Barriers and effectiveness to counselling careers with Artificial Intelligence: A systematic literature review
DOI:
https://doi.org/10.6092/issn.1970-2221/18250Keywords:
barriers, effectiveness, career counselling, artificial intelligenceAbstract
AI career counselling barriers and effectiveness have not been reviewed empirically. This report reviews empirical data on career counselling with AI in two areas: barriers and effectiveness. This systematic review examines empirical evidence on AI career counselling barriers and effectiveness. SLR examined Scopus, PubMed, Google Scholar, Crossref databases. Scopus had 70, PubMed 7, Google Scholar 78, and Crossref 2000. The review comprised 10 PRISMA-analyzed studies. The manuscripts were published between 1992 and 2023. Namibia, India, South Korea, Finland, USA, UK, and Sri Lanka are included in the study. Two studies examined barriers (Suresh et al., 2021; Westman et al., 2021) and ten studied the effectiveness of career counselling with artificial intelligence (Carson et al., 1999; Crowley, 1992; Guleria & Sood, 2023; Hendahewa et al., 2006; José-García et al., 2022; Lee et al., 2018; Rao et al., 2020; Sodhi et al., 2016; Suresh et al., 2021; Westman et al., 2021).
References
Abrams, Z. (2023). AI is changing every aspect of psychology. Here’s what to watch for Psychologists and their skills are irreplaceable, but thoughtful and strategic implementation of AI is crucial. APA COVER STORY, 54(5). https://www.apa.org/monitor/2023/07/psychology-embracing-ai
Alonso, J. M., & Casalino, G. (2019). Explainable Artificial Intelligence for Human-Centric Data Analysis in Virtual Learning Environments. In Higher Education Learning Methodologies and Technologies Online (pp. 125–138). https://doi.org/10.1007/978-3-030-31284-8_10
Author, A., & Patriana. (2021). Analisis Implementasi Permendikbud Nomor 111 Tahun 2014 Tentang Bimbingan Dan Konseling. Edukatif, 7(1), 53–65. https://doi.org/https://doi.org/10.37567/jie.v7i1.518
Bender, C. E., Bansal, S., Wolfman, D., & Parikh, J. R. (2020). 2019 ACR Commission on Human Resources Workforce Survey. Journal of the American College of Radiology, 17(5), 673–675. https://doi.org/10.1016/j.jacr.2020.01.012
Booyse, D., & Scheepers, C. B. (2023). Barriers to adopting automated organisational decision-making through the use of artificial intelligence. Management Research Review. https://doi.org/10.1108/MRR-09-2021-0701
Bratko, I. (2001). Prolog Programming for Artificial Intelligence. Addison Wesley. https://books.google.co.id/books/about/Prolog_Programming_for_Artificial_Intell.html?id=-15su78YRj8C&redir_esc=y
Carson, A. D., Bizot, E. B., Hendershot, P. E., Barton, M. G., Garvin, M. K., & Kraemer, B. (1999). Modeling Ca-reer Counselor Decisions with Artificial Neural Networks: Predictions of Fit across a Comprehensive Occupational Map. Journal of Vocational Behavior, 54(1), 196–213. https://doi.org/https://doi.org/10.1006/jvbe.1998.1655
Crowley, T. (1992). Computer-Aided Careers Guidance: An Investigation Involving an Artificial System. British Journal of Guidance & Counselling, 20(3), 344–351. https://doi.org/10.1080/03069889208253631
Engstrom, D. F., Ho, D. E., Sharkey, C. M., & Cuéllar, M.-F. (2020). Government by Algorithm: Artificial Intelligence in Federal Administrative Agencies. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3551505
Fishman, E. K., Weisberg, E. M., Chu, L. C., & Rowe, S. P. (2020). Mapping Your Career in the Era of Artificial Intelligence: It’s Up to You, Not Google. Journal of the American College of Radiology, 17(11), 1537–1538. https://doi.org/10.1016/j.jacr.2020.03.035
Fulmer, R. (2019). Artificial intelligence and counseling: Four levels of implementation. Theory & Psychology, 29(6), 807–819. https://doi.org/10.1177/0959354319853045
Gorard, S. (2014). A proposal for judging the trustworthiness of research findings. Radical Statistics, 110, 47–59. https://dro.dur.ac.uk/13797/
Green, B. P. (2018). Ethical Reflections on Artificial Intelligence. Scientia et Fides, 6(2), 9. https://doi.org/10.12775/SetF.2018.015
