Skip to main content

2018 | OriginalPaper | Buchkapitel

Status of Learning Analytics in Asia: Perspectives of Higher Education Stakeholders

verfasst von : Kam Cheong LI, Carmen Jiawen YE, Billy Tak-Ming WONG

Erschienen in: Technology in Education. Innovative Solutions and Practices

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Despite the growing popularity of learning analytics in higher education, its development status in Asia was barely studied. This paper reports a study on the development of learning analytics in higher education in Asia. Semi-structured interviews were conducted with eight senior managers or senior academics from various tertiary institutions in Asia. The participants were asked about their institutions’ position on learning analytics, the progress in its implementation, factors leading to effective implementation, and challenges encountered, if any. The results showed that in those institutions where learning analytics has been implemented, it aimed mainly at enhancing student retention, pedagogy and student learning experience. Its effective implementation relies on support from senior management, and taking students’ views into account in decision-making. The participants’ institutions encountered difficulties due to teachers’ and students’ concerns, such as the increased workload and data privacy, as well as technical issues in data collection, processing and analysis. In short, though starting late in Asia, learning analytics has been gradually gaining attention and is being implemented. The future directions of research and practices in learning analytics are also discussed.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
As of 24 November 2017.
 
Literatur
1.
Zurück zum Zitat Siemens, G.: Learning analytics: the emergence of a discipline. Am. Behav. Sci. 57(10), 1380–1400 (2013)CrossRef Siemens, G.: Learning analytics: the emergence of a discipline. Am. Behav. Sci. 57(10), 1380–1400 (2013)CrossRef
3.
Zurück zum Zitat Siemens, G.: Learning analytics: envisioning a research discipline and a domain of practice. In: Proceedings of the 2nd International Conference on Learning Analytics and Knowledge, Vancouver, Canada, pp. 4–8 (2012) Siemens, G.: Learning analytics: envisioning a research discipline and a domain of practice. In: Proceedings of the 2nd International Conference on Learning Analytics and Knowledge, Vancouver, Canada, pp. 4–8 (2012)
5.
Zurück zum Zitat Sclater, N., Peasgood, A., Mullan, J.: Learning analytics in higher education. A review of UK and international practice. Full report. JISC, 4(22.04) (2016) Sclater, N., Peasgood, A., Mullan, J.: Learning analytics in higher education. A review of UK and international practice. Full report. JISC, 4(22.04) (2016)
6.
Zurück zum Zitat Drachsler, H., Greller, W.: The pulse of learning analytics understandings and expectations from the stakeholders. In: Proceedings of the 2nd International Conference on Learning Analytics and Knowledge, pp. 120–129, Vancouver, Canada (2012) Drachsler, H., Greller, W.: The pulse of learning analytics understandings and expectations from the stakeholders. In: Proceedings of the 2nd International Conference on Learning Analytics and Knowledge, pp. 120–129, Vancouver, Canada (2012)
7.
Zurück zum Zitat Xiong, Q.E., Zhang, X.H.: The strategies of learning analytics in the practice of teaching innovation in higher education. Mod. Distance Educ. 5, 56–61 (2015). (in Chinese) Xiong, Q.E., Zhang, X.H.: The strategies of learning analytics in the practice of teaching innovation in higher education. Mod. Distance Educ. 5, 56–61 (2015). (in Chinese)
8.
Zurück zum Zitat Ochoa, X., Suthers, D., Verbert, K., Duval, E.: Analysis and reflections on the third learning analytics and knowledge conference (LAK 2013). J. Learn. Anal. 1(2), 5–22 (2014)CrossRef Ochoa, X., Suthers, D., Verbert, K., Duval, E.: Analysis and reflections on the third learning analytics and knowledge conference (LAK 2013). J. Learn. Anal. 1(2), 5–22 (2014)CrossRef
10.
Zurück zum Zitat Arroway, P., Morgan, G., O’Keefe, M., Yanosky, R.: Learning analytics in higher education. Research report. Louisville, CO: ECAR, EDUCAUSE (2016) Arroway, P., Morgan, G., O’Keefe, M., Yanosky, R.: Learning analytics in higher education. Research report. Louisville, CO: ECAR, EDUCAUSE (2016)
12.
Zurück zum Zitat Gao, Y., Fu, G.S.: Review of studies on learning analysis in education in China. China Med. Educ. Technol. 30(1), 23–26 (2016)MathSciNet Gao, Y., Fu, G.S.: Review of studies on learning analysis in education in China. China Med. Educ. Technol. 30(1), 23–26 (2016)MathSciNet
13.
Zurück zum Zitat Jiang, Q., Zhao, W., Li, Y.F., Li, S.: Research on learning analytics dashboard based on big data. China Educ. Technol. 1, 113–119 (2017) Jiang, Q., Zhao, W., Li, Y.F., Li, S.: Research on learning analytics dashboard based on big data. China Educ. Technol. 1, 113–119 (2017)
