–1270. https://doi.org/10.1080/1351847X.2019.1709524

Adil, M., Singh, Y., & Ansari, M. S. (2022). Does financial literacy affect investor's planned behavior as a moderator?. Managerial Finance. https://doi.org/10.1108/MF-03-2021-0130

Aiken, L. R. (1980). Content validity and reliability of single items or questionnaires. Educational and psychological measurement, 40(4), 955-959. https://doi.org/10.1177/001316448004000419

Akbarzadeh, M., & Fatemipour, H. (2014). Examining the match or mismatch between teaching style preferences and upper-intermediate EFL learners’ learning style preferences. Procedia-Social and Behavioral Sciences, 98, 137-142. https://doi.org/10.1016/j.sbspro.2014.03.399

Alexander, P. (2017). Knowing how to play: Gamer knowledges and knowledge acquisition. Computers and Composition, 44, 1-12. https://doi.org/10.1016/j.compcom.2017.03.004

Almanasreh, E., Moles, R., & Chen, T. F. (2019). Evaluation of methods used for estimating content validity. Research in social and administrative pharmacy, 15(2), 214-221. https://doi.org/10.1016/j.sapharm.2018.03.066

Almasri, F. (2022). Simulations to teach science subjects: Connections among students’ engagement, self-confidence, satisfaction, and learning styles. Education and Information Technologies, 1-21. https://doi.org/10.1007/s10639-022-10940-w

Anderson, J. A., Mak, L., Keyvani Chahi, A., & Bialystok, E. (2018). The language and social background questionnaire: Assessing degree of bilingualism in a diverse population. Behavior research methods, 50(1), 250-263. https://doi.org/10.3758/s13428-017-0867-9

Attakora‐Amaniampong, E., Miller, A. W., & Aziabah, S. A. (2021). Determinants of investor satisfaction with e‐commerce platforms and traded products in student housing development in Ghana. The Electronic Journal of Information Systems in Developing Countries, 87(3), 12162. https://doi.org/10.1002/isd2.12162

Azmi, S., & Mohamed, H. (2018). Construction of TVET M-Learning Model based on Student Learning Style. International Journal of Advanced Computer Science and Applications, 9(12). https://doi.org/10.14569/IJACSA.2018.091269

Babin, B. J., & Svensson, G. (2012). Structural equation modeling in social science research: Issues of validity and reliability in the research process. European Business Review. https://doi.org/10.1108/09555341211242132

Bandera, C., Collins, R., & Passerini, K. (2018). Risky business: Experiential learning, information and communications technology, and risk-taking attitudes in entrepreneurship education. The International Journal of Management Education, 16(2), 224-238. https://doi.org/10.1016/j.ijme.2018.02.006

Barber, B. M., & Odean, T. (2001). The internet and the investor. Journal of Economic Perspectives, 15(1), 41-54. https://doi.org/10.1257/jep.15.1.41

Blankesteijn, M., & Houtkamp, J. (2022). Digital Tools and Experiential Learning in Science-Based Entrepreneurship Education. In Technology and Entrepreneurship Education (227-250). Springer. https://doi.org/10.1007/978-3-030-84292-5_10

Breen, R., & Lindsay, R. (1999). Academic research and student motivation. Studies in Higher Education, 24(1), 75-93. https://doi.org/10.1080/03075079912331380158

Caldwell, M. (2018). Japanese university students’ perceptions on the use of ICT and mobile-learning in an EFL setting. Call-Ej, 19(2), 188-216.