Guleria, P., & Sood, M. (2023). Explainable AI and machine learning: performance evaluation and explainability of classifiers on educational data mining inspired career counseling. Education and Information Technologies, 28(1), 1081–1116. https://doi.org/10.1007/s10639-022-11221-2
Hamet, P., & Tremblay, J. (2017). Artificial intelligence in medicine. Metabolism, 69, S36–S40. https://doi.org/10.1016/j.metabol.2017.01.011
Hendahewa, C., Dissanayake, M., Samaraweera, S., & Narmada. (2006). Artificial Intelligence Approach to Effective Career Guidance. Proceedings of the Third Annual Sessions, 32–42. https://slaai.lk/proc/2006/chatura.pdf
Hirschberg, J., & Manning, C. D. (2015). Advances in natural language processing. Science, 349(6245), 261–266. https://doi.org/10.1126/science.aaa8685
Illovsky, M. E. (1994). Counseling, Artificial Intelligence, and Expert Systems. Simulation & Gaming, 25(1), 88–98. https://doi.org/10.1177/1046878194251009
Jennings, L., Sovereign, A., Bottorff, N., Mussell, M. P., & Vye, C. (2005). Nine Ethical Values of Master Therapists. Journal of Mental Health Counseling, 27(1), 32–47. https://doi.org/10.17744/mehc.27.1.lmm8vmdujgev2qhp
José-García, A., Sneyd, A., Melro, A., Ollagnier, A., Tarling, G., Zhang, H., Stevenson, M., Everson, R., & Arthur, R. (2022). C3-IoC: A Career Guidance System for Assessing Student Skills using Machine Learning and Network Visualisation. International Journal of Artificial Intelligence in Education. https://doi.org/10.1007/s40593-022-00317-y
Kaplan, A., & Haenlein, M. (2019). Siri, Siri, in my hand: Who’s the fairest in the land? On the interpretations, illustrations, and implications of artificial intelligence. Business Horizons, 62(1), 15–25. https://doi.org/10.1016/j.bushor.2018.08.004
Khare, K., Stewart, B., & Khare, A. (2018). Artificial Intelligence and the Student Experience: An Institutional Perspective. IAFOR Journal of Education, 6(3), 63–78. https://doi.org/10.22492/ije.6.3.04
Kongsakun, K., & Fung, C. C. (2010). Developing An Intelligent Recommendation System For A Private Univer-sity In Thailand. Issues In Information Systems, 7(2). https://doi.org/10.48009/1_iis_2010_467-472
Lee, D., Kim, M., & Na, I. (2018). Artificial intelligence based career matching. Journal of Intelligent & Fuzzy Sys-tems, 35(6), 6061–6070. https://doi.org/10.3233/JIFS-169846
Liberati, A., Altman, D. G., Tetzlaff, J., Mulrow, C., Gøtzsche, P. C., Ioannidis, J. P. A., Clarke, M., Devereaux, P. J., Kleijnen, J., & Moher, D. (2009). The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration. Journal of Clinical Epidemiology, 62(10), e1–e34. https://doi.org/10.1016/j.jclinepi.2009.06.006
Liu, Z. (2023). Optimization and Model Construction of College Career Education Under the Background of Artificial Intelligence. In Proceedings of the 2022 3rd International Conference on Artificial Intelligence and Education (IC-ICAIE 2022) (pp. 956–962). Atlantis Press International BV. https://doi.org/10.2991/978-94-6463-040-4_144
Luxton, D. D. (2014). Artificial intelligence in psychological practice: Current and future applications and implications. Professional Psychology: Research and Practice, 45(5), 332–339. https://doi.org/10.1037/a0034559
Morgan, T., & Ness, D. (2003). Career Decision-Making Difficulties of First-Year Students. Canadian Journal of Career Development, 2(1), 32–39. https://cjcd-rcdc.ceric.ca/index.php/cjcd/article/view/311
Oxford University Press (n.d.-a). Barrier. Oxford Learners Dictionaries. Retrieved August 3, 2023, from https://www.oxfordlearnersdictionaries.com/definition/english/barrier?q=Barriers
Oxford University Press. (n.d.-b). Effective. Oxford Learners Dictionaries. Retrieved August 1, 2023, from https://www.oxfordlearnersdictionaries.com/definition/english/effective?q=Effective
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ, n71. https://doi.org/10.1136/bmj.n71
Page, M. J., Moher, D., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … McKenzie, J. E. (2021). PRISMA 2020 explanation and elaboration: updated guidance and exemplars for reporting systematic reviews. BMJ, n160. https://doi.org/10.1136/bmj.n160
Pollock, A., & Berge, E. (2018). How to do a systematic review. International Journal of Stroke, 13(2), 138–156. https://doi.org/10.1177/1747493017743796
