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1Can Analyzing Clicks in Digital Systems Predict Which Students Are Struggling? It Depends.
By Jeffrey R. Young on Oct 14, 2022 | EdSurge Higher Education
2 years ago by @ereidt
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1Predicting students at risk of academic failure using ensemble model during pandemic in a distance learning system | International Journal of Educational Technology in Higher Education | Full Text
Halit Karalar, Ceyhun Kapucu & Hüseyin Gürüler International Journal of Educational Technology in Higher Education volume 18, Article number: 63 (2021)
2 years ago by @ereidt
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1Learn from machine learning | Aeon Essays
The world is a black box full of extreme specificity: it might be predictable but that doesn’t mean it is understandable
2 years ago by @ereidt
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1Paving the road for the future of data analytics | Jisc
Data is sometimes seen as something cold and removed from the human element, but in reality, it is a window into that very humanity, and can form an essential foundation for keeping students on track.
2 years ago by @ereidt
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1Dispositional Learning Analytics for Supporting Individualized Learning Feedback
Tempelaar, Dirk, Rienties, Bart, & Nguyen, Quan, 2021
3 years ago by @ereidt
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2Designing Affirmative Action Policies under Uncertainty
C. Hertweck, C. Castillo, and M. Mathioudakis. Journal of Learning Analytics, 9 (2): 121--137 (August 2022)
2 years ago by @ereidt
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2Insights of Instructors and Advisors into an Early Prediction Model for Non-Thriving Students
A. Hershkovitz, and A. Ambrose. Journal of Learning Analytics, (June 2022)
2 years ago by @ereidt
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advisorperceptions
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advisorperceptionsdata-drivendecisionmakingearlyidentificationearlywarninginstructorperceptionslearninganalyticsnon-thrivingpredictivemodelingresearch
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1Early-warning prediction of student performance and engagement in open book assessment by reading behavior analysis
B. Flanagan, R. Majumdar, and H. Ogata. International Journal of Educational Technology in Higher Education, (August 2022)
2 years ago by @ereidt
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3Dashboard stories: How narratives told by predictive analytics reconfigure roles, risk and sociality in education
J. Jarke, and F. Macgilchrist. Big Data &amp$\mathsemicolon$ Society, 8 (1): 205395172110255 (January 2021)
2 years ago by @ereidt
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1Implementation of Learning Analytics Indicators for Increasing Learners' Final Performance
D. Yildirim, and Y. Gülbahar. Technology, Knowledge and Learning, 27 (2): 479--504 (Jun 1, 2022)
2 years ago by @ereidt
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2Exploring the Politeness of Instructional Strategies from Human-Human Online Tutoring Dialogues
J. Lin, M. Rakovic, D. Lang, D. Gasevic, and G. Chen. LAK22: 12th International Learning Analytics and Knowledge Conference, ACM, (March 2022)
2 years ago by @ereidt
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LAK22
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2Educational Data Mining for Student Performance Prediction: A Systematic Literature Review (2015-2021)
M. Roslan, and C. Chen. International Journal of Emerging Technologies in Learning (iJET), 17 (05): 147--179 (March 2022)
2 years ago by @ereidt
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3Dashboard stories: How narratives told by predictive analytics reconfigure roles, risk and sociality in education
J. Jarke, and F. Macgilchrist. Big Data & Society, 8 (1): 205395172110255 (January 2021)
3 years ago by @ereidt
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artificialintelligence
dashboard
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education
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2The performance of some machine learning approaches and a rich context model in student answer prediction
A. Lincke, M. Jansen, M. Milrad, and E. Berge. Research and Practice in Technology Enhanced Learning, (April 2021)
3 years ago by @ereidt
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context
interactivity
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contextinteractivitylearninganalyticsmachinelearningpersonalizedlearningpredictivemodeling
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1Predicting Early Dropout: Calibration and Algorithmic Fairness Considerations
M. Karimi-Haghighi, C. Castillo, D. Hernandez-Leo, and V. Oliver. (2021)cite arxiv:2103.09068Comment: 10 pages, Companion Proceedings 11th International Conference on Learning Analytics & Knowledge (LAK21).
3 years ago by @ereidt
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1Predicting Student Performance Using Data Mining and Learning Analytics Techniques: A Systematic Literature Review
A. Namoun, and A. Alshanqiti. Applied Sciences, 11 (1): 237 (December 2020)
3 years ago by @ereidt
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academicachievement
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machinelearning
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1Detección del alumno en riesgo en titulaciones de Ciencias de la Salud: aplicación de técnicas de Learning Analytics
M. Manzanares, R. Sánchez, {. González, M. del Camino Escolar Llamazares, and M. Dios. European Journal of Investigation in Health, Psychology and Education, 8 (3): 129 (December 2018)
3 years ago by @ereidt
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1Using learning analytics to develop early-warning system for at-risk students
G. Akçapınar, A. Altun, and P. Aşkar. (2019)
4 years ago by @ereidt
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1Subjective data, objective data and the role of bias in predictive modelling: Lessons from a dispositional learning analytics application
D. Tempelaar, B. Rienties, and Q. Nguyen. PLOS ONE, 15 (6): 1-29 (June 2020)
4 years ago by @ereidt
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1The scalable implementation of predictive learning analytics at a distance learning university: Insights from a longitudinal case study
C. Herodotou, B. Rienties, M. Hlosta, A. Boroowa, C. Mangafa, and Z. Zdrahal. The Internet and Higher Education, (2020)
4 years ago by @ereidt
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1Using learning analytics to develop early-warning system for at-risk students
G. Akcapınar, A. Altun, and P. Askar. International Journal of Educational Technology in Higher Education, (October 2019)
5 years ago by @ereidt
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1A large-scale implementation of predictive learning analytics in higher education: the teachers' role and perspective
C. Herodotou, B. Rienties, A. Boroowa, Z. Zdrahal, and M. Hlosta. Educational Technology Research and Development, 67 (5): 1273--1306 (Oct 1, 2019)
5 years ago by @ereidt
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1Student Sensemaking of Learning Analytics Dashboard Interventions in Higher Education
C. Klein, J. Lester, T. Nguyen, A. Justen, H. Rangwala, and A. Johri. Journal of Educational Technology Systems, (July 2019)
5 years ago by @ereidt
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1Predictive Learning Analytics “At Scale”: Towards Guidelines to Successful Implementation in Higher Education Based on the Case of the Open University UK
C. Herodotou, B. Rienties, B. Verdin, and A. Boroowa. Journal of Learning Analytics, 6 (1): 85--95 (April 2019)
5 years ago by @ereidt
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2Technological barriers and incentives to learning analytics adoption in higher education: insights from users
C. Klein, J. Lester, H. Rangwala, and A. Johri. Journal of Computing in Higher Education, (Mar 13, 2019)
5 years ago by @ereidt
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1Can Analyzing Clicks in Digital Systems Predict Which Students Are Struggling? It Depends.

