Machine behaviourism: future visions of ‘learnification’ and ‘datafication’ across humans and digital technologies

ABSTRACT

This paper examines visions of ‘learning’ across humans and machines in a near-future of intensive data analytics. Building upon the concept of ‘learnification’, practices of ‘learning’ in emerging big data-driven environments are discussed in two significant ways: the training of machines, and the nudging of human decisions through digital choice architectures. Firstly, ‘machine learning’ is discussed as an important example of how data-driven technologies are beginning to influence educational activity, both through sophisticated technical expertise and a grounding in behavioural psychology. Secondly, we explore how educational software design informed by behavioural economics is increasingly intended to frame learner choices to influence and ‘nudge’ decisions towards optimal outcomes. Through the growing influence of ‘data science’ on education, behaviourist psychology is increasingly and powerfully invested in future educational practices. Finally, it is argued that future education may tend toward very specific forms of behavioural governance – a ‘machine behaviourism’ – entailing combinations of radical behaviourist theories and machine learning systems, that appear to work against notions of student autonomy and participation, seeking to intervene in educational conduct and shaping learner behaviour towards predefined aims.     

Authentic,dialogical knowledge construction: a blended and mobile teacher education programme

Background: Knowledge construction and technology have been identified as critical for an understanding of the future of teacher education. Knowledge is discovered, applied and created collaboratively from authentic starting points. Today’s new mobile and blended learning environments create increased opportunities for such processes, including learner-centred approaches, authenticity and dialogical knowledge construction. However, teaching still requires appropriate learning design and structuring. The presented study explored, and was designed and implemented, using the ‘Dialogical Authentic Netlearning Activity’ (DIANA) pedagogical model, which is seen as one of the learning designing models for existing digital, open and mobile learning environments.

Purpose: The purpose of this study was to identify the challenges and opportunities inherent in the adoption of the DIANA model and to examine student-teachers’ reflections concerning authentic and dialogical knowledge construction. The focus is on the learning process.

Sample: Participants were 63 student-teachers who were following the study module ‘Networks in Vocational Education’ at the School of Professional Teacher Education, in Hämeenlinna, Finland.

Design and methods: This qualitative study uses a deductive content analysis to discern relationships between the data and the existing theory. The data for this study were drawn from an online questionnaire and participants’ self-reflective accounts.

Findings: The results indicate that achieving deep-oriented learning through dialogical actions is the most challenging part of using the DIANA model. Some of the students had difficulty understanding the concept of ‘authenticity’.

Conclusions: The findings of this study suggest enhancing learner-centred scaffolding and guidance, particularly at the outset of the learning process. In addition, methods that develop dialogical skills and competences ought to be integrated into teacher education as extensively as possible, in order to make collaborative work and problem-solving genuinely dialogical and equal.     

Meaningful interaction: toward a new theoretical approach to online instruction

ABSTRACT

Taking full advantage of the educative benefits of interaction in digital learning environments will require the development of new theoretical frameworks that can contribute to a richer understanding of interaction. Literary theory provides an excellent place to develop such a framework and advanced understanding. Literary theory enables us to reconceptualise online courses as ‘texts’, thereby equipping us with more sophisticated modes of analysis for the teaching and learning process. By rethinking online courses as texts, and better yet as what Roland Barthes has described as ‘writerly’ texts, we can improve interaction in the online classroom. More importantly, we can move toward a more meaningful form of interaction, where learners interact with course content at the level of meaning and meaning making, where interaction becomes a full participation in the production of a lesson’s meaning. Indeed, this aim of co-producing meaning should be the primary objective of all learning.     

Refugees and online education: student perspectives on need and support in the context of (online) higher education

ABSTRACT

Online education and in particular Massive Open Online Courses (MOOCs) are often regarded as a way to solve global educational challenges. In this article, we highlight the students’ uptake of such a ‘digital solution’. Presenting initial findings from a research project in Germany, we situate our investigation in the specific context of digital educational offers for refugees, using Kiron Open Higher Education as an example. Kiron has designed an innovative academic model, with MOOCs at its core, to ease refugees’ access into higher education. Drawing from student data of 1375 Kiron students we look at students’ actual usage of the offer and the accompanying support services as well as the difficulties refugee students face while navigating online higher education. Results show, amongst others, rather low completion rates in the online courses and point to a much more nuanced picture of how students make use of the offer – putting online education as an easy, straightforward formula to the integration of disadvantaged students into question.     

