Early detection systems for students at risk #lak13


Open Academics Analytics Initiative talk. The goal of this study was the creation of an early alert system to predict at risk students in the initial weeks of a course, and then to deploy intervention strategies to enhance student chances of success. Used SAT scores, demographics, Sakai log data and Sakai grade book as indicators. 

Ran various pilots over 70+ courses over 2 semesters. They also wanted to find what intervention strategies were most effective. The model appears to be portable and scalable. once identified, needed to make an intervention with students thought to be at risk. The test included a control group who received no intervention, one group received an academic alert and the other group received similar messages and access to online resources. No real difference between the 2 groups who received contact of some sort. In the intervention groups,  there was also a higher withdrawal rate which suggested that students made aware that they were at risk could use that information to make an informed decision.

Key lessons:

  • Early feedback is important 
  • despite poor grades, some students do not recognise that they are at risk
  • Typically, students in large groups do not receive as much attention as students in small groups, therefore this system was helpful in identifying students needing help

 

Advertisements

About sharonslade

Dr Sharon Slade is a senior lecturer in the Faculty of Business and Law at the Open University in the UK working to support both tutors and students on Open University distance learning modules and programmes. Her research interests encompass ethical issues in learning analytics and online learning and tuition. Project work includes the development of a student support framework to improve retention and progression and the development of a university wide tool for tracking students and triggering relevant and targeted interventions. She led the development of new policy around the ethical use of learning analytics within the Open University, UK.
This entry was posted in Uncategorized and tagged , , , . Bookmark the permalink.

Leave a Reply

Fill in your details below or click an icon to log in:

WordPress.com Logo

You are commenting using your WordPress.com account. Log Out / Change )

Twitter picture

You are commenting using your Twitter account. Log Out / Change )

Facebook photo

You are commenting using your Facebook account. Log Out / Change )

Google+ photo

You are commenting using your Google+ account. Log Out / Change )

Connecting to %s