Impact of combining human and analytics feedback on students' engagement with, and performance in, reflective writing tasks

11/15/2022
by   Wannapon Suraworachet, et al.
0

Reflective writing is part of many higher education courses across the globe. It is often considered a challenging task for students as it requires self-regulated learning skills to appropriately plan, timely engage and deeply reflect on learning experiences. Despite an advance in writing analytics and the pervasiveness of human feedback aimed to support student reflections, little is known about how to integrate feedback from humans and analytics to improve students' learning engagement and performance in reflective writing tasks. This study proposes a personalised behavioural feedback intervention based on students' writing engagement analytics utilising time-series analysis of digital traces from a ubiquitous online word processing platform. In a semester-long experimental study involving 81 postgraduate students, its impact on learning engagement and performance was studied. The results showed that the intervention cohort engaged statistically significantly more in their reflective writing task after receiving the combined feedback compared to the control cohort which only received human feedback on their reflective writing content. Further analyses revealed that the intervention cohort reflected more regularly at the weekly level, the regularity of weekly reflection led to better performance grades, and the impact on students with low self-regulated learning skills was higher. This study emphasizes the powerful benefits of implementing combined feedback approaches in which the strengths of analytics and human feedback are synthesized to improve student engagement and performance. Further research should explore the long-term sustainability of the observed effects and their validity in other contexts.

READ FULL TEXT
research
01/04/2022

Feedback and Engagement on an Introductory Programming Module

We ran a study on engagement and achievement for a first year undergradu...
research
09/02/2022

Why Feedback Literacy Matters for Learning Analytics

Learning analytics (LA) provides data-driven feedback that aims to impro...
research
06/17/2023

Understanding Revision Behavior in Adaptive Writing Support Systems for Education

Revision behavior in adaptive writing support systems is an important an...
research
02/10/2023

Predicting Desirable Revisions of Evidence and Reasoning in Argumentative Writing

We develop models to classify desirable evidence and desirable reasoning...
research
07/14/2021

Effective Interfaces for Student-Driven Revision Sessions for Argumentative Writing

We present the design and evaluation of a web-based intelligent writing ...
research
05/22/2023

Envisioning an Inclusive Metaverse: Student Perspectives on Accessible and Empowering Metaverse-Enabled Learning

The emergence of the metaverse is being widely viewed as a revolutionary...
research
08/08/2023

ALens: An Adaptive Domain-Oriented Abstract Writing Training Tool for Novice Researchers

The significance of novice researchers acquiring proficiency in writing ...

Please sign up or login with your details

Forgot password? Click here to reset