Older learning engagement in the modern city

Abstract

This research employs novel techniques to examine older learners’ journeys, educationally and physically, in order to gain a ‘three-dimensional’ picture of lifelong learning in the modern urban context of Glasgow. The data offers preliminary analyses of an ongoing 1500 household survey by the Urban Big Data Centre (UBDC). A sample of 1037, with 377 older adults aged 60+, was examined to understand older learner engagement in formal, in-formal, non-formal and family-learning contexts. Preliminary findings indicate that all forms of older learning participation are lower than younger and middle-age counterparts. However, there is a subset of ‘actively ageing’, socially and technologically engaged older adult ‘learner-citizens’, participating in educational, physical, cultural, civic and online activities (including online political discussions and boycotts). These older learners were more likely to be working, caretakers and report better health overall. Long-term disabilities were associated with less engagement in non-formal learning activities. Additionally, engaged older learners’ GPS trails show more city activity than their matched non-learning-engaged counterparts. Place-based variables, such as feeling safe and belonging to the local area, moderated adult participation in learning activities. The full data-set will be accessible to researchers and the general public via UBDC, providing a complex data source to explore demographically diverse learners’ within an urban context.     

Netflixing human capital development: personalized learning technology and the corporatization of K-12 education

Abstract

Advanced by powerful venture philanthropies, educational technology companies, and the US Department of Education, a growing movement to apply ‘big data’ through ‘learning analytics’ to create ‘personalized learning’ is currently underway in K-12 education in the United States. While scholars have offered various critiques of the corporate school reform agenda, the role of personalized learning technology in the corporatization of public education has not been extensively examined. Through a content analysis of US Department of Education reports, personalized learning advocacy white papers, and published research monographs, this paper details how big data and adaptive learning systems are functioning to redefine educational policy, teaching, and learning in ways that transfer educational decisions from public school classrooms and teachers to private corporate spaces and authorities. The analysis shows that all three types of documents position education within a reductive set of economic rationalities that emphasize human capital development, the expansion of data-driven instruction and decision-making, and a narrow conception of learning as the acquisition of discrete skills and behavior modification detached from broader social contexts and culturally relevant forms of knowledge and inquiry. The paper concludes by drawing out the contradictions inherent to personalized learning technology and corporatization of schooling. It argues that these contradictions necessitate a broad rethinking of the value and purpose of new educational technology.     

The Givenness of the Human Learning Experience and Its Incompatibility with Information Analytics

Abstract

The rise of learning analytics, the application of complex metrics developed to exploit the proliferation of ‘Big Data’ in educational work, raises important moral questions about the nature of what is measurable in education. Teachers, schools and nations are increasingly held to account based on metrics, exacerbating the tendency for fine-grained measurement of learning experiences. In this article, the origins of learning analytics ontology are explored, drawing upon core ideas in the philosophy of computing, such as the general definition of information and the information-theoretic account of knowledge. Drawing upon a reading of Descartes Meditatio II, which extends the phenomenology of Jean-Luc Marion into a pedagogy of intentionality, the article identifies a fundamental incompatibility between the subjective experience of learning and the information-theoretic account of knowledge. Human subjects experience and value their own information incommensurably with the ways in which computers measure and quantify information. The consequences of this finding for the design of online learning environments, and the necessary limitations of learning analytics and measurement are explored.     

Online learning experiences of new versus continuing learners: a large-scale replication study

A vast body of research has indicated the importance of distinguishing new vs. continuing students’ learning experiences in blended and online environments. Continuing learners may have developed learning and coping mechanisms for ‘surviving’ in such learning environments, while new learners might still need to adjust their learning approaches to the new learning context. In this large-scale replication study, we investigated whether and how the learning satisfaction experiences of 16,670 new vs. 99,976 continuing students were different. Using logistical regression modelling of learner satisfaction scores of 422 undergraduate blended and online modules (including 232 learner and module learning design variables), our findings indicated that new learners indeed differed subtly in their learning and teaching experiences across two consecutive academic years. The minor differences in key drivers between the 2014 and 2015 cohorts also indicate that institutions need to continuously monitor and act upon changing learning needs.     

