Mapping the Open Education Landscape: Citation Network Analysis of Historical Open and Distance Education Research


Mapping the Open Education Landscape: Citation Network Analysis of Historical Open and Distance Education Research

Martin Weller symbol & Katy Jordan symbol

The Open University (United Kingdom) &

Irwin DeVries symbol

Thompson Rivers University (Canada)

Viv Rolfe symbol

Independent open educator (United Kingdom)


The term open education has recently been used to refer to topics such as Open Educational Resources (OERs) and Massive Open Online Courses (MOOCs). Historically its roots lie in civil approaches to education and open universities, but this research is rarely referenced or acknowledged in current interpretations. In this article the antecedents of the modern open educational movement are examined, as the basis for connecting the various strands of research. Using a citation analysis method the key references are extracted and their relationships mapped. This work reveals eight distinct sub-topics within the broad open education area, with relatively little overlap. The implications for this are discussed and methods of improving inter-topic research are proposed.

Keywords: Open education, distance education, citation network analysis, social network analysis

Reception date: 13 January 2018 • Acceptance date: 2 March 2018



The purpose of this paper is to enrich current scholarship by exploring and identifying key historic papers, authors and themes in open education research. The work builds on a systematic approach that identified a corpus of historical open education articles from the 1970’s which are almost entirely non-cited in the literature today (Rolfe, 2016). It is intended that this study will provide an accessible starting point for researchers to deepen their understanding and further explore and incorporate earlier open and distance education research into their current work.

Open education is an evolving term that covers a range of philosophies and practices aimed at widening access to education for those wishing to learn, with the current focus predominantly on practices based around reuse and sharing. This current focus can be traced back to the Open Educational Resources (OER) movement, and the use of open licences, such as Creative Commons licences.

Current interpretations of open education are often shaped by the OER movement with an emphasis on the ‘5Rs of reuse’ (Reuse, Revise Remix, Redistribute and Retain - Wiley 2014). For instance Wiley (2013, 2017) defines open pedagogy as the ‘set of teaching and learning practices only possible in the context of the affordances of open educational resources as enabled by the 5Rs’ and talks of OER enabled pedagogies. The profile of open education has been further raised in recent years by the popularity of Massive Open Online Courses (MOOCs). Although they do not always meet the 5Rs criteria, MOOCs are open to all and freely available. The growth of awareness and use of open textbooks, as a specific form of OER, has also gained a great amount of attention over the past few years, particularly in North America through projects such as OpenStax and BC Campus.

In addition, the advent of policies around open access publishing has raised the profile of openness in general for many working in higher education. The Registry of Open Access Repository Mandates and Policies (ROARMAP) tracks open access policies at the funder, research organisation and multiple organisation level and indicates 887 at the end of 2017, in 68 different countries. These open access policies have expanded more recently to encompass open access to research data, with support from funding bodies and policy makers.

Policies relating to OER are similarly increasing. Keskin et al. (2018) examined OER and MOOCs policies USA, UK, Canada, South Korea and Turkey and found that each had policies of varying forms to promote the development and use of OER and MOOCs. A European Framework for the Digital Competence of Educators (Redecker, 2017) proposes that a key competence for all educators is to “effectively identify resources that best fit their learning objectives, learner group and teaching style, to structure the wealth of materials, establish connections and to modify, add on to and develop themselves digital resources to support their teaching” (p. 20). Understanding open licenses and the use of OER is stated as a key means to realise this. UNESCO made OER a central method for realising their Sustainable Development Goal 4: Ensure inclusive and quality education for all and promote lifelong learning, with the 2017 Ljubljana OER action plan (UNESCO, 2017).

