An Exploration of Student Access to a Learning Management System - Challenges and Recommendations for Educators and Researchers.

INTRODUCTION This study examined student access to online resources of a faculty's learning management system (LMS). Issues relating to current e-learning resources usage were identified and formed the basis for recommendations to help assist stakeholders in teaching, learning and research. METHODS Learning analytics from four cohorts of undergraduate dental students were extracted from the database of a LMS spanning between 2012-2016. Individual datasets were combined into one master file, re-categorized, filtered and analyzed based on cohort, year of study, course and nature of online resource. RESULTS A total of 157,293 access events were documented. The proportion of administrative to learning data varied across cohorts, with oldest cohort having the highest ratio (82:18) in their final year and most recent cohort having a ratio of 33:67 in their 4th year demonstrating a higher proportion to learning. Seven Learning domains were identified in the access data: access to problem-based learning resources was the highest and next was fixed prosthodontics videos. The prosthodontics discipline had the highest access across the curriculum while some others had very limited or even no learning access events. CONCLUSION A number of limitations have been identified with the analytics and learning resources in this LMS and engagement with learning resource provision. More detailed data capture of access use and unique identifiers to resources as well as keyword tagging of the resources are required to allow accurate mapping and support of students learning. Moreover, motivation or nudging of students behavior to more actively engage with learning content needs exploration.

[1]  H. Chochinov,et al.  Compassion: a scoping review of the healthcare literature , 2016, BMC Palliative Care.

[2]  Mehmet Firat,et al.  Determining the Effects of LMS Learning Behaviors on Academic Achievement in a Learning Analytic Perspective , 2016, J. Inf. Technol. Educ. Res..

[3]  Brigitte Maier,et al.  Students' expectations of, and experiences in e-learning: Their relation to learning achievements and course satisfaction , 2010, Comput. Educ..

[4]  M. Botelho,et al.  Use of Learning Analytics Data in Health Care–Related Educational Disciplines: Systematic Review , 2019, Journal of medical Internet research.

[5]  Michael Botelho The communal consultation video—Enhancing learning and broadening experience through observing dialogue , 2018, European journal of dental education : official journal of the Association for Dental Education in Europe.

[6]  George Siemens,et al.  Let’s not forget: Learning analytics are about learning , 2015 .

[7]  M. Botelho,et al.  An analysis of clinical transition stresses experienced by dental students: A qualitative methods approach , 2018, European journal of dental education : official journal of the Association for Dental Education in Europe.

[8]  B. Hickmott,et al.  The impact of a natural disaster: under- and postgraduate nursing education following the Canterbury, New Zealand, earthquake experiences , 2015 .

[9]  A. Graham,et al.  Using ‘nudges’ to encourage student engagement: An exploratory study from the UK and New Zealand , 2017 .

[10]  Roger Azevedo,et al.  Adaptive Human Scaffolding Facilitates Adolescents’ Self-regulated Learning with Hypermedia , 2005 .

[11]  C. McGrath,et al.  Journal-based learning, a new learning experience building on PBL at HKU. , 2013, European journal of dental education : official journal of the Association for Dental Education in Europe.

[12]  Mette Trier Damgaard,et al.  Nudging in Education , 2018, Economics of Education Review.

[13]  T. Vik,et al.  An e-learning course in medical immunology: Does it improve learning outcome? , 2012, Medical teacher.

[14]  Farshad Mahnegar,et al.  Learning Management System , 2012 .

[15]  Rianne Conijn,et al.  Predicting Student Performance from LMS Data: A Comparison of 17 Blended Courses Using Moodle LMS , 2017, IEEE Transactions on Learning Technologies.

[16]  Rachel Ellaway,et al.  e-Learning in medical education Guide 32 Part 2: Technology, management and design , 2008, Medical teacher.

[17]  Albert Sangrà,et al.  Building an inclusive definition of e-learning: An approach to the conceptual framework , 2012 .

[18]  K. Masters,et al.  AMEE Guide 32: e-Learning in medical education Part 1: Learning, teaching and assessment , 2008, Medical teacher.

[19]  David Heath,et al.  Putting an ethical lens on learning analytics , 2016 .

[20]  Alandeom W. Oliveira,et al.  Exemplification in science instruction: Teaching and learning through examples , 2016 .

[21]  Uthman Alturki,et al.  Evaluating the Usability and Accessibility of LMS "Blackboard" at King Saud University. , 2016 .

[22]  K. R. Agrawal,et al.  An systematic review of e-learning outcomes in undergraduate dental radiology curricula-levels of learning and implications for researchers and curriculum planners. , 2019, Dento maxillo facial radiology.

[23]  C. White,et al.  What is appropriate to post on social media? Ratings from students, faculty members and the public , 2014, Medical education.

[24]  Steve Agnew,et al.  Using online assessment to replace invigilated assessment in times of a natural disaster: Are some online assessment conditions better than others? , 2012 .

[25]  Albert Chan,et al.  Knowledge sharing and social media: Altruism, perceived online attachment motivation, and perceived online relationship commitment , 2014, Comput. Hum. Behav..

[26]  Yi-Chuan Hsieh,et al.  A model of organizational employees' e-learning systems acceptance , 2011, Knowl. Based Syst..

[27]  M. Botelho,et al.  Mixed-methods analysis of videoed expert-student dialogue supporting clinical competence assessments. , 2020, European journal of dental education : official journal of the Association for Dental Education in Europe.

[28]  R. Leipzig,et al.  The impact of E-learning in medical education. , 2006, Academic medicine : journal of the Association of American Medical Colleges.

[29]  Brett Milliner,et al.  A Survey of EFL Teachers' Digital Literacy: A Report from a Japanese University. , 2018 .

[30]  Pauline Duke,et al.  Introducing global health into the undergraduate medical school curriculum using an e-learning program: a mixed method pilot study , 2015, BMC medical education.

[31]  Traci A Wolbrink,et al.  Internet-Based Learning and Applications for Critical Care Medicine , 2012, Journal of intensive care medicine.

[32]  M. Botelho,et al.  A qualitative analysis of students’ perceptions of videos to support learning in a psychomotor skills course , 2018, European journal of dental education : official journal of the Association for Dental Education in Europe.

[33]  Sanjay Misra,et al.  Learning management systems and cloud file hosting services: A study on students' acceptance , 2014, Comput. Hum. Behav..