Personalization

  • Abstract

    Purpose: The purpose of this paper is to address how virtual learning environments (VLEs) can be designed to include the needs of learners with multiple disabilities. Specifically, it employs AI to show how specific learning materials from a huge repository of learning materials can be recommended to learners with various disabilities. This is made possible through employing semantic web technology to model the learner and their needs.

    Design/methodology/approach: The paper reviews personalised learning for students with disabilities, revealing the shortcomings of existing e-learning environments with respect to students with multiple disabilities. It then proceeds to show how the needs of a student with multiple disabilities can be analysed and then simple logical operators and knowledge-based rules used to personalise learning materials in order to meet the needs of such students.

    Findings: It has been acknowledged in literature that designing for cases of multiple disabilities is difficult. This paper shows that existing learning environments do not consider the needs of students with multiple disabilities. As they are not flexibly designed and hence not adaptable, they cannot meet the needs of such students. Nevertheless, it is possible to anticipate that students with multiple disabilities would use learning environments, and then design learning environments to meet their needs.

    Practical implications: This paper, by presenting various combination rules to present specific learning materials to students with multiple disabilities, lays the foundation for the design and development of learning environments that are inclusive of all learners, regardless of their abilities or disabilities. This could potentially stimulate designers of such systems to produce such inclusive environments. Hopefully, future learning environments will be adaptive enough to meet the needs of learners with multiple disabilities.

    Social implications: This paper, by proposing a solution towards developing inclusive learning environments, is a step towards inclusion of students with multiple disabilities in VLEs. When these students are able to access these environments with little or no barrier, they will be included in the learning community and also make valuable contributions.

    Originality/value: So far, no study has proposed a solution to the difficulties faced by students with multiple disabilities in existing learning environments. This study is the first to raise this issue and propose a solution to designing for multiple disabilities. This will hopefully encourage other researchers to delve into researching the educational needs of students with multiple disabilities.

     

    Citation

    Julius T. NganjiMike Brayshaw, (2017) "Disability-aware adaptive and personalised learning for students with multiple disabilities", The International Journal of Information and Learning Technology, Vol. 34 Issue: 4, pp.307-321, https://doi.org/10.1108/IJILT-08-2016-0027

  • Abstract

    The number of students with disabilities in UK higher education institutions increases every year. Delivering education online is becoming increasingly challenging as institutions encounter some disabilities requiring adjustments of learning environments. The law requires that people with disabilities be given equivalent learning experiences to their non-disabled peers through “reasonable adjustments”. Educational institutions have thus utilised assistive technologies to assist disabled students in their learning, but some of these technologies are incompatible with some learning environments, hence excluding some disabled students and resulting in a disability divide. To solve this problem, amongst other solutions, e-learning personalisation has been used and more recently, this is also achieved using Semantic Web technologies such as ontologies. Nevertheless, as ontologies are incorporated into learning environments little seems to be done to personalise learning for some disabled students. This study, in order to bridge the gap, proposes a personalisation approach based on a disability ontology containing information on various disabilities encountered in higher education, which can be used to present disabled students with learning resources relevant and suitable for their specific needs.

    Citation

    Nganji, J.T., Brayshaw, M. and Tompsett, B. (2011). Ontology-Based E-Learning Personalisation for Disabled Students in Higher Education. Innovation in Teaching and Learning in Information and Computer Sciences, Volume 10, Issue 1, pp. 1-11. [Link to article]

  • Abstract

    Purpose - The purpose of this paper is to show how personalisation of learning resources and services can be achieved for students with and without disabilities, particularly responding to the needs of those with multiple disabilities in e-learning systems. The paper aims to introduce the ONTODAPS e-learning system which has the mechanism for such personalisation.

    Design/methodology/approach - This paper reviews current e-learning systems that provide personalisation for students, including their strengths and weaknesses. The paper presents personalisation and its techniques and then presents ONTODAPS which is an ontology-driven and disability-aware e-learning system which personalises learning resources and services to students. Three case studies are considered to show how personalisation is achieved using ONTODAPS.

    Findings - This paper shows that it is possible to use automated ontology-based agents intercommunicating to provide an effective personalisation for disabled students. The results reveal that ONTODAPS is flexible enough to provide enough control and freedom to drive their learning. The results also suggest that ONTODAPS has the ability to provide appropriate levels of learner control by allowing them to self-direct learning through personalising learning resources and then allowing them to choose which resources they wish to access. This thus gives them a sense of ownership and control.

    Research limitations/implications - This research reveals that it is possible for e-learning systems to personalise learning for users with multiple disabilities. Thus, by considering the needs of such users and consulting them in the design and development process, developers of e-learning systems can produce systems that are both accessible and usable to students with disabilities.


    Citation

    Nganji, J.T., Brayshaw, M. and Tompsett, B. (2013). Ontology-Driven Disability-Aware E-Learning Personalisation with ONTODAPS. Campus Wide Information Systems, Volume 30, Issue 1, pp. 17-34. [Link to article] [Link to PDF]

  • Abstract

    Disability legislations such as the Disability Discrimination Act 1995, 2005 and Americans with Disabilities Act 1990 call on service providers to make “reasonable adjustments” and “reasonable accommodation” respectively to their services in order to accommodate the needs of disabled people. Higher education institutions as service providers can respond through their services. Nevertheless, there is an increasing challenge in using digital media to deliver services due to the numerous problems associated with inaccessibility of some online systems with assistive/adaptive technologies. Personalisation is a solution to such problems as it provides content to students based on their needs. However, very little of such personalisation has been targeted towards disabled students and hence, this paper proposes an ontology approach for a semantic web community of agents that personalises services to disabled students in higher education. We present the architecture of such an agency, including a disability-aware semantic web agency development methodology and also present the ADOOLES ontology employed for such personalisation.

    Citation

    Nganji, J.T., and Brayshaw, M. (2011). Towards an Ontology-Based Community of Agents for Personalisation of Services for Disabled Students. In: Blashki, K. (Ed.). Proceedings of the IADIS International Conference Interfaces and Human Computer Interaction (IHCI 2011), 24-26 July 2011, Rome, Italy, pp. 193-200. [Link to article PDF]

  • Abstract

    Whilst a lot of research has been carried out on designing learning environments to meet the needs of learners, much of such research has focused on producing less flexible ready-made environments for learners to interact with. However, e-learning design and development could benefit from the lessons of the interaction of users with mobile devices, where users interact by selecting applications (Apps) they are interested in and hence engage with the device in an addictive way. By transposing the same interaction idea to the e-learning environment, if given the opportunity, learners will construct an environment that meets their needs with the tools that are available and hence will be motivated to engage more with such environment, possibly leading to improved performance. This article proposes FAUCLE (Flexible and Accessible User Constructed Learning Environment), a learner-centred model for a learner-constructed learning environment. It is hoped that this paper will encourage research interest on innovative ways of designing learner-centred learning environments that encourage active and inclusive learning.

     

    Citation

    Julius T. Nganji (2018) Towards learner-constructed e-learning environments for effective personal learning experiences, Behaviour & Information Technology, 37:7, 647-657, DOI: 10.1080/0144929X.2018.1470673

Julius T. Nganji's Profile

julius

Julius T. Nganji, PhD

Researcher, passionate about digital accessibility & usability and improving user experience.
 

Adjunct Lecturer

Department of Occupational Science & Occupational Therapy
Faculty of Medicine, University of Toronto
 

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