The formalisation of open principles into policy could be seen to indicate that open education in its various forms has entered much of the mainstream educational practice, since the inception of the OER movement in 2001. However, concepts and practices associated with open education have a longer history than the OER movement. Peter and Deimann (2013) highlight open education practices stretching back to the Middle-ages with the founding of universities which “contained in them the idea of openness, albeit by no means comprehensive. This period highlights ‘open’ as learner driven, resting on a growing curiosity and increasing awareness of educational opportunities” (p. 9). Open education can be traced through the 17th Century with coffee-houses and then into the industrial revolution with schools and working clubs. Then in the 20th Century the founding of ‘open’ universities such as the UK Open University and the University of South Africa developed a model of large-scale provision.

This longer historical perspective highlights that open education is a shifting concept. The authors conclude that

Historical forms of openness caution us against assuming that particular configurations will prevail, or that social aspects should be assumed as desired by default. […] After a period of open movements many times there have been slight but important shifts from ‘pure’ openness towards ‘pretended’ openness, i.e. some aspects have been modified to offer more control for producers and other stakeholders (Peter & Deimann, 2012, p. 12).

From the current perspective, Weller (2014) proposes three core antecedents for the current open education movement, namely open universities, open source software, and web 2.0 culture. From these a number of coalescing principles can be derived, including: freedom to reuse; open access; free cost; easy use; digital, networked content; social, community based approaches; ethical arguments for openness; and openness as an efficient model. These shared principles are significant for the work that follows, as it suggests that even though practitioners may be working in tightly focused and defined areas of interest, there are commonalities across much of open education. However, while this suggests that the current manifestation of open education has its roots in previous interpretations and developments, much of the current literature in what can broadly be defined as open education fails to acknowledge or cite this earlier work. Weller (2016) analysed publications from an OER research repository (the OER Knowledge Cloud), and derived the following categories: Project Case Study; Technical; OER as subject; Research with impact data; Policy; Practitioner; OER in developing nations; MOOCs; Pedagogy; Open practice.

There is a strong tendency to be self-referential across all of these categories, with little reference to open education prior to OER movement. A preliminary systematic search (Rolfe, 2016) for “open education” across a number of databases, retrieved over two hundred articles and revealed that there was an initial peak in the period 1970-74, with articles deriving largely from the concentrating on open pedagogy in UK infant schools, and also from the founding of the Open University. The next significant peak in publications is found in 2010-15 as MOOCs, open textbooks and OER gain traction (Figure 1).

Figure 1: Frequency of published articles on open education over time

There is little connection between these two peaks of open education publications however. For instance, Katz (1972) and Resnick (1972) were two of the most frequently cited papers (41 and 21 respectively) that deal with broadly applicable open education issues, but are rarely cited beyond the 1980s.

As the work above highlights, research and definitions of open education continues to evolve and branch into new areas of focus. However, many of its themes bear certain similarities to earlier research starting from the late 1960s and developing through to the ‘80s and beyond. For example, the popularity of MOOCs was hailed as a revolution in higher education, democratizing learning for millions (Koller, 2012), with 2012 being declared the ‘Year of the MOOC’ (Pappano, 2012). However, completion rates were very low (Jordan, 2014), the demographics of learners favoured those with an existing high level of education (Kolowich 2013), and they were expensive to produce (Hollands & Tirthali, 2014). By 2013, even MOOC pioneer Sebastian Thrun declared that they were ‘a lousy product’ (Chafkin, 2013). Much of the early MOOC literature ignored existing literature on distance education and e-learning, declaring them ‘the first generation of online learning’ (Godin, 2016). The literature on supporting students at a distance (e.g. Tait, 2004), e-learning costs (e.g. Bates, 1995; Weller, 2004), or student retention (e.g. Tinto, 1975) may well have provided useful contributions to this development, but was largely ignored. Similarly, much of the current provision in distance education can learn from the development of tools, and production techniques in MOOCs.

