Connectivism (learning theory)
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Connectivism is a theoretical framework for understanding learning in a digital age. It emphasizes how internet technologies such as web browsers, search engines, wikis, online discussion forums, and social networks contributed to new avenues of learning. Technologies have enabled people to learn and share information across the World Wide Web and among themselves in ways that were not possible before the digital age. Learning does not simply happen within an individual, but within and across the networks. What sets connectivism apart from theories such as
constructivism Constructivism may refer to: Art and architecture * Constructivism (art), an early 20th-century artistic movement that extols art as a practice for social purposes * Constructivist architecture, an architectural movement in Russia in the 1920s a ...
is the view that "learning (defined as actionable knowledge) can reside outside of ourselves (within an organization or a database), is focused on connecting specialized information sets, and the connections that enable us to learn more are more important than our current state of knowing". Connectivism sees knowledge as a network and learning as a process of
pattern recognition Pattern recognition is the automated recognition of patterns and regularities in data. It has applications in statistical data analysis, signal processing, image analysis, information retrieval, bioinformatics, data compression, computer graphics ...
. Connectivism has similarities with Vygotsky's
zone of proximal development The zone of proximal development (ZPD) is a concept in educational psychology. It represents the distance between what a learner is capable of doing unsupported, and what they can only do supported. It is the range where they are capable only with ...
(ZPD) and Engeström's
activity theory Activity theory (AT; russian: link=no, Теория деятельности) is an umbrella term for a line of eclectic social-sciences theories and research with its roots in the Soviet psychological activity theory pioneered by Sergei Rubinste ...
. The phrase "a learning theory for the digital age" indicates the emphasis that connectivism gives to technology's effect on how people live, communicate, and learn. Connectivism is an integration of principles related to
chaos Chaos or CHAOS may refer to: Arts, entertainment and media Fictional elements * Chaos (''Kinnikuman'') * Chaos (''Sailor Moon'') * Chaos (''Sesame Park'') * Chaos (''Warhammer'') * Chaos, in ''Fabula Nova Crystallis Final Fantasy'' * Cha ...
,
network Network, networking and networked may refer to: Science and technology * Network theory, the study of graphs as a representation of relations between discrete objects * Network science, an academic field that studies complex networks Mathematics ...
, complexity, and
self-organization Self-organization, also called spontaneous order in the social sciences, is a process where some form of overall order arises from local interactions between parts of an initially disordered system. The process can be spontaneous when suff ...
theories.


History

Connectivism was first introduced in 2004 on a blog post which was later published as an article in 2005 by
George Siemens George Siemens is a Canadian expatriate professor of psychology at the University of Texas at Arlington and professor and director of the Centre for Change and Complexity in Learning at the University of South Australia. He is known for his the ...
. It was later expanded in 2005 by two publications, Siemens' ''Connectivism: Learning as Network Creation'' and Downes' ''An Introduction to Connective Knowledge''. Both works received significant attention in the blogosphere and an extended discourse has followed on the appropriateness of connectivism as a learning theory for the digital age. In 2007, Bill Kerr entered into the debate with a series of lectures and talks on the matter, as did Forster, both at the Online Connectivism Conference at the University of Manitoba. In 2008, in the context of digital and e-learning, connectivism was reconsidered and its technological implications were discussed by Siemens' and Ally.