Re/assembling ‘innovative’ learning environments: Affective practice and its politics

Abstract

In this article, we argue that the interest being taken by governments in establishing innovative learning environments (ILEs) in schools relies on a conception of space as a largely neutral arena. In consequence, relations of space and power inherent in the infrastructural shift to ILEs tend to drop from view. Adopting an assemblage approach to investigating learning environments, and exploring ILEs as they are playing out in Australian schools, we strive to surface what drops from view. Taking ILEs to be sociomaterial assemblages, we work with empirical material and trace how they assemble and reassemble. The account is less concerned with what works in ILEs; rather, its focus is on their ‘workings’ as assemblages of relations and most particularly, affective relations. Thus, we explore two affective encounters involving school leaders, teachers and students showing the ways in which they position and are positioned within ILEs. The argument is made that the assemblage approach which is non-deterministic and relational affords new ways of understanding what ILEs are and how they work and who they work for. And, that attending to affective practice brings into view the micropolitics through which infrastructural shifts and infrastructural policy-making are made.     

Tensions for educational developers in the digital university: developing the person,developing the product

ABSTRACT

Digital education, now common in higher education, is particularly evident in the expansion of blended and fully online offerings at universities. Central to this expansion are educational developers, staff who support teaching and learning improvement in courses they do not themselves teach. Working closely with staff, students, and the curriculum, educational developers see first-hand how the digital learning agenda is both implemented and experienced. This article reports on findings from a national study of three educational development groups: academic developers, academic language and learning developers, and online educational designers, from 14 Australian universities. Although their institutional settings, roles, and work practices varied considerably, a central theme was the tension arising from a perceived shift in institutional priorities from ‘people development’ to ‘product development’: that is, from building human (educator) capacity towards curriculum resource development, particularly for the online environment. Participants reported a decline in autonomy, with institutional strategy and targeted projects increasingly directing both the work that gets done, and the skill sets required to do it. Their observations have implications for how universities conceptualise the development and support of the educational process.     

Validation of the diagnostic tool for assessing Tertiary students’ readiness for online learning

Increasing numbers of educational institutions are adopting an online approach to teaching and learning; however, little regard has been given to the prerequisite personal and technical qualities required for academic achievement and satisfaction within this environment. In recognition of this, researchers have been exploring the design, development and testing of diagnostic tools to assess student readiness for online learning. This study builds on previous work by the authors to further validate their diagnostic tool for assessing Tertiary students’ readiness for online learning (TSROL) which has four subscales: ‘Technical skills’, ‘Computer self‐efficacy’, ‘Learner preferences’ and ‘Attitudes towards computers’. Factor and reliability analyses revealed that Technical skills and Computer self‐efficacy possessed good reliability and validity, and ‘Attitudes towards computers’ fair reliability and validity. However, ‘Learner preferences’ required revision as it possessed poor reliability and validity. Analysing the demographic data revealed that older students had lower Technical Skills and computer self‐efficacy than younger students. The TSROL can be improved by adopting a more multidimensional interpretation of the Learning preferences and Attitudes towards computers subscales.     

The Public role of school teachers in Korea: For its conceptual reconstruction through its historical tracing

Abstract

This paper makes a bold attempt to make sense of contemporary Koreans’ common expectation of the educational role of public school teachers by tracing its historical and cultural roots to the neo-Confucian humanistic tradition of the Joseon dynasty in Korea that lasted for about 500 years until Korea began to modernize in the late nineteenth century. In this attempt, the key concepts to be explored as equivalent to the Western idea of ‘liberal learning’ are the Confucian ethics of ‘learning for oneself’ and its relation to schooling and teaching. The discussion focuses on whether and how this ethics of learning can be recovered in such a way as to accommodate the postmodern condition of our society, as the educational legacy of the humanistic tradition of East Asia that can keep the public spirit alive in (post-) modern schooling.     