Rao, A. S., Kamath, B. S., R, R., Chowdhury, S., Pattan, S. A., & Kundar, R. K. (2020). Use of Artificial Neural Network in Developing a Personality Prediction Model for Career Guidance: A Boon for Career Counselors. International Journal of Control and Automation, 13(4), 391–400. http://sersc.org/journals/index.php/IJCA/article/view/16455
Regulation of the Minister of Education and Culture of the Republic of Indonesia Number 111 concerning Guidance and Counseling in Elementary and Secondary Education, (2014). https://jdih.kemdikbud.go.id/arsip/Permendikbud Nomor 111 Tahun 2014.pdf
Rizzo, A., Shilling, R., Forbell, E., Scherer, S., Gratch, J., & Morency, L.-P. (2016). Autonomous Virtual Human Agents for Healthcare Information Support and Clinical Interviewing. In D. D. Luxton (Ed.), Artificial Intelligence in Behavioral and Mental Health Care (pp. 53–79). Elsevier. https://doi.org/10.1016/C2013-0-12824-3
Roy, P. (2020). Career Guidance: A Way of Life. SSRN Electronic Journal, 19(39), 22–31. https://doi.org/10.2139/ssrn.3640339
Russell, S. J., & Norvig, P. (2010). Artificial Intelligence: A Modern Approach (3rd ed.). Prentice Hall. https://scholar.alaqsa.edu.ps/9195/1/Artificial Intelligence A Modern Approach %283rd Edition%29.pdf %28 PDFDrive %29.pdf
Sampson, J. P., Kettunen, J., & Vuorinen, R. (2020). The role of practitioners in helping persons make effective use of information and communication technology in career interventions. International Journal for Educational and Vocational Guidance, 20(1), 191–208. https://doi.org/10.1007/s10775-019-09399-y
Sandieson, R. (2006). Pathfinding in the Research Forest: The Pearl Harvesting Method for Effective Information Retrieval. Education and Training in Developmental Disabilities, 41(4), 401–409. https://www.jstor.org/stable/23879666
SHARF, R. S. (1985). Artificial Intelligence: Implications for the Future of Counseling. Journal of Counseling & Development, 64(1), 34–37. https://doi.org/10.1002/j.1556-6676.1985.tb00999.x
Skovholt, T. M., & Jennings, L. (2004). Master therapist: Exploring expertise in therapy and counseling. Pear-son/Allyn & Bacon.
Sodhi, J. S., Dutta, M., & Aggarwal, N. (2016). Efficacy of Artificial Neural Network based Decision Support Sys-tem for Career Counseling. Indian Journal of Science and Technology, 9(32). https://doi.org/10.17485/ijst/2016/v9i32/100738
Suresh, N., Mukabe, N., Hashiyana, V., Limbo, A., & Hauwanga, A. (2021). Career Counseling Chatbot on Face-book Messenger using AI. Proceedings of the International Conference on Data Science, Machine Learning and Artificial Intelligence, 65–73. https://doi.org/10.1145/3484824.3484875
Van, N. T., & Loan, D. T. B. (2016). Career Guidance in Secondary Schools - A literature Review and Strategic Solutions for Vietnamese Rural Areas. Research & Reviews: Journal of Educational Studies, 2(3), 135–142. https://www.rroij.com/open-access/career-guidance-in-secondary-schools--a-literature-review-and-strategic-solutions-for-vietnamese-rural-areas-.php?aid=80165
Watts, A. G. (1986). The role of the computer in careers guidance. International Journal for the Advancement of Counselling, 9(2), 145–158. https://doi.org/10.1007/BF00129409
Webster, D., Dunne, L., & Hunter, R. (2021). Association Between Social Networks and Subjective Well-Being in Adolescents: A Systematic Review. Youth & Society, 53(2), 175–210. https://doi.org/10.1177/0044118X20919589
Westman, S., Kauttonen, J., Klemetti, A., Korhonen, N., Manninen, M., Mononen, A., Niittymäki, S., & Paananen, H. (2021). Artificial Intelligence for Career Guidance – Current Requirements and Prospects for the Future. IAFOR Journal of Education, 9(4), 43–62. https://doi.org/10.22492/ije.9.4.03
Yang, C., Huan, S., & Yang, Y. (2020). A Practical Teaching Mode for Colleges Supported by Artificial Intelligence. International Journal of Emerging Technologies in Learning (IJET), 15(17), 195. https://doi.org/10.3991/ijet.v15i17.16737
Zhang, H., & Zheng, Z. (2022). Application and Analysis of Artificial Intelligence in College Students’ Career Planning and Employment and Entrepreneurship Information Recommendation. Security and Communication Networks, 2022, 1–8. https://doi.org/10.1155/2022/8073232
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