The Monkey game: A computerized verbal working memory task for self-reliant administration in primary school children
Behav Res (2016) 48:756–771
DOI 10.3758/s13428-015-0607-y
The Monkey game: A computerized verbal working memory task
for self-reliant administration in primary school children
Eva Van de Weijer-Bergsma 1 & Evelyn H. Kroesbergen 1 &
Shahab Jolani 2 & Johannes E. H. Van Luit 1
Published online: 20 June 2015
# The Author(s) 2015. This article is published with open access at Springerlink.com
Abstract In two studies, the psychometric properties of an
online self-reliant verbal working memory task (the Monkey
game) for primary school children (6–12 years of age) were
examined. In Study 1, children (n = 5,203) from 31 primary
schools participated. The participants completed computerized verbal and visual–spatial working memory tasks (i.e.,
the Monkey game and the Lion game) and a paper-andpencil version of Raven’s Standard Progressive Matrices.
Reading comprehension and math achievement test scores
were obtained from the schools. First, the internal consistency
of the Monkey game was examined. Second, multilevel
modeling was used to examine the effects of classroom membership. Multilevel multivariate regression analysis was used
to examine the Monkey game’s concurrent relationship with
the Lion game and its predictive relationships with reading
comprehension and math achievement. Also, age-related differences in performance were examined. In Study 2, the concurrent relationships between the Monkey game and two
tester-led computerized working memory tasks were further
examined (n = 140). Also, the 1- and 2-year stability of the
Monkey game was investigated. The Monkey game showed
excellent internal consistency, good concurrent relationships
with the other working memory measures, and significant age
differences in performance. Performance on the Monkey
game was also predictive of subsequent reading comprehension and mathematics performance, even after controlling for
* Eva Van de Weijer-Bergsma
1
Department of Pedagogical and Educational Sciences, Utrecht
University, P.O. Box 80140, 3508 TC Utrecht, The Netherlands
2
Department of Methodology and Statistics, Utrecht University,
Utrecht, The Netherlands
individual differences in intelligence. Performance on the
Monkey game was influenced by classroom membership.
The Monkey game is a reliable and suitable instrument for
the online computerized and self-reliant assessment of verbal
working memory in primary school children.
Keywords Verbal working memory . Psychometric
properties . Children . Computerized assessment
Working memory is the ability to temporarily store and manipulate information simultaneously and is considered an important predictor for academic performance in areas such as
reading (De Weerdt, Desoete, & Roeyers, 2013; Gathercole,
Alloway, Willis, & Adams, 2006; Swanson, Xinhua, &
Jerman, 2009) and mathematics (Bull, Espy, & Wiebe, 2008;
Friso-van den Bos, Van der Ven, Kroesbergen, & Van Luit,
2013; Geary, Hoard, Byrd-Craven, Nugent, & Numtee, 2007;
Swanson, 2006; Swanson, Jerman, & Zheng, 2008; Toll, Van
der Ven, Kroesbergen, & Van Luit, 2011). Children who are
better able to hold relevant information in mind and manipulate this information have an advantage in integrating information from different passages while reading a written text, as
well as an advantage in choosing and carrying out strategies
while solving math problems. Working memory in children is
usually assessed with computer- or paper-and-pencil tests in a
one-to-one testing situation led by a test assistant, which is
very time-consuming and costly. Computerized (online)
working memory tests that can be administered self-reliantly
or in groups could be of great value for studying working
memory in large-sample studies. The aim of this study was
to investigate the psychometric properties of a verbal working
memory task for self-reliant (group) administration in primary
school children.
Behav Res (2016) 48:756–771
Working memory is generally viewed as a multicomponent system, in which domain-specific storage and rehearsal
components or processes interact with a domain-general attentional control component (Baddeley, 2000; Baddeley &
Hitch, 1974; Engle, 2002; Engle, Tuholski, Laughlin, &
Conway, 1999; Kane, Hambrick, Tuholski, Wilhelm, Payne,
& Engle, 2004). Baddeley’s model of working memory, for
example—which is the most frequently referred-to model—
includes the central executive, phonological loop, visuospatial sketchpad, and episodic buffer (Baddeley, 2000;
Baddeley & Hitch, 1974). The central executive is a
domain-general attentional control system involved in several processes, such as the selection and execution of strategies, monitoring of input, retrieval of information from longterm memory, storing and processing of information, and
coordination of the other components of the working memory system. The two domain-specific slave systems, the phonological loop and the visuospatial sketchpad, involve the
temporary storage and rehearsal of phonological and auditory information and visual and spatial information, respectively. The episodic buffer—a temporary storage system that
is responsible for the integration of information from a variety of sources—is the third slave system (Baddeley, 2000).
The functioning of the phonological loop and the visuospatial sketchpad is typically measured using simple span tasks,
in which increasingly longer strings of information are immediately recalled without further processing. The functioning of the central executive is usually measured with complex span tasks, requiring the storage as well as the processing or manipulation of information (Kail & Hall, 2001). In
other words, working memory can be distinguished from
short-term memory, which only involves the temporary storage of information by the slave systems, whereas working
memory involves the storage as well as processing of information. Although the central executive is a domain-general
component of working memory, the tasks used to assess its
functioning also tap into one (or both) of the domainspecific slave systems. According to Engle and colleagues
(Engle, 2002; Engle et al., 1999; Kane et al., 2004), working
memory capacity is mainly determined by the domaingeneral executive component. Using a latent-variable approach with an adult sample, Kane et al. (2004) found that
a two-factor working memory model with separable verbal
and spatial factors provided the best fit. However, the large
proportion of variance shared between the two factors
(70 %) indicated that performance on working memory tasks
is primarily determined by a domain-general mechanism.
So, even though the domain-specific storage components
also play roles, the shared variance between measures of
working memory primarily reflects the contribution of the
domain-general executive component according to this view.
Nevertheless, the multicomponent nature of these working
memory models allows researchers to examine whether the
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contributions of different subcomponents vary (...truncated)