scholarly journals How do we start? An approach to learning analytics adoption in higher education

2019 ◽  
Vol 36 (4) ◽  
pp. 342-353 ◽  
Author(s):  
Dragan Gasevic ◽  
Yi-Shan Tsai ◽  
Shane Dawson ◽  
Abelardo Pardo
Keyword(s):  
Higher Education ◽  
Learning Analytics ◽  
Lessons Learned ◽  
Strategic Decision ◽  
Business Analytics ◽  
Content Type ◽  
Approach To Learning ◽  
Learning And Teaching ◽  
Institutional Adoption ◽  
Data Informed

Purpose The analysis of data collected from user interactions with educational and information technology has attracted much attention as a promising approach to advancing our understanding of the learning process. This promise motivated the emergence of the field of learning analytics and supported the education sector in moving toward data-informed strategic decision making. Yet, progress to date in embedding such data-informed processes has been limited. The purpose of this paper is to address a commonly posed question asked by educators, managers, administrators and researchers seeking to implement learning analytics – how do we start institutional adoption of learning analytics? Design/methodology/approach A narrative review is performed to synthesize the existing literature on learning analytics adoption in higher education. The synthesis is based on the established models for the adoption of business analytics and finding two projects performed in Australia and Europe to develop and evaluate approaches to adoption of learning analytics in higher education. Findings The paper first defines learning analytics and touches on lessons learned from some well-known case studies. The paper then reviews the current state of institutional adoption of learning analytics by examining evidence produced in several studies conducted worldwide. The paper next outlines an approach to learning analytics adoption that could aid system-wide institutional transformation. The approach also highlights critical challenges that require close attention in order for learning analytics to make a long-term impact on research and practice of learning and teaching. Originality/value The paper proposed approach that can be used by senior leaders, practitioners and researchers interested in adoption of learning analytics in higher education. The proposed approach highlights the importance of the socio-technical nature of learning analytics and complexities pertinent to innovation adoption in higher education institutions.

Factors affecting students’ engagement with online content in blended learning

Kybernetes ◽  
2019 ◽  
Vol 48 (7) ◽  
pp. 1500-1515 ◽  
Author(s):  
Alka Dwivedi ◽  
Prasoom Dwivedi ◽  
Samo Bobek ◽  
Simona Sternad Zabukovšek
Keyword(s):  
Higher Education ◽  
Blended Learning ◽  
Holistic Approach ◽  
Strategic Decision ◽  
Online Content ◽  
Content Type ◽  
Factors Affecting ◽  
Approach To Learning ◽  
Face To Face ◽  
E Learning

PurposeIncreasing use of information and communication technology (ICT) in education has, along with other consequences, shifted the context from teacher-centric to student-centric. These changes pose fresh challenges to the prevalent education systems all over the world, which already have fallen short of the expectations. The purpose of this study is to show that e-learning is not only about ICT following a holistic approach to learning which embeds systemic approach and learning loops but also about students and teacher’s actions in ICT-enabled learning environment. This study investigates the importance of engagement of students and teachers in blended learning with a focus on factors which affect this engagement.Design/methodology/approachBased on systems theory and socio-technological approach to e-learning, the paper documents an experiment which was carried out in a higher education institution. Postgraduate students of one course were divided into two groups. Instructor of the first group was not required to engage with the online content and had to deliver his course in a traditional face-to-face format. Instructor of the second group continuously spent time on the learning management system (LMS), developing more content, participating in online discussions and responding to students. LMS tracked the online activity of both the instructors, and semi-structured interviews of students were conducted.FindingsBased on behaviour of 152 students of a postgraduate programme, students’ time spent online is directly proportional to the instructor’s online time, promptness of instructor’s response to online activities queries of students increased student engagement, the students’ engagement increases if the online content is related to the syllabus but engagement is not the same as the face-to-face lectures in the class.Research limitations/implicationsThe research was conducted in India and is based on the behaviour of instructors and students in India. It was focussed on engagement issues of blended learning, while other issues of blended learning have not been in the focus of the research.Practical implicationsThe research is important for the practice of higher education, and the result of the study can be taken into consideration while developing online courses for students enrolled in higher education.Social implicationsIf higher education institutions take a strategic decision to use ICT in e-learning, engagements of participants and factors affecting engagement are crucial for the better quality of education. In such a way, blended learning fulfils requirements of a holistic approach to learning.Originality/valueDespite the fact that e-learning as a way to deliver academic content has been extensively researched, there are not many studies focussed on engagement issues in blended learning, and even fewer studies have been conducted in an experimental way which allow in-depth research.