Casillas Martín, S., Cabezas González, M., & García Peñalvo, F. J. (2020). Digital competence of early childhood education teachers: attitude, knowledge and use of ICT. European Journal of Teacher Education, 43(2), 210-223. https://doi.org/10.1080/02619768.2019.1681393

Chandrasekera, T., & Yoon, S.-Y. (2018). Augmented Reality, Virtual Reality and Their Effect on Learning Style in the Creative Design Process. Design and Technology Education, 23(1). https://doi.org/10.4018/IJVAR.2018010101

Chen, T.-H., Ho, R.-J., & Liu, Y.-W. (2019). Investor personality predicts investment performance? A statistics and machine learning model investigation. Computers in Human Behavior, 101, 409-416. https://doi.org/10.1016/j.chb.2018.09.027

Chen, Y., Kelly, B., & Wu, W. (2020). Sophisticated investors and market efficiency: Evidence from a natural experiment. Journal of Financial Economics, 138(2), 316-341. https://doi.org/10.1016/j.jfineco.2020.06.004

Cheng, F.-F., Chiu, C.-C., Wu, C.-S., & Tsaih, D.-C. (2017). The influence of learning style on satisfaction and learning effectiveness in the asynchronous web-based learning system. Library Hi Tech, 35(4), 473-489. https://doi.org/10.1108/LHT-12-2016-0151

Chepaitis, E. V. (2002). Soft barriers to ICT application in development: trust and information quality in Russia. Journal of International Development: The Journal of the Development Studies Association, 14(1), 51-60. https://doi.org/10.1002/jid.871

Chernbumroong, S., Suereephong, P., & Puritat, K. (2017). Massive Open Online Course Related Learning Style and Technology Usage Patterns of Thai Tourism Professionals. International Journal of Emerging Technologies in Learning, 12(11). https://doi.org/10.3991/ijet.v12i11.7297

Colin-Jaeger, N., & Delcey, T. (2020). When efficient market hypothesis meets Hayek on information: beyond a methodological reading. Journal of Economic Methodology, 27(2), 97-116. https://doi.org/10.1080/1350178X.2019.1675896

Curry, L. (1983). An organization of learning styles theory and constructs.

Dierking, L. (1991). Learning theory and learning styles: An overview. Journal of Museum Education, 16(1), 4-6. https://doi.org/10.1080/10598650.1991.11510159

Dolan, R. C., & Stevens, J. L. (2010). Experiential learning for undergraduates in economics and finance: A true top-down investment fund. Journal of Financial Education, 120-136.

El-Bishouty, M. M., Aldraiweesh, A., Alturki, U., Tortorella, R., Yang, J., Chang, T.-W., & Graf, S. (2019). Use of Felder and Silverman learning style model for online course design. Educational Technology Research and Development, 67(1), 161-177. https://doi.org/10.1007/s11423-018-9634-6

Feldman, J., Monteserin, A., & Amandi, A. (2015). Automatic detection of learning styles: state of the art. Artificial Intelligence Review, 44(2), 157-186. https://doi.org/10.1007/s10462-014-9422-6

Furnham, A. (1992). Personality and learning style: A study of three instruments. Personality and individual differences, 13(4), 429-438. https://doi.org/10.1016/0191-8869(92)90071-V

Ganotice, F. A., Bernardo, A. B., & King, R. B. (2013). Adapting the facilitating conditions questionnaire (FCQ) for bilingual Filipino adolescents: Validating English and Filipino versions. Child Indicators Research, 6(2), 237-256. https://doi.org/10.1007/s12187-012-9167-1

Gemmell, R. M. (2017). Learning styles of entrepreneurs in knowledge-intensive industries. International Journal of Entrepreneurial Behavior & Research. https://doi.org/10.1108/IJEBR-12-2015-0307

Giampaoli, D., Ciambotti, M., & Bontis, N. (2017). Knowledge management, problem solving and performance in top Italian firms. Journal of Knowledge Management, 21(2), 355-375. https://doi.org/10.1108/JKM-03-2016-0113

Glaser, M., & Weber, M. (2007). Why inexperienced investors do not learn: they do not know their past portfolio performance. Finance Research Letters, 4(4), 203-216. https://doi.org/10.1016/j.frl.2007.10.001

Gray, P. H. (2001). A problem-solving perspective on knowledge management practices. Decision support systems, 31(1), 87-102. https://doi.org/10.1016/S0167-9236(00)00121-4

