Volume of alerts showed a high correlation with student performance, researchers said, but that ideal timing of these alerts needs further data analysis.

Jenn Stringer, who has served as associate CIO and director of educational technology services since 2013, started as UC Berkeley's CIO on Monday.

Classrooms across the globe have begun to include blockchain and bitcoin into their legal, business and engineering curricula.