Perspectives from graduate students on effective teaching methods: a case study from a Vietnamese Transnational University

Abstract

Vietnam is emerging as an accelerated economic and political society with an increased global presence; thus, increased attention has been given to producing qualified college graduates who can contribute to the growing global economy. Yet challenges exist due to lack of educational infrastructure and ineffective teaching practices. As a result, the Vietnamese government embraces international collaborations in higher education as a way to address educational needs; however, although research exists on policy implications and government priorities, very little is known about how students perceive the teaching methods provided at these collaborative transnational universities. The purpose of this qualitative case study is to examine graduate students’ perceived effectiveness of teaching methods at Vietnamese-German University (VGU), a predominantly technology and engineering university that is an international collaboration between Vietnam and Germany. We seek to answer the research question of, ‘how is the use of student-centred practices effective in an international learning environment?’ Findings from graduate students indicate that collaborative learning, specifically through group work and modified flipped classrooms, are effective ways to maximise student learning. Implications for practice and future research are discussed as ways to emphasise the benefits of student-centred teaching and learning at transnational collaborative universities.     

Bodies and affect in non-traditional learning spaces

Abstract

This paper considers the ‘knowledge economy’ as it is used in education rhetoric to establish social and educational consent for significant changes both to the spatial organisation of classrooms and their affective economies. We draw on ethnographic data from a study of ‘non-traditional classroom spaces’, where the spatial organisation of schooling emerged as a potential fulcrum through which the imaginary of the conventional primary classroom was being reconceptualised. Traditionally configured classroom spaces and the learning that takes place within them were being challenged and replaced by notions of twenty-first century learning in ‘agile’ learning environments. In the context of this reform agenda, these open-plan spaces were seen as offering new prospects for participation in a globally connected and competitive economic world that requires students to continuously adapt, innovate and respond creatively to a range of different problems. We consider how these everyday moments function as conceptual encounters between affective, embodied experiences and educational reform discourses that rationalise the implementation of non-traditional classroom spaces in ways that have very little to do with children and their futures. This cultural approach takes a step aside from numerous, and necessary, critiques of recent educational policies per se, in order to consider what might be learned from the uncanny spectres of child bodies that haunt them. The paper draws attention to examples of children’s affect in non-traditional classrooms and what that may tell us about current educational reform when sacrifice forms part of the missing account of educational reorganisation for the knowledge economy.     

The history of the future and the shifting forms of education

Abstract

Across the globe, education has recently been through a major semantic shift, where new notions such as ‘learning’, ‘competences’, ‘projects’ came to replace or complement an older, more established, educational vocabulary. The political approach to education has also evolved, as many authors have underlined, from established national forms of governing to global, transnational forms of governance. These evolutions, often abbreviated to shifts ‘from teaching to learning’ and ‘from governing to governance’ have resonated globally and attracted the attention of researchers. Most sociological accounts of such evolutions attribute them to the development and primacy of a preponderant logic, generally politics/power, culture or the economy. Niklas Luhmann’s systems theory, on which we draw in this article, suggests to start from a different, opposite, premise: not the predominance but instead the lack of any predominant logic characterizes modernity. The functional differentiation of modern society into a multiplicity of—specific yet universal—systems should therefore be the pivotal point that helps make sense of these transformations. We argue that the very coexistence of such systems, their simultaneous and therefore uncoordinated existences, increases the complexity of the social world tremendously and leaves them with an uncertain future. The so-called turns to governance and to learning, we argue, should be understood, respectively, as political and educational attempts to deal with this loss of direction.     

Small data,online learning and assessment practices in higher education: a case study of failure?

In this paper, we present an in-depth case study of a single student who failed an online module which formed part of a master’s programme in Professional Education and Leadership. We use this case study to examine assessment practices in higher education in the online environment. In taking this approach, we go against the current predilection for Big Data which has given rise to ‘learning analytics’, a data-intensive approach to monitoring learning. In particular, we draw attention to the model of the learner produced by learning analytics and to issues of ‘dataveillance’ in online learning. We also use the case to examine assessment in higher education more broadly, exploring the tensions between the requirements for certification and the need for learning. We conclude that assessment practices in higher education may have more to do with ‘quality assurance’ and regulatory frameworks than with ‘enhancing the student experience’ and inculcating the qualities that mark out higher education as an ethical project.     