Guenther, C., Johan, S., & Schweizer, D. (2018). Is the crowd sensitive to distance? How investment decisions differ by investor type. Small Business Economics, 50(2), 289-305. https://doi.org/10.1007/s11187-016-9834-6

Haddad, M. M., Redman, A. L., & Gullett, N. S. (2019). TVA investment challenge: An experiential learning program. Managerial Finance. https://doi.org/10.1108/MF-08-2018-0387

Hair Jr, J. F., Babin, B. J., & Krey, N. (2017). Covariance-based structural equation modeling in the Journal of Advertising: Review and recommendations. Journal of Advertising, 46(1), 163-177. https://doi.org/10.1080/00913367.2017.1281777

Hallin, K. (2014). Nursing students at a university-a study about learning style preferences. Nurse Education Today, 34(12), 1443-1449. https://doi.org/10.1016/j.nedt.2014.04.001

Hamdaoui, N., Khalidi Idrissi, M., & Bennani, S. (2018). Modeling learners in educational games: Relationship between playing and learning styles. Simulation & Gaming, 49(6), 675-699. https://doi.org/10.1177/1046878118783804

Henry, E., & Peytcheva, M. (2020). Joint effects of boilerplate and text markup on the judgments of novice and experienced users of financial information. Behavioral research in accounting, 32(1), 1-20. https://doi.org/10.2308/bria-52582

Hoffmann, C. P., & Aeschlimann, L. (2017). Shielding or engaging: the use of online shareholder platforms in investor relations. Corporate Communications: An International Journal. https://doi.org/10.1108/CCIJ-05-2016-0037

Hu, S., Yan, D., An, J., Guo, S., & Qian, M. (2019). Investigation and analysis of Chinese residential building occupancy with large-scale questionnaire surveys. Energy and Buildings, 193, 289-304. https://doi.org/10.1016/j.enbuild.2019.04.007

Huang, X., Chen, M., Wang, Y., Yi, J., Song, Z., & Ryan, C. (2022). Visitors' spatial-temporal behaviour and their learning experience: A comparative study. Tourism Management Perspectives, 42, 100951. https://doi.org/10.1016/j.tmp.2022.100951

Jain, R., Sharma, D., Behl, A., & Tiwari, A. K. (2022). Investor personality as a predictor of investment intention-mediating role of overconfidence bias and financial literacy. International Journal of Emerging Markets. https://doi.org/10.1108/IJOEM-12-2021-1885

Johnson, R. R. (2010). The ubiquity paradox: Further thinking on the concept of user centeredness. Technical Communication Quarterly, 19(4), 335-351. https://doi.org/10.1080/10572252.2010.502510

Kanematsu, H., & Barry, D. M. (2016). STEM and ICT education in intelligent environments. Springer. https://doi.org/10.1007/978-3-319-19234-5

Kao, L. S., & Green, C. E. (2008). Analysis of variance: is there a difference in means and what does it mean?. Journal of Surgical Research, 144(1), 158-170. https://doi.org/10.1016/j.jss.2007.02.053

Khalid, M., Akhter, M., & Hashmi, A. (2017). Teaching Styles of Secondary School English Teachers and Learning Styles of Their Students and Relationship of Teaching Learning Style Match with Students' Achievement. Bulletin of Education and Research, 39(3), 203-220.