It is the authors’ contention that providing connections between these bodies of research in open education is mutually beneficial for researchers and practitioners. The studies into practice since the 1970s have produced an extensive body of theory in open and distance education, which can add valuable insights for current researchers and practitioners. In addition, researchers and graduate students will be able to enrich their studies by tracing ideas, connections, discontinuities and patterns gleaned from the analysis of earlier studies. Further, current discourses about the meaning of openness in education may well benefit from an understanding of historical patterns of open and distance education research, in particular the challenges faced.


Social network analysis (SNA) approaches were used to build a network of the literature cited in the field. SNA is not a single approach but rather a toolkit of different metrics and analyses which can be used in a range of contexts where social relations can be conceived of as links between individual nodes (Borgatti, Mehra, Brass & Labianca, 2009; Kadushin, 2012; Wasserman & Faust, 1994). By viewing social relations as a network, novel insights can be gained in terms of the structure of communities and importance of key connections (Borgatti et al., 2009). By thinking in these terms, the literature cited in an academic publication can be conceived of as a network where each reference is a node, linked to another node (the publication it is cited in) through a tie which represents the social practice of a citation.

This approach has been widely used to visualise the structure of scientific knowledge and map academic disciplines (Börner, Chen & Boyack, 2003; Small, 1999). When applied to a variety of subject areas, this approach has yielded insights into the sub-domains within a field and areas of overlap between them. Dawson, Gašević, Siemens and Joksimovic (2014) used this approach to examine the network of literature cited by papers at the Learning Analytics and Knowledge annual conferences from 2011 to 2013, with a view to “to identify the emergence of trends and disciplinary hierarchies that are influencing the development of the field to date” (Dawson et al., 2014, p. 231).

As such, using citation network analysis serves the goals of the present study to an extent, as a way of identifying sub-domains within literature related to openness and education. However, a key distinction between existing studies and the present study is the exploratory and historical nature of the research. Whereas citation networks typically start with a well bounded and defined set of literature (Dawson et al., 2014, for example), the term openness is not clearly defined and draws upon multiple subject areas, making a well-defined set of literature to include is a challenge (this problem also reflects the aims of the study itself). We also set out to trace the links between contemporary and historical perspectives on openness, which also calls for an exploratory approach to uncover the citation links to earlier works.

To this end, an iterative approach was used to generate the sample of papers selected for inclusion in the citation network. An initial sample of 20 documents were selected, on the basis of literature database searches for items which referred specifically to the history or definition of openness ((“open education”, “open learning”, openness)AND(history,definition)), listed in Table 1.


Table 1: The collection of initial papers identified to seed the cited literature network
Author Year Title Journal
Traub, R.E., Weiss, J., Fisher, C.W. & Musella, D. 1972 Closure on openness: Describing and quantifying open education Interchange
Hyland, J.T. 1979 Open Education: a slogan examined Educational Studies
Lewis, R. 1986 What is open learning? Open Learning: The journal of open, distance and e-learning
Rumble, G. 1989 ‘Open learning’, ‘distance learning’, and the misuse of terms Open Learning: The journal of open, distance and e-learning
Evans, T. & Nation, D. 1992 Theorising open and distance education Open Learning: The journal of open, distance and e-learning
Guri-Rozenblit, S. 1993 Differentiating between Distance/Open Education Systems: Parameters for Comparison International Review of Education
Calder, J. 2000 Beauty Lies in the Eye of the Beholder International Review of Research in Open and Distance Learning
McAndrew, P. 2010 Defining openness: updating the concept of “open” for a connected world Journal of Interactive Media in Education
Friesen, N. & Murray, J. 2013 “Open Learning 2.0”? Aligning Student, Teacher and Content for Openness in Education E-Learning and Digital Media
Peter, S. & Deimann, M. 2013 On the role of openness in education: A historical reconstruction Open Praxis
Longstaff, E. 2014 The Prehistory of MOOCs: Inclusive and Exclusive Access in the Cyclical Evolution of Higher Education Journal of Organisational Transformation & Social Change
Weller, M. 2014 The Battle for Open: How openness won and why it doesn’t feel like victory Book
Dalsgaard, C. & Thestrup, K. 2015 Dimensions of Openness: Beyond the Course as an Open Format in Online Education International Review of Research in Online and Distributed Learning
Gourlay, L. 2015 Open Education as a “Heterotopia of Desire” Learning, Media and Technology
Oliver, M. 2015 From openness to permeability: reframing open education in terms of positive liberty in the enactment of academic practices Learning, Media and Technology
Hug, T. 2016 Defining Openness in Education Living Reference Work Entry, Encyclopedia of Educational Philosophy and Theory
Baker, F.W. 2017 An Alternative Approach: Openness in Education over the Last 100 Years TechTrends
Cronin, C. 2017 Openness and Praxis: Exploring the Use of Open Educational Practices in Higher Education International Review of Research in Online and Distributed Learning
Kalz, M., Khalil, M. & Ebner, M. 2017 Editorial for the special issue on advancing research on open education Journal of Computing in Education
Smith, M.L. & Seward, R. 2017 Openness as social praxis First Monday