Strategic value realization framework from learning analytics: a practical approach

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Riyaz Abdullah Sheikh ◽  
Surbhi Bhatia ◽  
Sujit Gajananrao Metre ◽  
Ali Yahya A. Faqihi
Keyword(s):  
Higher Education ◽  
Learning Analytics ◽  
Skill Training ◽  
Quality Data ◽  
Future Research ◽  
Content Type ◽  
Data Infrastructure ◽  
Learning And Teaching ◽  
Strategic Value ◽  
Value Realization

PurposeIn spite of the popularity of learning analytics (LA) in higher education institutions (HEIs), the success rate and value gained through LA projects is still little and unclear. The existing research on LA focusses more on tactical capabilities rather than its effect on organizational value. The key questions are what are the expected benefits for the institution? And how the investment in LA can bring tangible value? In this research, the authors proposed a value realization framework from LA extending the existing framework of information technology value.Design/methodology/approachThe study includes a detailed literature review focusing on the importance, existing frameworks and LA adoption challenges. Based on the identified research gap, a new framework is designed. The framework depicts the several constructs and their relationships focusing on strategic value realization. Furthermore, this study includes three case studies to validate the framework.FindingsThe framework suggests that leveraging LA for strategic value demands adequate investment not only in data infrastructure and analytics but also in staff skill training and development and strategic planning. Universities are required to measure the strategic role of LA and spend wisely in quality data, analytical tools, skilled staff who are aware of the latest technologies and data-driven opportunities for continuous improvement in learning.Originality/valueThe framework permits education leaders to design better strategies for attaining excellence in learning and teaching, and furnish learners with new data to settle on the most ideal decisions about learning. The authors believe that the appropriation of this framework and consistent efficient interest in learning analytics by the higher education area will prompt better results for learners, colleges and more extensive society. The research also proposes two approaches and eleven research agendas for future research based on the framework. The first is based on the constructs and their relationships in LA value creation, whereas the later one focusing on identifying problems associate with it.

scholarly journals Balancing Technology, Pedagogy and the New Normal: Post-pandemic Challenges for Higher Education

2021 ◽  
Author(s):  
Chrysi Rapanta ◽  
Luca Botturi ◽  
Peter Goodyear ◽  
Lourdes Guàrdia ◽  
Marguerite Koole
Keyword(s):  
Higher Education ◽  
Online Teaching ◽  
Teaching And Learning ◽  
Strategic Decision ◽  
Expert Advice ◽  
Social Agents ◽  
Learning And Teaching ◽  
University Teachers ◽  
Learning Tasks ◽  
Science And Education

AbstractThe Covid-19 pandemic has presented an opportunity for rethinking assumptions about education in general and higher education in particular. In the light of the general crisis the pandemic caused, especially when it comes to the so-called emergency remote teaching (ERT), educators from all grades and contexts experienced the necessity of rethinking their roles, the ways of supporting the students’ learning tasks and the image of students as self-organising learners, active citizens and autonomous social agents. In our first Postdigital Science and Education paper, we sought to distil and share some expert advice for campus-based university teachers to adapt to online teaching and learning. In this sequel paper, we ask ourselves: Now that campus-based university teachers have experienced the unplanned and forced version of Online Learning and Teaching (OLT), how can this experience help bridge the gap between online and in-person teaching in the following years? The four experts, also co-authors of this paper, interviewed aligning towards an emphasis on pedagogisation rather than digitalisation of higher education, with strategic decision-making being in the heart of post-pandemic practices. Our literature review of papers published in the last year and analysis of the expert answers reveal that the ‘forced’ experience of teaching with digital technologies as part of ERT can gradually give place to a harmonious integration of physical and digital tools and methods for the sake of more active, flexible and meaningful learning.

Advancing campus and community sustainability: strategic alliances in action

2014 ◽  
Vol 15 (2) ◽  
pp. 157-168 ◽  
Author(s):  
Leanne Bilodeau ◽  
Jackie Podger ◽  
Alaa Abd-El-Aziz
Keyword(s):  
Higher Education ◽  
British Columbia ◽  
Community Development ◽  
Lessons Learned ◽  
Content Type ◽  
Sustainable Community Development ◽  
University Of British Columbia ◽  
Societal Needs ◽  
Sustainability Initiatives ◽  
The University

Purpose – Universities can provide a leadership role to develop and mobilize knowledge to meet societal needs. In fulfilling this mission, universities can also serve as agents of sustainable development on campus and in communities they serve. The purpose of this article is to describe the drivers that have advanced the University of British Columbia Okanagan campus' operational and academic sustainability objectives; the initiatives and partnerships developed on campus and in the community in response to these drivers; and the outcomes and lessons learned. Design/methodology/approach – This article summarizes the experience of the University of British Columbia Okanagan campus in leveraging key drivers to develop sustainability initiatives and partnerships for greater operational efficiencies, cost savings, environmental stewardship and applied research. The university's leadership commitment to sustainability, economic opportunities and provincial legislative requirements are among the drivers discussed. This paper also provides an innovative partnership framework to support sustainable community development. Findings – Drivers of sustainability in higher education can contribute to the development of sustainability initiatives and partnerships that benefit institutions and communities and achieve operational and academic sustainability mandates. Practical implications – This article provides information that can be applied by institutions of higher education to advance sustainability within the context of current economic conditions and societal needs. Originality/value – The experience of the campus and the partnership framework presented in this paper is original. The framework provides a mechanism to engage students, faculty and the community in sustainable community development research. Key insights from multiple perspectives and lessons learned are shared.

