Learning Analytics and Digital Badges: Potential Impact on Student Retention in Higher Education

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

Learning analytics and digital badges are emerging research fields in educational science. They both show promise for enhancing student retention in higher education, where withdrawals prior to degree completion remain at about 30 % in Organisation for Economic Cooperation and Development member countries. This integrative review provides an overview of the theoretical literature as well as current practices and experience with learning analytics and digital badges in higher education with regard to their potential impact on student retention to enhance students’ first-year experience. Learning analytics involves measuring and analyzing dynamic student data in order to gain insight into students’ learning processes and optimize learning and teaching. One purpose of learning analytics is to construct predictive models to identify students who risk failing a course and thus are more likely to drop out of higher education. Personalized feedback provides students with information about academic support services, helping them to improve their skills and therefore be successful in higher education. Digital badges are symbols for certifying knowledge, skills, and competencies on web-based platforms. The intention is to encourage student persistence by motivating them, recognizing their generic skills, signaling their achievements, and capturing their learning paths. This article proposes a model that synthesizes learning analytics, digital badges, and generic skills such as academic competencies. The main idea is that generic skills can be represented as digital badges, which can be used for learning analytics algorithms to predict student success and to provide students with personalized feedback for improvement. Moreover, this model may serve as a platform for discussion and further research on learning analytics and digital badges to increase student retention in higher education.

OriginalspracheEnglisch
ZeitschriftTechnology, Knowledge and Learning
Jahrgang21
Ausgabenummer3
Seiten (von - bis)285-305
Anzahl der Seiten21
ISSN2211-1662
DOIs
PublikationsstatusErschienen - 01.10.2016
Extern publiziertJa

Bibliographische Notiz

Publisher Copyright:
© 2016, Springer Science+Business Media Dordrecht.

DOI

Zuletzt angesehen

Publikationen

  1. Complexity Measures of Traffic Scenarios
  2. Associations between the financial and industry expertise of audit committee members and Key Audit Matters within related audit reports
  3. Time and Income Poverty – An Interdependent Multidimensional Poverty Approach with German Time Use Diary Data
  4. Mehrsprachige Lehramtsstudierende schreiben
  5. Performancemanagement in Projekten durch Earned Value Management (EVM)
  6. Aluminium-rich coring structures in Mg-Al alloys with carbon inoculation
  7. Small Particle Size Magnesium in One-pot Grignard-Zerewitinoff-like Reactions under Mechanochemical Conditions
  8. From Values to Emotions
  9. Gespannt überwacht - sicheres Innengewinden
  10. On the Question of Blockchain Activism
  11. Barrier effects in real-world compared to virtual reality macro-environments
  12. Vision Statement for the Planet in 2050
  13. Cyberspace Battleground
  14. "And in the end my street will not be the same"
  15. Leverage points for improving gender equality and human well-being in a smallholder farming context
  16. Resolution improvement of accelerometers measurement for drones in agricultural applications
  17. § 176
  18. How much does agriculture depend on pollinators?
  19. Democratization
  20. Normalitätskonstruktion und Selbstbilder erwachsener Reitender mit einer Körper- oder Sinnesbehinderung
  21. Ludic Interfaces
  22. Milieu
  23. Simulation and training in work settings
  24. Is there a need for an ICSID appellate structure?
  25. Sozialstruktur und Semantik
  26. What's so great about Finland? An introduction to comparative and international education.
  27. Trace metal dynamics in floodplain soils of the river Elbe
  28. Tackling the habitat fragmentation panchreston
  29. ‘Forewarned is Forearmed’: Overcoming Multifaceted Challenges of Digital Innovation Units
  30. Fragmente zu einer "Generativen Resonanzästhetik".
  31. Operations Management