Kim, D. (2021). Can investors' collective decision-making evolve? Evidence from Peer-to-Peer lending markets. Electronic Commerce Research, 1-36. https://doi.org/10.1007/s10660-021-09514-8 https://doi.org/10.21203/rs.3.rs-381657/v1

Kim, K., & Ryu, D. (2021). Does sentiment determine investor trading behaviour?. Applied Economics Letters, 28(10), 811-816. https://doi.org/10.1080/13504851.2020.1782331

Kolb, A. Y., & Kolb, D. A. (2005). Learning styles and learning spaces: Enhancing experiential learning in higher education. Academy of management learning & education, 4(2), 193-212. https://doi.org/10.5465/amle.2005.17268566

KSEI. (2022). Statistik Pasar Modal Indonesia. KSEI. Retrieved from https://www.ksei.co.id/files/Statistik_Publik_-_Juni_2022_v5.pdf

Lattemann, C. (2005). The use of ICT in annual shareholder meetings and investor relations: An examination of the German stock market. Corporate Reputation Review, 8(2), 110-120. https://doi.org/10.1057/palgrave.crr.1540243

Lefebvre, V., & Certhoux, G. (2022). Acting as a Business Angel to Become a Better Entrepreneur: A Learning Innovation. Entrepreneurship Education and Pedagogy, 25151274211070243. https://doi.org/10.1177/25151274211070243

Malkiel, B. G. (2005). Reflections on the efficient market hypothesis: 30 years later. Financial review, 40(1), 1-9. https://doi.org/10.1111/j.0732-8516.2005.00090.x

Manolis, C., Burns, D. J., Assudani, R., & Chinta, R. (2013). Assessing experiential learning styles: A methodological reconstruction and validation of the Kolb Learning Style Inventory. Learning and individual differences, 23, 44-52. https://doi.org/10.1016/j.lindif.2012.10.009

Meoli, M., Rossi, A., & Vismara, S. (2022). Financial literacy and security‐based crowdfunding. Corporate Governance: An International Review, 30(1), 27-54. https://doi.org/10.1111/corg.12355

Morgan, P. J. (2022). Fintech, financial literacy, and financial education. The Routledge Handbook of Financial Literacy, 239-258. https://doi.org/10.4324/9781003025221-21

Murat, N. (2022). A hybrid transformation approach for common scaling on various type Likert scales in Bayesian structural equation modeling. Communications in Statistics-Theory and Methods, 51(5), 1217-1231. https://doi.org/10.1080/03610926.2020.1853774

Olanipekun, T., Effoe, V., Bakinde, N., Bradley, C., Ivonye, C., & Harris, R. (2020). Learning styles of internal medicine residents and association with the in-training examination performance. Journal of the National Medical Association, 112(1), 44-51. https://doi.org/10.1016/j.jnma.2019.12.002

Oldland, E., Currey, J., Considine, J., & Allen, J. (2017). Nurses' perceptions of the impact of team-based learning participation on learning style, team behaviours and clinical performance: an exploration of written reflections. Nurse Education in Practice, 24, 62-69. https://doi.org/10.1016/j.nepr.2017.03.008

Park, C. W., & Moon, B. J. (2003). The relationship between product involvement and product knowledge: Moderating roles of product type and product knowledge type. Psychology & Marketing, 20(11), 977-997. https://doi.org/10.1002/mar.10105

Rachmawati, E., & Suroso, A. (2020). A moderating role of halal brand awareness to purchase decision making. Journal of Islamic Marketing.

Reynolds, M. (1997). Learning styles: A critique. Management learning, 28(2), 115-133. https://doi.org/10.1177/1350507697282002

Rogowsky, B. A., Calhoun, B. M., & Tallal, P. (2020). Providing instruction based on students' learning style preferences does not improve learning. Frontiers in Psychology, 11, 164. https://doi.org/10.3389/fpsyg.2020.00164

Sachan, D., & Saroha, K. (2022). A Review of Adaptive and Intelligent Online Learning Systems. ICT Analysis and Applications, 251-262. https://doi.org/10.1007/978-981-16-5655-2_24

Sari, R. C., Fatimah, P. R., Ilyana, S., & Hermawan, H. D. (2021). Augmented reality (AR)-based sharia financial literacy system (AR-SFLS): a new approach to virtual sharia financial socialization for young learners. International Journal of Islamic and Middle Eastern Finance and Management.

