Mind wandering, control failures, and social media distractions in
online learning
R. Benjamin Hollis
*
, Christopher A. Was
Kent State University, United States
article info
Article history:
Received 30 March 2015
Received in revised form
8 January 2016
Accepted 15 January 2016
Available online 1 February 2016
Keywords:
Mind wandering
Working memory
Online learning
abstract
Mind wandering often leads to performance and accuracy errors during activities that are demanding
and require concentration. Students are often asked to concentrate on demanding tasks in their studies,
and by the nature of this principle, off-task thinking would inherently be prohibitive to their success.
Further, the distracting nature of social media and technology may greatly increase the likelihood of
mind wandering when students are engaged in online learning, requiring them to engage with said
technology. To examine the relationships among working memory, interest, mind wandering and per-
formance, 126 participants from at a large Midwestern state university completed three complex span
tasks, responded to mind-wandering probes while watching two online lectures and rated interest in the
lecture topics. Higher levels of mind wandering predicted lower levels of academic performance. Lower
levels of working memory capacity predicted higher levels of mind wandering and lower levels of ac-
ademic performance. Higher levels of topic interest predicted lower levels of mind wandering. A novel
mind wandering probe, thinking about or using another technology, accounted for 29% of all off-task
thinking.
© 2016 Elsevier Ltd. All rights reserved.
1. Introduction
Mind wandering is a shift from an ongoing activity to task-
unrelated thoughts. These drifting thoughts are quite common;
we mind wander 30%e50% of the time on our daily lives (Levinson,
Smallwood, & Davidson, 2012; McVay & Kane, 2012b). And this
common mind wandering experience can result in deficits. When
tasks require concentration or are cognitively demanding, wan-
dering to task-unrelated thoughts (TUTs) often leads to perfor-
mance and accuracy errors on the primary activity (e.g. McVay &
Kane, 2009; McVay & Kane, 2012b; Unsworth & McMillan, 2013).
Therefore, investigating individual differences in mind wandering
and the impact on performance is particularly relevant in an
educational setting because of the inclination for the mind to
wander and the resulting performance deficits. The goal of this
study was to examine individual differences in mind wandering,
working memory capacity, interest, and performance in an online
classroom.
1.1. Mind wandering in education
Researching mind wandering in online education fills the gap
between this study and previously studied contexts for off-task
thinking. Now that much of post-secondary education takes place
online, in the current study we hoped to understand how mind
wandering, interest, and working memory interact to impact stu-
dent learning. Most critically, our key questions and predictions are
based on the Control Failures X Concerns theory of mind wandering
that was proposed by McVay and Kane (2009; 2010). According to
this theory, when people have a control failure “off-task intrusions
are automatically generated from a continuous stream of thought
on the basis of current concerns of the individual and cued by the
environment” (McVay & Kane, 2012b, p. 326). In an online envi-
ronment, one possible distractor is the technology itself. Junco
(2012) and Wood et al. (2012) demonstrated that multitasking
with social media and related technologies led to poorer academic
performance. Thus, one unique prediction from this theory that we
explore is that students engaged in online learning activities will
experience mind wandering in relation to personally relevant
technologies, and in turn, this mind wandering will relate to poor
performance in the class.
As one would expect, mind wandering is frequent in traditional
* Corresponding author. Office of Continuing and Distance Education, Kent State
University, 220 Lincoln Building, Kent, OH, 44242, United States.
E-mail address: rbhollis@kent.edu (R.B. Hollis).
Contents lists available at ScienceDirect
Learning and Instruction
journal homepage: www.elsevier.com/locate/learninstruc
http://dx.doi.org/10.1016/j.learninstruc.2016.01.007
0959-4752/© 2016 Elsevier Ltd. All rights reserved.
Learning and Instruction 42 (2016) 104e112