14.
Zurück zum Zitat Meng, L.L., Gu, X.Q., Li, Z.: The comparison of learning analytics tools. Educ. Res. 20(4), 66–75 (2014) Meng, L.L., Gu, X.Q., Li, Z.: The comparison of learning analytics tools. Educ. Res. 20(4), 66–75 (2014)
15.
Zurück zum Zitat Zhang, Y.H., Wang, F.Q., Han, Q.F., Lv, J.: Research on evaluation model for political and daily performance of students based on big data. Fujian Comput. 9, 124–127 (2015) Zhang, Y.H., Wang, F.Q., Han, Q.F., Lv, J.: Research on evaluation model for political and daily performance of students based on big data. Fujian Comput. 9, 124–127 (2015)
16.
Zurück zum Zitat Ma, J., Han, X., Yang, J., Cheng, J.: Examining the necessary condition for engagement in an online learning environment based on learning analytics approach: the role of the instructor. Internet High. Educ. 24, 26–34 (2014)CrossRef Ma, J., Han, X., Yang, J., Cheng, J.: Examining the necessary condition for engagement in an online learning environment based on learning analytics approach: the role of the instructor. Internet High. Educ. 24, 26–34 (2014)CrossRef
17.
Zurück zum Zitat Jo, I.: On the LAPA (Learning Analytics for Prediction & Action) model suggested. Future Research Seminar. Korea Society of Knowledge Management (2012) Jo, I.: On the LAPA (Learning Analytics for Prediction & Action) model suggested. Future Research Seminar. Korea Society of Knowledge Management (2012)
18.
Zurück zum Zitat Jo, I.-H., Yu, T., Lee, H., Kim, Y.: Relations between student online learning behavior and academic achievement in higher education: a learning analytics approach. In: Chen, G., Kumar, V., Kinshuk, {.}., Huang, R., Kong, S.C. (eds.) Emerging Issues in Smart Learning. LNET, pp. 275–287. Springer, Heidelberg (2015). https://doi.org/10.1007/978-3-662-44188-6_38CrossRef Jo, I.-H., Yu, T., Lee, H., Kim, Y.: Relations between student online learning behavior and academic achievement in higher education: a learning analytics approach. In: Chen, G., Kumar, V., Kinshuk, {.}., Huang, R., Kong, S.C. (eds.) Emerging Issues in Smart Learning. LNET, pp. 275–287. Springer, Heidelberg (2015). https://​doi.​org/​10.​1007/​978-3-662-44188-6_​38CrossRef
19.
Zurück zum Zitat Ogata, H., Houb, B., Li, M., Uosakic, N., Mouri, K., Liu, S.: Ubiquitous learning project using life-logging technology in Japan. Educ. Technol. Soc. 27(2), 85–100 (2014) Ogata, H., Houb, B., Li, M., Uosakic, N., Mouri, K., Liu, S.: Ubiquitous learning project using life-logging technology in Japan. Educ. Technol. Soc. 27(2), 85–100 (2014)
20.
Zurück zum Zitat Sorour, S.E., Goda, K., Mine, T.: Correlation of topic model and student grades using comment data mining. In: Proceeding of the 46th ACM Technical Symposium on Computer Science Education, Kansas City, USA, pp. 441–446 (2015) Sorour, S.E., Goda, K., Mine, T.: Correlation of topic model and student grades using comment data mining. In: Proceeding of the 46th ACM Technical Symposium on Computer Science Education, Kansas City, USA, pp. 441–446 (2015)
21.
Zurück zum Zitat Ogata, H., Yin, C., Oi, M., Okubo, F., Shimada, A., Kojima, K., Yamada, M.: E-book based learning analytics in university education. In: Proceeding of the 23rd International Conference on Computers in Education, Asia Pacific Society for Computers in Education, China, pp. 401–406 (2015) Ogata, H., Yin, C., Oi, M., Okubo, F., Shimada, A., Kojima, K., Yamada, M.: E-book based learning analytics in university education. In: Proceeding of the 23rd International Conference on Computers in Education, Asia Pacific Society for Computers in Education, China, pp. 401–406 (2015)
22.
Zurück zum Zitat Pratheesh, N., Devi, T.: Necessity of learning analytics in software engineering education. J Eng. Sci. Technol. 10(3), 269–281 (2015) Pratheesh, N., Devi, T.: Necessity of learning analytics in software engineering education. J Eng. Sci. Technol. 10(3), 269–281 (2015)
23.
Zurück zum Zitat Boulanger, D., Seanosky, J., Kumar, V., Kinshuk, Panneerselvam, K., Somasundaram, T.S.: Smart learning analytics. In: Chen, G., Kumar, V., Kinshuk, Huang, R., Kong, S.C. (eds.) Emerging issues in Smart Learning. Lecture Notes in Educational Technology, pp. 289–296. Springer, Berlin (2015). https://doi.org/10.1007/978-3-662-44188-6_39CrossRef Boulanger, D., Seanosky, J., Kumar, V., Kinshuk, Panneerselvam, K., Somasundaram, T.S.: Smart learning analytics. In: Chen, G., Kumar, V., Kinshuk, Huang, R., Kong, S.C. (eds.) Emerging issues in Smart Learning. Lecture Notes in Educational Technology, pp. 289–296. Springer, Berlin (2015). https://​doi.​org/​10.​1007/​978-3-662-44188-6_​39CrossRef
Metadaten
Titel
Status of Learning Analytics in Asia: Perspectives of Higher Education Stakeholders
verfasst von
Kam Cheong LI
Carmen Jiawen YE
Billy Tak-Ming WONG
Copyright-Jahr
2018
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-0008-0_25