Shen, C.-w., Ho, J.-t., Ly, P. T. M., & Kuo, T.-c. (2019). Behavioural intentions of using virtual reality in learning: perspectives of acceptance of information technology and learning style. Virtual Reality, 23(3), 313-324. https://doi.org/10.1007/s10055-018-0348-1

Sicher, E. (1982). Art as Metaphor, Epiphany, and Aesthetic Statement: The Short Stories of Isaak Babel'. The Modern Language Review, 387-396. https://doi.org/10.2307/3726820

Singla, A., & Mallik, G. (2021). Determinants of financial literacy: Empirical evidence from micro and small enterprises in India. Asia Pacific Management Review, 26(4), 248-255. https://doi.org/10.1016/j.apmrv.2021.03.001

Sridhar, K., & Charles, A. L. (2021). Multivariate analysis of variance: An advanced chemometric approach to differentiate dose‐dependent antioxidant activities of grape (Vitis labruscana) skin extracts. Journal of Food Processing and Preservation, 45(5), e15447. https://doi.org/10.1111/jfpp.15447

Strange, K. A., Tawil, P. Z., Phillips, C., Walia, H. D., & Fouad, A. F. (2019). Long-term outcomes of endodontic treatment performed with resilon/epiphany. Journal of endodontics, 45(5), 507-512. https://doi.org/10.1016/j.joen.2019.01.019

Tauni, M. Z., Yousaf, S., & Ahsan, T. (2020). Investor-advisor Big Five personality similarity and stock trading performance. Journal of Business Research, 109, 49-63. https://doi.org/10.1016/j.jbusres.2019.10.055

Tavares, F. O., Almeida, L. G., & Cunha, M. N. (2019). Financial literacy: Study of a university students sample. International Journal of Environmental and Science Education, 14(9), 499-510.

Thomas, A., & Gupta, V. (2021). Tacit knowledge in organizations: Bibliometrics and a framework-based systematic review of antecedents, outcomes, theories, methods and future directions. Journal of Knowledge Management. https://doi.org/10.1108/JKM-01-2021-0026

Towler, A. J., & Dipboye, R. L. (2003). Development of a learning style orientation measure. Organizational Research Methods, 6(2), 216-235. https://doi.org/10.1177/1094428103251572

Toyama, M., & Yamazaki, Y. (2020). Are there effects of a match between learning style and teaching style in an EFL classroom?. Innovation in Language Learning and Teaching, 14(3), 243-258. https://doi.org/10.1080/17501229.2019.1575386

Van der Lingen, E., Åmo, B. W., & Pettersen, I. B. (2020). The relationship between entrepreneurial experience and preferred learning styles. Education+ Training. https://doi.org/10.1108/ET-11-2019-0263

Visser-Wijnveen, G. J., van der Rijst, R. M., & van Driel, J. H. (2016). A questionnaire to capture students' perceptions of research integration in their courses. Higher Education, 71(4), 473-488. https://doi.org/10.1007/s10734-015-9918-2

Vrontis, D., Christofi, M., Battisti, E., & Graziano, E. A. (2020). Intellectual capital, knowledge sharing and equity crowdfunding. Journal of Intellectual Capital, 22(1), 95-121. https://doi.org/10.1108/JIC-11-2019-0258

Wang, L., Song, M., Zhang, M., & Wang, L. (2020). How does contract completeness affect tacit knowledge acquisition? Journal of Knowledge Management. https://doi.org/10.1108/JKM-02-2020-0130

Wasiuzzaman, S. (2021). Regulations, perceived information quality and perceived risk of equity crowdfunding: A study of Malaysian investors. Strategic Change, 30(4), 353-366. https://doi.org/10.1002/jsc.2429

Wu, Y., Zhang, X., & Xiao, Q. (2022). Appeal to the head and heart: The persuasive effects of medical crowdfunding charitable appeals on willingness to donate. Information Processing & Management, 59(1), 102792. https://doi.org/10.1016/j.ipm.2021.102792




DOI: https://doi.org/10.18196/jai.v24i1.15243

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