The references were then extracted from each of the above (forward citations were not included). The literature and references were checked for consistency and duplicate items in a two-column spreadsheet (references in a first column of ‘source’ items and the articles in which they are cited in a second ‘target’ column). The data were then exported as CSV files and imported into Gephi for network analysis (Bastian, Heymann & Jacomy, 2009). The steps involved in the process are illustrated in Figure 2 using some of the references from one of the initial sample of ‘seed’ papers.

Figure 2: Illustration of the process of creating a network from the references in a seed paper

The papers which were cited by at least two of the original sample items were then added to the sample to include their references in the next iteration. Although this process could be repeated indefinitely, four iterations have been carried out and it was felt that meaningful clusters had emerged at this point. It is worth reiterating that the nature of the network is exploratory rather than exhaustive. At this point, the network included 5,217 references from a total of 172 publications. Note that it was not possible to include references for some multi-cited items due to not having any references, or not being accessible online (books or chapters).


The full final citation network is shown in Figure 3. Articles which were included in the sample and their references used to build the network are shown as magenta nodes. Those which were cited more than twice but whose references were not included are shown in blue. There were several reasons why this would be the case, including articles not having references, references not being accessible online, or having achieved >2 citations in the fourth iteration (i.e. those which would have been included in a fifth iteration of the network). Nodes which were only cited once are shown in grey.

Figure 3: Full network of items included in the citation network. Magenta = first sample articles; blue = articles cited more than twice but references not included; grey = articles cited once

The network visualisation in Figure 3 uses the Force Atlas 2 algorithm (Jacomy, Venturini, Heymann & Bastian, 2014). The algorithm is based on two simple principles: “Nodes repulse each other like charged particles, while edges attract their nodes, like springs” (Jacomy et al. 2014). As a result, clusters of papers have emerged based on the extent of sharing the same references, which raises questions of both what the clusters represent, and which key publications act as links between different clusters. In order to clearly characterise the network further, the same layout will be maintained but items for which references were not included will be removed. Highly cited items (>4 citations) for which references were not included will be kept, as this will include notable publications which did not have references or references were inaccessible. The resulting network is shown in Figure 4, with nodes colour-coded to show categories applied by the researcher in order to distinguish the nature of different communities1. Items which did not immediately lend themselves to a particular category are shown in grey.

Figure 4: Annotated version of the network. Colour coding indicates categories applied by the researcher, and node size is scaled to reflect the number of times each item is cited within the dataset

These categories are partly a subjective interpretation of the clustering. Each of them is now considered in turn, and the type of subjects they address.

The Open Education in schools (or Open Classrooms) movement is the earliest cluster present in the network, receiving greatest focus in the early 1970s. The term originated in the UK in the wake of the Plowden report (1967), a comprehensive review of primary school provision at the time. The concept subsequently proved popular in America. In this context, ‘open’ can relate both to the physical layout of classroom spaces, and approaches to designing educational tasks.