Nodes and links

The central aspect of connectivism is the metaphor of a network with nodes and connections. In this metaphor, a node is anything that can be connected to another node such as an organization, information, data, feelings, and images. Connectivism recognizes three node types: neural, conceptual (internal) and external. Connectivism sees learning as the process of creating connections and expanding or increasing network complexity. Connections may have different directions and strength. In this sense, a connection joining nodes A and B which goes from A to B is not the same as one that goes from B to A. There are some special kinds of connections such as "self-join" and pattern. A self-join connection joins a node to itself and a pattern can be defined as "a set of connections appearing together as a single whole". The idea of organisation as cognitive systems where knowledge is distributed across nodes originated from the
Perceptron In machine learning, the perceptron (or McCulloch-Pitts neuron) is an algorithm for supervised learning of binary classifiers. A binary classifier is a function which can decide whether or not an input, represented by a vector of numbers, belon ...
(Artificial neuron) in an
Artificial Neural Network Artificial neural networks (ANNs), usually simply called neural networks (NNs) or neural nets, are computing systems inspired by the biological neural networks that constitute animal brains. An ANN is based on a collection of connected unit ...
, and is directly borrowed from
Connectionism Connectionism refers to both an approach in the field of cognitive science that hopes to explain mental phenomena using artificial neural networks (ANN) and to a wide range of techniques and algorithms using ANNs in the context of artificial in ...
, "a software structure developed based on concepts inspired by biological functions of brain; it aims at creating machines able to learn like human". The network metaphor allows a notion of "know-where" (the understanding of where to find the knowledge when it is needed) to supplement to the ones of "know-how" and "know-what" that make the cornerstones of many theories of learning. As Downes states: "at its heart, connectivism is the thesis that knowledge is distributed across a network of connections, and therefore that learning consists of the ability to construct and traverse those networks".


Principles

Principles of connectivism include: *Learning and knowledge rests in diversity of opinions. *Learning is a process of connecting specialized nodes or information sources. *Learning may reside in non-human appliances. *Learning is more critical than knowing. *Maintaining and nurturing connections is needed to facilitate continuous learning. When the interaction time between the actors of a learning environment is not enough, the learning networks cannot be consolidated. *Perceiving connections between fields, ideas and concepts is a core skill. *Currency (accurate, up-to-date knowledge) is the intent of learning activities. *Decision-making is itself a learning process. Choosing what to learn and the meaning of incoming information is seen through the lens of a shifting reality. While there is a right answer now, it may be wrong tomorrow due to alterations in the information climate affecting the decision.


Teaching methods

Summarizing connectivist teaching and learning, Downes states: "to teach is to model and demonstrate, to learn is to practice and reflect." In 2008, Siemens and Downes delivered an online course called "Connectivism and Connective Knowledge". It covered connectivism as content while attempting to implement some of their ideas. The course was free to anyone who wished to participate, and over 2000 people worldwide enrolled. The phrase "
Massive Open Online Course A massive open online course (MOOC ) or an open online course is an online course aimed at unlimited participation and open access via the Web. In addition to traditional course materials, such as filmed lectures, readings, and problem sets, man ...
" (MOOC) describes this model. All course content was available through
RSS RSS ( RDF Site Summary or Really Simple Syndication) is a web feed that allows users and applications to access updates to websites in a standardized, computer-readable format. Subscribing to RSS feeds can allow a user to keep track of many di ...
feeds, and learners could participate with their choice of tools: threaded discussions in
Moodle Moodle is a free and open-source learning management system written in PHP and distributed under the GNU General Public License. Moodle is used for blended learning, distance education, flipped classroom and other online learning projects in s ...
, blog posts,
Second Life ''Second Life'' is an online multimedia platform that allows people to create an avatar for themselves and then interact with other users and user created content within a multi player online virtual world. Developed and owned by the San Fra ...
and synchronous online meetings. The course was repeated in 2009 and in 2011. At its core, connectivism is a form of experiential learning which prioritizes the set of formed by actions and experience over the idea that knowledge is propositional.