Spaces of performance: a storytelling approach to learning in higher education

2018 ◽  
Vol 25 (6) ◽  
pp. 410-421 ◽  
Author(s):  
Kenneth Mølbjerg Jørgensen
Keyword(s):  
Higher Education ◽  
Learning Organization ◽  
Design Methodology ◽  
Theoretical Discussion ◽  
Content Type ◽  
Approach To Learning ◽  
Conditions For Learning ◽  
Research And Teaching ◽  
And Control ◽  
Practical Implications

Purpose The purpose of the paper is to provide a framework for reflecting on how different ways of configuring spaces in higher education (HE) condition the possibilities of learning. Second, the purpose is to construct a storytelling approach for the configuration of such spaces. Design/methodology/approach The paper’s conceptual purpose is achieved through a theoretical discussion of three concepts: performance, politics and storytelling. Findings Learning in HE needs reconsideration in terms of what kinds of learning are made possible through the discursive and material configuration of the spaces of research and teaching. In particular, the focus to some extent should move away from the management and control of learning toward what enables learning. Practical implications The literature on organizational learning and the learning organization comprise concepts, methods and tools that play different roles with regard to controlling, shaping and enabling learning. When the focus is on learning in HE, it is important to be aware of the tracks of learning these technologies enable. Social implications The interest in managing and controlling learning is often problematic in relation to the potential of HE to produce new and innovative forms of learning. Originality/value This paper introduces the term “spaces of performance,” which directs attention toward the material, discursive and relational conditions for learning. It also introduces a space of storytelling as a new principle for learning in HE.

Design Education and Institutional Transformation

2012 ◽  
pp. 351-364
Author(s):  
Dean Bruton
Keyword(s):  
Higher Education ◽  
Computational Methods ◽  
Design Education ◽  
Computational Design ◽  
Institutional Transformation ◽  
Learning And Teaching ◽  
The Arts ◽  
Key Factor ◽  
Institutional Adoption ◽  
The Impact

This chapter aims to develop awareness of the changing characterization of design and design education in response to the impact of global crisis and the ongoing introduction of innovative computational design methods and technologies. This chapter presents a strategic vision that includes a range of major concerns in relation to design education’s learning and teaching needs in higher education. The purpose of the chapter is to reconsider the foundation and consequent assumptions required of a vital relevant design education in the 21st century. It reflects on a general academic reassessment of the nature of design education in the light of the impact of computational methods and technologies and asserts a need for the re-envisioning of design education pedagogies in terms of networked interaction and global issues. Specifically it maintains that computational methods and techniques and the institutional adoption of interaction as a key factor in education has transformed the conception and construction of content as well as the delivery of communications across the broad spectrum of both the arts and sciences. It acknowledges the theory of institutional transformation, explores the evidence for such a theory, and discusses design education’s potential pedagogical strategies for reform of higher education.

What the willow teaches: Sustainability learning as craft

2014 ◽  
Vol 7 (2) ◽  
pp. 4-27 ◽  
Author(s):  
Molly Scott Cato
Keyword(s):  
Higher Education ◽  
Sustainability Education ◽  
Learning By Doing ◽  
Approach To Learning ◽  
Shared Learning ◽  
Learning And Teaching ◽  
Sustainability Learning ◽  
Basket Weaving ◽  
Sustainability In Higher Education ◽  
University Level

Whilst the importance of mainstreaming sustainability in higher education curricula is now widely acknowledged, the challenge for educators at university level is to develop and maintain authority and confidence in an area dominated by limited knowledge and uncertainty. This article suggests that the most empowering and authentic response is to adopt an approach of shared learning, but with the pedagogue demonstrating expertise and inspiration. I suggest that this is an approach to learning and teaching more familiar in areas of craft learning, characterised by apprenticeship and learning-by-doing. The article relies heavily on the work of Richard Sennett in providing a sociological account of craft learning, which is then applied to the field of sustainability. I explore how his three modes of instruction – 'sympathetic illustration', 'narrative' and 'metaphor' – are being used in the field of sustainability education, and draw parallels from the craft of basket weaving in particular, to show how these approaches might be developed. I conclude by suggesting that sustainability education is best undertaken within a community and in place, rather than abstractly and in the classroom.