1Predicting students at risk of academic failure using ensemble model during pandemic in a distance learning system | International Journal of Educational Technology in Higher Education | Full Text

1Learn from machine learning | Aeon Essays

1Paving the road for the future of data analytics | Jisc

1Dispositional Learning Analytics for Supporting Individualized Learning Feedback

publications (hide)24
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2Designing Affirmative Action Policies under Uncertainty

2Insights of Instructors and Advisors into an Early Prediction Model for Non-Thriving Students

1Early-warning prediction of student performance and engagement in open book assessment by reading behavior analysis

3Dashboard stories: How narratives told by predictive analytics reconfigure roles, risk and sociality in education

1Implementation of Learning Analytics Indicators for Increasing Learners' Final Performance

2Exploring the Politeness of Instructional Strategies from Human-Human Online Tutoring Dialogues

2Educational Data Mining for Student Performance Prediction: A Systematic Literature Review (2015-2021)

3Dashboard stories: How narratives told by predictive analytics reconfigure roles, risk and sociality in education

2The performance of some machine learning approaches and a rich context model in student answer prediction

1Predicting Early Dropout: Calibration and Algorithmic Fairness Considerations

1Predicting Student Performance Using Data Mining and Learning Analytics Techniques: A Systematic Literature Review

1Detección del alumno en riesgo en titulaciones de Ciencias de la Salud: aplicación de técnicas de Learning Analytics

1Using learning analytics to develop early-warning system for at-risk students

1Subjective data, objective data and the role of bias in predictive modelling: Lessons from a dispositional learning analytics application

1The scalable implementation of predictive learning analytics at a distance learning university: Insights from a longitudinal case study

1Using learning analytics to develop early-warning system for at-risk students

1A large-scale implementation of predictive learning analytics in higher education: the teachers' role and perspective

1Student Sensemaking of Learning Analytics Dashboard Interventions in Higher Education

1Predictive Learning Analytics “At Scale”: Towards Guidelines to Successful Implementation in Higher Education Based on the Case of the Open University UK

2Technological barriers and incentives to learning analytics adoption in higher education: insights from users

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