Flexible learning in teacher education: myths,muddles and models

While there has been widespread take‐up of the concept ‘flexible learning’ within various educational environments—and equally frequent references to the flexible ‘natures’ of the computer and communication technologies that often underpin flexible learning initiatives—the relationship between technologies and flexibility is not a simple one. In this paper we examine some of the more persistent myths about technologies that are intertwined with discourses of flexibility. We highlight some of the more common ‘muddles’ that these myths can lead us in to and argue that the ‘mess’ that so often results from well‐intentioned moves to ‘be more flexible’ is largely a result of the ways that CCTs, or indeed any new educational technology or strategy, is theorized. Drawing on a recent study of online teaching and learning in higher education, we outline a new framework for examining these and related issues as they apply to teacher education.     

Excluded from school: getting a second chance at a ‘meaningful’ education

In this paper, we draw upon the experiences of a group of young people who have been excluded from mainstream schools in two Australian states to provide an account of the ways in which they have found their way to education in educational sites that are variously referred to as ‘flexible learning centres', ‘second chance schools' and ‘alternative schools'. Whilst often clashing with school authorities in their original schools, these young people described how, when given the opportunity, they were able to engage in more meaningful learning in environments that recognised and accommodated their personal circumstances, and avoided authoritarian rule. A question we address is: What kinds of educational experiences facilitate ‘meaningful learning’ for these students?     

Perceptions of instructional quality: impact on acceptance and use of an online learning environment

ABSTRACT

Given the growing use of online learning environments in higher education, it is important to further unravel how students’ use is influenced by their perceptions towards these learning environments. This study includes the perceived quality of the instructional design based on the First Principles of Instruction of Merrill and students’ acceptance based on the constructs perceived usefulness and perceived ease of use of the technology acceptance model (TAM). The aim of this study is twofold: a first aim is to investigate the influence of the perceived instructional quality on students’ acceptance and the second aim is to investigate the impact of students’ acceptance and the perceived instructional quality on the quantity (i.e. course activity) and quality (i.e. course performance) of use. In this study, a Moodle-based online learning environment for learning French as a foreign language was studied. Participants were 161 university students. Structural equation modeling (SEM) indicates that the perceived instructional quality has a significant positive influence on students’ acceptance. Furthermore, students’ perceived instructional quality has a positive influence on the quality, but not on the quantity of use, whereas students’ acceptance of the online learning environment has no impact on the use of the learning environment.     

Collaborative learning,face-to-face or virtual: the advantages of a blended learning approach in an intercultural research group

Within Higher Education, current changes in levels of funding available and the increasingly diverse profiles of students participating have placed a greater emphasis on the need for institutions to provide more ‘flexible methods’ of delivery. In addition to traditional face-to-face, collaborative environments, the widespread use of information and communication technologies allows individuals around the globe to participate in collaborative learning. Dillenbourg emphasizes the need to differentiate the ‘notion of culture’ in the context of intercultural group learning, with that of developing a common ground or ‘micro-culture’ through which to successfully interact. The importance of building a micro-culture is echoed by Ashcraft and Treadwell, as the basis for successful collaborative learning. This article highlights the experiences of a university based, intercultural, mixed methods research project at Master's degree level, where student researchers with diverse backgrounds, worked collaboratively to create a tentative conceptual framework, in order to map research trends at the 2010 American Educational Research Association conference. This article suggests that collaborative learning in intercultural groups, rather than benefiting from one approach over another, can actually be enhanced by the combining of methods, resulting in a deeper learning experience for those participating. Furthermore, in the initial stages of negotiating and re-negotiating collective understandings and meaning, face-to-face collaboration can provide a basis for deeper learning and understanding in subsequent online collaboration, as experienced by the intercultural collective research group, which is the case study of this article.