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Erschienen in: Education and Information Technologies 5/2020

31.03.2020

Adoption of artificial intelligence in higher education: a quantitative analysis using structural equation modelling

verfasst von: Sheshadri Chatterjee, Kalyan Kumar Bhattacharjee

Erschienen in: Education and Information Technologies | Ausgabe 5/2020

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Abstract

Emergence of the use and application of Artificial Intelligence (AI) in higher education in India has opened new possibilities and challenges. Use of AI in will bring in effective change of governance in the entire internal architecture of Indian Institutes of higher education. The prospect of use of AI includes investigation of educational implications as to how teachers would enrich them, how students would learn, and how accurate and prompt decisions can be taken in the institutes of higher education. This is important since the workload has been multiplied due to massification of higher education. Such being the scenario, help of AI is highly essential. The question of adoption of AI in higher education is an important issue in this perspective. The purpose of this study is to explore how the stakeholders would be able to adopt it. For this, we have taken help of many adoption theories and models including ‘Unified Theory of Acceptance and Use of Technology’ (UTAUT) model. We have developed hypotheses and a conceptual model and got it validated through survey with the help of feedbacks from useable 329 respondents. It has been found that the model can help the authorities to facilitate adoption of AI in higher education.

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Literatur
Zurück zum Zitat Alrawashdeh, T.A., Muhairat, M.I., & Alquatawnah, S.M. (2012). Factors affecting acceptance of web-based training system: Using extended UTAUT and structural equation modelling. https://arxiv.org/abs/1205.1904. Accessed January 12, 2019. Alrawashdeh, T.A., Muhairat, M.I., & Alquatawnah, S.M. (2012). Factors affecting acceptance of web-based training system: Using extended UTAUT and structural equation modelling. https://​arxiv.​org/​abs/​1205.​1904. Accessed January 12, 2019.
Zurück zum Zitat Alshare, K. A., & Lane, P. L. (2011). Predicting student-perceived learning outcomes and satisfaction in ERP courses: An empirical investigation. Communication of the Association for Information Systems, 28(1), 572–584 http://aisel.aisnet.org/cais/vol28/iss1/34. Accessed November 22, 2018. Alshare, K. A., & Lane, P. L. (2011). Predicting student-perceived learning outcomes and satisfaction in ERP courses: An empirical investigation. Communication of the Association for Information Systems, 28(1), 572–584 http://​aisel.​aisnet.​org/​cais/​vol28/​iss1/​34. Accessed November 22, 2018.
Zurück zum Zitat Bigg, S. J., & Tang, C. (2007). Teaching for quality learning at university (3rd ed.). Berkshire: McGraw-Hill & Open University Press. Bigg, S. J., & Tang, C. (2007). Teaching for quality learning at university (3rd ed.). Berkshire: McGraw-Hill & Open University Press.
Zurück zum Zitat Borroso, C., Carrion, G. C., & Roldan, J. L. (2010). Applying maximum likelihood and PLS on different sample sizes: Studies on Seroquel model and employee behavior model (pp. 427–447). Methods and Applications, Heidelberg, Springer: Handbook of Partial Least Squares Concepts. Borroso, C., Carrion, G. C., & Roldan, J. L. (2010). Applying maximum likelihood and PLS on different sample sizes: Studies on Seroquel model and employee behavior model (pp. 427–447). Methods and Applications, Heidelberg, Springer: Handbook of Partial Least Squares Concepts.
Zurück zum Zitat Fishbein, M., & Ajzen, J. (1975). Belief, attitude, intention and behaviour: An introduction to theory and research. Reading: Addison-Wesley Publication Company. Fishbein, M., & Ajzen, J. (1975). Belief, attitude, intention and behaviour: An introduction to theory and research. Reading: Addison-Wesley Publication Company.
Zurück zum Zitat Hair Jr., J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate data analysis: A global perspective (7th ed.). Pearson Education International. Hair Jr., J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate data analysis: A global perspective (7th ed.). Pearson Education International.
Zurück zum Zitat Hair, J., Black, W., Babin, B., Anderson, R., & Tatham, R. (2006). Multivariate Data Analysis (6th ed.). Pearson: Prentice Hall, New Jersey, USA. Hair, J., Black, W., Babin, B., Anderson, R., & Tatham, R. (2006). Multivariate Data Analysis (6th ed.). Pearson: Prentice Hall, New Jersey, USA.
Zurück zum Zitat Hoyle, R. H. (1995). The structural equation modelling approach: Basic concepts and fundamental issues, and applications (pp. 1—15). Thousand Oaks, CA: Sage Publication. Hoyle, R. H. (1995). The structural equation modelling approach: Basic concepts and fundamental issues, and applications (pp. 1—15). Thousand Oaks, CA: Sage Publication.
Zurück zum Zitat James, G., Witten, D., Hastie, T. and Tibshirani, R. 2017. An introduction to statistical learning. Springer Science Publication, New York (8th edition). ISBN 978-1-4614-7138-7. James, G., Witten, D., Hastie, T. and Tibshirani, R. 2017. An introduction to statistical learning. Springer Science Publication, New York (8th edition). ISBN 978-1-4614-7138-7.
Zurück zum Zitat Kline, R. B. (2005). Principles and practice of structural equation modeling. New York: Guilford.MATH Kline, R. B. (2005). Principles and practice of structural equation modeling. New York: Guilford.MATH
Zurück zum Zitat Susanto, T. D., & Goodwin, R. (2011). In M. Janssen, H. J. Scholl, M. A. Wimmer, & Y. H. Tan (Eds.), User acceptance of SMS-based e-government services (Vol. 6846, pp. 75–87). EGOV 2011, INCS. Susanto, T. D., & Goodwin, R. (2011). In M. Janssen, H. J. Scholl, M. A. Wimmer, & Y. H. Tan (Eds.), User acceptance of SMS-based e-government services (Vol. 6846, pp. 75–87). EGOV 2011, INCS.
Zurück zum Zitat The Times of India. (2018). Bennett University’s AI programme to reach a million in 2 years, Published on 18 April 2018, p.5. The Times of India. (2018). Bennett University’s AI programme to reach a million in 2 years, Published on 18 April 2018, p.5.
Zurück zum Zitat Venkatesh, V., Thong, J., & Ku, K. (2012b). Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology. MIS Quarterly, 36(1), 157–178.CrossRef Venkatesh, V., Thong, J., & Ku, K. (2012b). Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology. MIS Quarterly, 36(1), 157–178.CrossRef
Zurück zum Zitat Zikmund, W. G. (1994). Business research methods. Fort Worth: Dryden Press, Harcourt Brace College Publishers. Zikmund, W. G. (1994). Business research methods. Fort Worth: Dryden Press, Harcourt Brace College Publishers.
Metadaten
Titel
Adoption of artificial intelligence in higher education: a quantitative analysis using structural equation modelling
verfasst von
Sheshadri Chatterjee
Kalyan Kumar Bhattacharjee
Publikationsdatum
31.03.2020
Verlag
Springer US
Erschienen in
Education and Information Technologies / Ausgabe 5/2020
Print ISSN: 1360-2357
Elektronische ISSN: 1573-7608
DOI
https://doi.org/10.1007/s10639-020-10159-7

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