Distance education emerges in the network from 1980 onwards, with a focus on the growing phenomenon of open and distance universities. Two notable shifts occur which link distance education to other subsequent themes in the development of openness. From the mid 1980s, the term ‘open learning’ becomes more prominent, signalling a shift towards learner-centred pedagogy and removing barriers. Towards the end of the decade, technological advances such as computer-mediated communication and the nascent World Wide Web become increasingly important. Both lay some of the groundwork for the subsequent theme of ‘E-learning and online education’.

E-learning and online education rose to prominence in the 1990s and early 2000s, bridging the gap between distance education and OER. This period saw a mainstreaming of many of the issues relating to open education, as e-learning became an area of interest for traditional universities and not just open education providers. Over this period, e-learning (and related terms, such as technology enhanced learning) become increasingly synonymous with the Internet and web-based technologies, while largely not losing sight of the importance of pedagogy and adapting teaching practices rather than relying on new technology alone.

Open access publishing entered the network as a concept towards the end of the 1990s, with a focus on metrics and how OA compares to traditional scholarly publishing during the 2000s. In contrast to the other themes so far, this cluster is not primarily concerned with education in terms of teaching, but rather focused on the research activities and outputs of higher education. As such, it is not widely linked to the other themes in the network, but has been an important contributor towards open practices in terms of digital scholarship.

The Open Educational Resources (OER) theme is a tight-knit community at the heart of the network. The OER theme emerges around the year 2000, initially focusing upon learning objects, open source education, and OpenCourseWare. The theme is central to the citation network, both drawing upon existing work in e-learning and distance education, and influencing subsequent themes of MOOCs and open practices. While the discourse around OER emphasise opening up quality educational resources on a global scale, later in the theme a recognition that access is not enough and need to be combined with open educational practices emerges.

Social media emerged as a theme in the network, from the mid 2000s. While the majority of papers included in the network are written from a more general Internet Studies or Communication perspective rather than focused on education or academia, the position of the theme suggests that this body of work has been influential in thinking about open practices and scholarly activities online. Use of online social networking tools is particularly prominent, but the theme also includes ideas related to ‘Web 2.0’ and social media more broadly, such as blogging. In very recent years, this theme has been less well represented as the focus has shifted towards use of tools as part of Open practices.

Massive open online courses (MOOCs) represent one of the most recent themes within the network. Although ‘open’ is ostensibly foregrounded, being part of the acronym itself, the relationship with the discourse surrounding openness in education is less clear. The group of papers on the theme of MOOCs have some shared connections to the OER and e-learning clusters, but are distinct.

The theme of Open practices is one of the most recent and ongoing areas for research in the field. Its location within the network shows how it sits at the intersection of social media, open access publishing, and OER. It includes articles focused upon digital scholarly practices, and open educational practices, spanning both the research and teaching remits of higher education.

In addition to identifying research themes through characterising the clustering within the network, viewing the connections in this way also gives insight into their relative proximity. Open practices have emerged as the connection between three of the major communities - OER, Open Access publishing, and social media. MOOCs appear to be most closely related to OER, whilst the two oldest communities (Open education in schools, and Distance education and open learning) are only weakly linked to the main body of the network, and only to each other through more recent work. The temporal development of the network can be seen more clearly through Figure 5.

Figure 5: The network, colour-coded according to publication date

In addition to the two communities (Open education in schools, and Distance education and open learning) highlighted as some of the oldest papers in the network in Figure 5, there are also a handful of older, highly-cited papers at the heart of the network. These nodes are also not easily classified within a particular community (Figure 3). The most highly cited nodes (>7 citations) within the network are listed in Table 2, and their positions within the network are labelled in Figure 6. For items in Table 2 which were highly cited but did not clearly sit exclusively within one particular community, the ‘category’ field is left blank.