scholarly journals Predictive learning analytics and the creation of emotionally adaptive learning environments in higher education institutions: a study of students' affect responses

2021 ◽  
Vol 38 (2) ◽  
pp. 243-257
Author(s):  
Paul Joseph-Richard ◽  
James Uhomoibhi ◽  
Andrew Jaffrey
Keyword(s):  
Higher Education ◽  
At Risk ◽  
Learning Analytics ◽  
Higher Education Institutions ◽  
Well Being ◽  
Small Sample ◽  
Small Scale ◽  
Affective States ◽  
Content Type ◽  
Predictive Learning

PurposeThe aims of this study are to examine affective responses of university students when viewing their own predictive learning analytics (PLA) dashboards, and to analyse how those responses are perceived to affect their self-regulated learning behaviour.Design/methodology/approachA total of 42 Northern Irish students were shown their own predicted status of academic achievement on a dashboard. A list of emotions along with definitions was provided and the respondents were instructed to verbalise them during the experience. Post-hoc walk-through conversations with participants further clarified their responses. Content analysis methods were used to categorise response patterns.FindingsThere is a significant variation in ways students respond to the predictions: they were curious and motivated, comforted and sceptical, confused and fearful and not interested and doubting the accuracy of predictions. The authors show that not all PLA-triggered affective states motivate students to act in desirable and productive ways.Research limitations/implicationsThis small-scale exploratory study was conducted in one higher education institution with a relatively small sample of students in one discipline. In addition to the many different categories of students included in the study, specific efforts were made to include “at-risk” students. However, none responded. A larger sample from a multi-disciplinary background that includes those who are categorised as “at-risk” could further enhance the understanding.Practical implicationsThe authors provide mixed evidence for students' openness to learn from predictive learning analytics scores. The implications of our study are not straightforward, except to proceed with caution, valuing benefits while ensuring that students' emotional well-being is protected through a mindful implementation of PLA systems.Social implicationsUnderstanding students' affect responses contributes to the quality of student support in higher education institutions. In the current era on online learning and increasing adaptation to living and learning online, the findings allow for the development of appropriate strategies for implementing affect-aware predictive learning analytics (PLA) systems.Originality/valueThe current study is unique in its research context, and in its examination of immediate affective states experienced by students who viewed their predicted scores, based on their own dynamic learning data, in their home institution. It brings out the complexities involved in implementing student-facing PLA dashboards in higher education institutions.

A cyber-systemic learning action approach towards selected students’ competencies development

Kybernetes ◽  
2019 ◽  
Vol 48 (7) ◽  
pp. 1516-1533 ◽  
Author(s):  
Tjaša Štrukelj ◽  
Dejana Zlatanović ◽  
Jelena Nikolić ◽  
Simona Sternad Zabukovšek
Keyword(s):  
Higher Education ◽  
Learning Process ◽  
Learning By Doing ◽  
Strategic Decision ◽  
Research Approach ◽  
Learning Methods ◽  
Content Type ◽  
Action Research Approach ◽  
Systemic Learning ◽  
Competencies Development

Purpose The purpose of this paper is to prove that it is possible and necessary that higher education institutions develop appropriate competencies of students during the learning process as required by the practice if teachers use the systemic approach and cybernetics knowledge. The authors especially research the importance of competence entrepreneurship and how to stimulate entrepreneurship by developing competencies of creativity, teamwork and communication. Design/methodology/approach Based on systems theory, transversal competencies entrepreneurship, creativity, teamwork and communication, as well as their interdependence, were requisitely holistic selected. In the selection of diverse contemporary learning methods, the authors started from an action research approach that implies learning by doing, i.e. participation of students. With the use of statistical methods, the authors showed that a cyber-systemic requisite holistic learning action approach based on interdependence of teacher and students learning process results in innovation of researched transversal competencies. Findings Based on two quantitative and qualitative researches of 96 students’ competencies, the authors found out that when using contemporary learning methods, the desired results can be achieved. In described learning process everyone involved gained: both the teacher and the students. Research limitations/implications The survey does not include verifying the usefulness of developed competencies in practice. Also, the study only covers the findings of the research study of one academic year. Practical implications The research is important for the practice of higher education, as it demonstrates that the teacher is with a targeted focus on the selected viewpoints able to effectively improve students’ competencies. Social implications If higher education’s institutions take a strategic decision to target improvement of the transversal competencies of students, they will be easier and faster to employ, and practice will get more relevant employees. The economy will be more efficient and effective. Originality/value According to the authors’ knowledge, no research measures the development of selected transversal competencies using the contemporary learning methods, based on cyber-systemic learning action approach. The authors found out that the methods used have influenced the final results, which show that all measured students’ transversal competencies have improved.

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