Criticisms

The idea that connectivism is a new theory of learning is not widely accepted. Verhagen argued that connectivism is rather a "pedagogical view."Connectivism: a new learning theory?
, Pløn Verhagen (University of Twente), November 2006
The lack of comparative literature reviews in Connectivism papers complicate evaluating how Connectivism relates to prior theories, such as socially distributed cognition (Hutchins, 1995), which explored how connectionist ideas could be applied to social systems. Classical theories of cognition such as
activity theory Activity theory (AT; russian: link=no, Теория деятельности) is an umbrella term for a line of eclectic social-sciences theories and research with its roots in the Soviet psychological activity theory pioneered by Sergei Rubinste ...
(Vygotsky, Leont'ev, Luria, and others starting in the 1920s) proposed that people are embedded actors, with learning considered via three features – a subject (the learner), an object (the task or activity) and tool or mediating artifacts.
Social cognitive theory Social cognitive theory (SCT), used in psychology, education, and communication, holds that portions of an individual's knowledge acquisition can be directly related to observing others within the context of social interactions, experiences, an ...
(Bandura, 1962) claimed that people learn by watching others.
Social learning theory Social learning is a theory of learning process social behavior which proposes that new behaviors can be acquired by observing and imitating others. It states that learning is a cognitive process that takes place in a social context and can occu ...
(Miller and Dollard) elaborated this notion.
Situated cognition Situated cognition is a theory that posits that knowing is inseparable from doing by arguing that all knowledge is situated in activity bound to social, cultural and physical contexts. Under this assumption, which requires an epistemological shift ...
(Brown, Collins, & Duguid, 1989; Greeno & Moore, 1993) alleged that knowledge is situated in activity bound to social, cultural and physical contexts; knowledge and learning that requires thinking on the fly rather than the storage and retrieval of conceptual knowledge. Community of practice (Lave & Wenger 1991) asserted that the process of sharing information and experiences with the group enables members to learn from each other. Collective intelligence (Lévy, 1994) described a shared or group intelligence that emerges from collaboration and competition. Kerr claims that although technology affects learning environments, existing learning theories are sufficient.which radical discontinuity?
Bill Kerr, February 2007
Kop and HillConnectivism: Learning theory of the future or vestige of the past?
Rita Kop, Adrian Hill. In "The International Review of Research in Open and Distance Learning", Vol 9, No 3 (2008),
conclude that while it does not seem that connectivism is a separate learning theory, it "continues to play an important role in the development and emergence of new pedagogies, where control is shifting from the tutor to an increasingly more autonomous learner." AlDahdouh examined the relation between connectivism and Artificial Neural Network (ANN) and the results, unexpectedly, revealed that ANN researchers use constructivism principles to teach ANN with labeled training data. However, he argued that connectivism principles are used to teach ANN only when the knowledge is unknown. Ally recognizes that the world has changed and become more networked, so learning theories developed prior to these global changes are less relevant. However, he argues that, "What is needed is not a new stand-alone theory for the digital age, but a model that integrates the different theories to guide the design of online learning materials.".Foundations of Educational Theory for Online Learning
In ''The Theory and Practice of Online Learning'', Terry Anderson, Ed., May 2008
Chatti notes that Connectivism misses some concepts, which are crucial for learning, such as reflection, learning from failures, error detection and correction, and inquiry. He introduces the Learning as a Network (LaaN) theory which builds upon connectivism, complexity theory, and double-loop learning. LaaN starts from the learner and views learning as the continuous creation of a personal knowledge network (PKN). Schwebel of Torrens University notes that Connectivism provides limited account for how learning occurs online. Conceding that learning occurs across networks, he introduces a paradox of change. If Connectivism accounts for this changing in networks, and these networks change so drastically, as technology has in the past, then theses like this must account for that change too, making it no longer the same theory. Furthermore, citing '' Understanding Media: The Extensions of Man'', Schwebel notes that the nodes can impede on the types of learning that can occur, leading to issues with democratised education, as content presented within the network will both be limited to how the network can handle information, and what content is likely to be presented within the network through behaviourist style principles of reinforcement, as providers are likely to recirculate, reproduce and reiterate information that is rewarded through things such as likes.


See also


References


External links


Web Presentation (Oral/Slide show) on Connectivism


{{DEFAULTSORT:Connectivism Learning theory (education) Philosophy of education Technology integration models