Table 2: Highly cited nodes within the network, and their associated communities
Publication Citations Category
Atkins, Brown & Hammond (2007) 23 OER
OECD (2007) 16 OER
Lave & Wenger (1991) 15
Wenger (1998) 14
Downes (2007) 12 OER
Hylen (2006) 12 OER
Geser (2007) 11 OER
Wiley (2007) 10 OER
Caswell et al. (2008) 10 OER
Vygotsky (1978) 10
Siemens (2005) 9
UNESCO (2002) 9 OER
boyd & Ellison (2007) 8 Social media
McAndrew et al. (2009) 8 Distance education and open learning
Harnad & Brody (2004) 8 OA publishing
Jenkins et al. (2006) 8


Figure 6: Labelled positions of the highly cited publications listed in Table 2 within the network (cropped)

In addition to considering the number of citations as a way of identifying key papers within the network, betweenness centrality is a network metric which can be used to identify papers based on their position within the network structure. Betweenness centrality is calculated based on the number of shortest paths; that is, the shortest way to navigate through the network between any two given nodes. The 20 publications with the highest betweenness centrality are listed in Table 3, and their network positions shown in Figure 7. Note that some of the ‘category’ fields in Table 3 are left intentionally blank, as these items did not fall clearly into one of the emergent communities or another in the network, i.e. they correspond to some of the nodes which are colour-coded as grey in Figure 4.


Table 3: The 20 publications exhibiting greatest betweenness centrality in the network
Publication Betweenness Centrality Category
OECD (2007) 1138 OER
Iiyoshi & Kumar (2008) 728
Weller (2011) 671 Open practices
Daniel (1996) 662
Downes (2007) 634 OER
Dholakia, King & Baraniuk (2008) 599 Open education
Daniel et al. (2006) 490 Open source
Hylen (2006) 451 OER
Hajjem, Harnad & Gingras (2005) 379 OA publishing
Fini (2009) 339 MOOCs
Laurillard (1993) 317 E-learning
Weller (2014) 268
McAndrew et al. (2009) 236 Distance education and open learning
Veletsianos (2012) 214 Open practices
McAuley et al. (2010) 201 MOOCs
Brown & Adler (2008) 190 Open education
Ehlers (2011) 167 Open practices
Fini et al. (2008) 152 Open education
Lane & McAndrew (2010) 147 OER
McAndrew (2010) 137


Figure 7: Labelled positions of the publications with high betweenness centrality listed in Table 3 within the network (cropped)

Discussion and Conclusions

This research is not intended to be exhaustive, nor are the identified prominent studies intended to be canonical. It would be possible realise a different network with different seeding inputs. However, this research does offer a new and interesting view on the development of the field of open education over time. The eight distinct sub-topics within open education over the past four decades were identified as open access, OER, MOOCs, open educational practice, social media, e-learning, open education in schools and distance learning. These communities are perhaps not surprising, although in some ways the relationships between them are. For instance, large islands exist consisting of such areas as open education in schools, MOOCs, and distance education and open learning. While e-learning has a preponderance of citations, it again exists by itself with little connection to the other areas. The lack of connection between MOOCs and e-learning literature for instance, reinforces the anecdotal sense that this field has developed without recognition of work that has preceded it.

There has been a temporal aspect to much of this development which is represented in Figure 5. Distance education morphed into e-learning literature during much of the 1980s and 1990s. The initiation of the OER movement since 2002 has also coincided with open access as a field of interest. The rise of web 2.0 and social media in the late 2000s led to research relating to academic use of these tools. Social media, OER and open access can be seen as precursors to MOOCs and open practice respectively. Open education in schools has seen different periods of interest, but remained largely distinct from the others. Each of these practices might make reference to its precursor movement, but rarely beyond that.

