Connexions: a Social and Successful Anomaly
among Learning Object Repositories
Xavier Ochoa
Centro de Tecnolog´ ıas de Informaci´ on, Escuela Superior Polit´ ecnica del Litoral, Guayaquil, Ecuador
Email: xavier@cti.espol.edu.ec
Abstract— Connexions is a Learning Object Repository that
has gained notoriety as a successful example of collaborative
creation of learning materials. In a previous quantitative
study about the characteristics of learning material reposi-
tories, Connexions presented some anomalies that prevented
it to be classified together with other Learning Object
Repositories. This paper, working with updated data, finds
that those anomalies are not errors of the previous study,
but that the anomalies have increased and are more strongly
expressed. Moreover, those anomalies, namely the exponen-
tial growth in the number of contributors and content,
seem to be the reason behind the success of Connexions.
It is concluded in this work that Connexions strategy of
“release early, release often”, together with the openness of
its core community, that welcome and support newcomers
and sporadic contributors, offer a reasonable explanation
for the exponential growth trends found in Connection, that
can be classified now as a Social Learning Object Repository.
Index Terms— Learning Object Repositories, Social Net-
works, Connexions, Social LOR
I. I NTRODUCTION
Connexions is a Learning Object Repository (LOR)
created at Rice University in 1999 as an alternative way
to create, share, maintain, use and reuse content [1], [2].
The primary goals of Connexions are to interconnect
learning content across disciplines, courses and curricula
and to create a collaborative environment where learning
communities could share knowledge that would lead to
the creation and improvement of materials [3]. One of
the major differences between Connexions and other,
more traditional LORs, is that the process of content
development could be opened for collaboration between
interested individuals worldwide.
In a previous work of the author of this paper [4],
several systems for learning content publication were
quantitatively examined in order to find common char-
acteristics and behavioral patterns. The main conclusion
of this previous paper is that there are different kinds of
these systems where the characteristics are clearly dif-
ferent between Learning Object Repositories and Refera-
tories (LOR), Open Courseware initiatives and Learning
Management Systems (OCW and LMS) and Institutional
Repositories for research papers (IR). While most of the
systems, due to their shared characteristics, aligned quite
clearly in one of those categories, Connexions presented
some anomalies. Some of Connexions characteristics put
it, as expected, inside the LOR group. However, one very
important variable, the growth of the contributor base
presented an exponential growth, while in all the other
LORs, this growth was linear. The difference was so
clear that it could not be assigned to biases in in the
measurements or in the calculations. The only logical
conclusion, implied in the discussion section, is that
Connexions, due to its unique measured behavior, is a
new type of repository. Given that the main difference
of Connexions with more traditional LORs is the social
interaction for the creation of materials, the name Social
LOR is proposed for this new category.
The first objective of this work is to test if the anomalies
detected in [4] are still measurable and if new anomalies
could be found. To conduct this study an updated set of
data is collected from Connexions and other representative
LORs. This data is taken two years after the collection
made for the original study. Several characteristics will be
measured and analyzed using the same procedures used
in the original work.
The second objective is to provide a in-depth quanti-
tative analysis of the particular characteristics of Con-
nexions and its community that could provide some
explanation for the observed anomalies and could justify
the creation of a new category of repository where Con-
nexions would belong. First, the processes of publication
and reuse will be analyzed and the obtained variables
correlated. After, the social network that emerge from the
collaboration to create materials will be analyzed and its
characteristics also contrasted with the previous results.
This paper is structured as follows: Section II provides
some background for this study, presenting related work
made to understand Connexions and other Social LORs.
Section III explains how the data was collected and
prepared for the analyses. Section IV compares Connex-
ions with more traditional LORs in order to establish if
the anomalies are still present in the current version of
the repository. Section V analyzes the particular char-
acteristics of the production and consumption process
in Connexions and provide reasonable explanation for
two of the observed anomalies. Section VI analyzes the
social network of Connexion contributors, the result of
the analyze offer an explanation for the third observed
anomaly. The paper finishes with a general discussion
about the findings of the analyses and further research
that should be done to obtain a better understanding of
Social LORs.
JOURNAL OF EMERGING TECHNOLOGIES IN WEB INTELLIGENCE, VOL. 2, NO. 1, FEBRUARY 2010 11
© 2010 ACADEMY PUBLISHER
doi:10.4304/jetwi.2.1.11-22