However, the linking between the sub topics in the network should not be viewed simply as newer developments, such as MOOCs, acknowledging and learning from prior developments, but also established areas benefiting from new insights. For example, Tait (in press) analyses the future of open, distance education universities and highlights a lack of innovation as a potential threat to their long-term sustainability. Similarly, Paul (2016) argues that open universities have been resistant to adopting many of the digital methods in delivery, allowing other providers to ‘steal their clothes’ in Daniel’s (2017, p.2) phrase. The research in topics such as MOOCs, social media and OER are closely related to open university practice and so provide a route for innovation that falls within the remit of such universities. Strengthening the relationship between these research areas then might be seen as a first step in addressing this innovation lag.

Of the eight areas identified there seems to be a relationship between how tightly clustered the references are and the clarity of definition. For example, clear definitions exist for open access (e.g. Suber, 2004) and OER (e.g. UNESCO, 2002). E-learning comparatively is less well defined, covering any aspect of ICT in education, online learning, learning management systems, and so on. The references here are thus less well connected. Similarly, open educational practice (OEP) is an emerging field which does not have a clear definition, as Havemann (2016) states, ‘the value of OEP as a concept is in its more wide-ranging remit’. Thus, what is included in this classification is more disparate than for others. It can also be seen however as a connecting thread between all the other fields. OEP addresses the manner in which each of these other areas are implemented and educators adapt their practice.

These and other patterns in the diagram give evidence of a lack of solid connections between what intuitively would appear to be strongly related areas. It also highlights the importance of publications that act as nodes between these ‘islands’, forming possible bridges between the different communities. Open education does not constitute a discipline, in the manner of a hard science for example, so there is no agreed canon of research that all researchers will be familiar with. It is also an area that practitioners tend to move into from other fields, often because of an interest in applying aspects of openness to their foundational discipline. This can be seen as an advantage, in that different perspectives are brought into the domain, and it evolves rapidly. However, it also results in an absence of shared knowledge, with the consequence that existing knowledge is often ‘rediscovered’ or not built upon. In order to partly address this issue, the authors have created a Beginner’s Guide with a summary of key articles in each of the eight areas identified (Jordan & Weller, 2017).

There are limitations to the research which should be acknowledged. The first of these is that there is a backward perspective as the citation network builds on past papers, so there may be a lag between significant papers and their recognition via this method. The method therefore provides a means of establishing a historical perspective but does not reflect the current state of the field and leading edges of research. Further, it is not possible to get a sense of the history of highly cited items which do not have references themselves to the same extent, in a network they tend to be dead-ends rather than nodes. Perhaps most significantly here are biases inherent in the social practice of citation and academia more generally, such as gender (Savonick & Davidson, 2016) and northern hemisphere bias which this work could serve to reinforce. One method of addressing this would be to reseed the initial citation network with explicitly sourced references to prioritise a particular perspective, for example publications from the global south. Also, the inaccessibility of references within print publications privileges electronic journal articles. Finally, in this approach certain types of paper tend to be more highly referenced, as noted by Dawson et al. (2014), “The analyses also indicate that the commonly cited papers are of a more conceptual nature than empirical research reflecting the need for authors to define the learning analytics space” (p. 231). The results of the method then can be influenced by the initial seeding articles. This can also be seen as a benefit however, as different versions of the network can be created to serve different purposes.

However, accepting these limitations, the method and findings of this research represent an initial attempt to provide a conceptual mapping of the broad field of open education. The findings provide some evidence that sub-topics within this area operate largely in isolation, with little cross referencing. Given the shared principles outlined previously, as well as commonality in many of the motivations and problems and techniques, this can be seen as detrimental to the development of the field as a whole. It is hoped that this work will provide some means of addressing these silos of practice.


This paper was presented at the 2018 Open Education Consortium Global Conference, held in Delft (The Netherlands) in April 24th-26th 2018 (, with whom Open Praxis established a partnership. After a pre-selection by the Conference Committee, the paper underwent the usual peer-review process in Open Praxis.


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