The role of learning design and learning analytics in MOOCs

The last couple of years there has been a lot of attention for MOOCs. More and more universities start offering MOOCs. Although the open dimension of MOOC indicates that it is open in every aspect, in most cases it is a course with a structure and a timeline within which learning activities are positioned. There is a contradiction there. The open aspect puts MOOCs more in the non-formal professional learning domain, while the course structure takes it into the formal, traditional education domain. Accordingly, there is no consensus yet on solid pedagogical approaches for MOOCs. Something similar can be said for learning analytics, another upcoming concept that is receiving a lot of attention. Given its nature, learning analytics offers a large potential to support learners in particular in MOOCs. Learning analytics should then be applied to assist the learners and teachers in understanding the learning process and could predict learning, provide opportunities for pro-active feedback, but should also results in interventions aimed at improving progress. This paper illustrates pedagogical and learning analytics approaches based on practices developed in formal online and distance teaching university education that have been fine-tuned for MOOCs and have been piloted in the context of the EU-funded MOOC projects ECO (Elearning, Communication, Open-Data: http://ecolearning.eu) and EMMA (European Multiple MOOC Aggregator: http://platform.europeanmoocs.eu).

Learning design guided learning analytics in MOOCs

Poster presentation for our paper Brouns, F., & Firssova, O. (2016, October).The role of learning design and learning analytics in MOOCs. Paper presented at 9th EDEN Research Workshop, Oldenburg, Germany.

A Competence-Based Course Authoring Concept for Learning Platforms with Legacy Assignment Tools

This paper is concerned with several of the most important aspects of Competence-Based Learning (CBL): course authoring, assignments, and categorization of learning content. The latter is part of the so-called Bologna Process (BP) and can effectively be supported by integrating knowledge resources like, e.g., standardized skill and competence taxonomies into the target implementation approach, aiming at making effective use of an open integration architecture while fostering the interoperability of hybrid knowledge-based e-learning solutions. Modern scenarios ask for interoperable software solutions to seamlessly integrate existing e-learning infrastructures and legacy tools with innovative technologies while being cognitively efficient to handle. In this way, prospective users are enabled to use them without learning overheads. At the same time, methods of Learning Design (LD) in combination with CBL are getting more and more important for production and maintenance of easy to facilitate solutions. We present our approach of developing a competence-based course-authoring and assignment support software. It is bridging the gaps between contemporary Learning Management Systems (LMS) and established legacy learning infrastructures by embedding existing resources via Learning Tools Interoperability (LTI). Furthermore, the underlying conceptual architecture for this integration approach will be explained. In addition, a competence management structure based on knowledge technologies supporting standardized skill and competence taxonomies will be introduced. The overall goal is to develop a software solution which will not only flawlessly merge into a legacy platform and several other learning environments, but also remain intuitively usable. As a proof of concept, the so-called platform independent conceptual architecture model will be validated by a concrete use case scenario.

Education and self-regulation of learning for gifted pupils: Systemic design and development.

Gifted pupils differ from their age-mates with respect to development potential, actual competencies, self-regulatory capabilities, and learning styles in one or more domains of competence. The question is how to design and develop education that fits and further supports such characteristics and competencies of gifted pupils. Analysis of various types of educational interventions for gifted pupils reflects positive cognitive or intellectual effects and differentiated social comparison or group-related effects on these pupils. Systemic preventive combination of such interventions could make these more effective and sustainable. The systemic design is characterised by three conditional dimensions: differentiation of learning materials and procedures, integration by and use of ICT support, and strategies to improve development and learning. The relationships to diagnostic, instructional, managerial, and systemic learning aspects are expressed in guidelines to develop or transform education. The guidelines imply the facilitation of learning arrangements that provide flexible self-regulation for gifted pupils. A three-year pilot in Dutch nursery and primary school is conducted to develop and implement the design in collaboration with teachers. The results constitute prototypes of structured competence domains and supportive software. These support the screening of entry characteristics of all four-year old pupils and assignment of adequate play and learning processes and activities throughout the school career. Gifted and other pupils are supported to work at their actual achievement or competency levels since their start in nursery school, in self-regulated learning arrangements either in or out of class. Each pupil can choose other pupils to collaborate with in small groups, at self-chosen tasks or activities, while being coached by the teacher. Formative evaluation of the school development process shows that the systemic prevention guidelines seem to improve learning and social progress of gifted pupils, including their self-regulation. Further development and implementation steps are discussed.

Social media integration for the purpose of self-regulated learning

In this study, design based research in a teacher design team is performed. Teachers who intend to use social media to extend their school class teaching, are confronted with a lack of clear guidelines that inform them how to utilize them effectively. In this study, we aim at formulating such guidelines and testing their usefulness. First, opportunities to facilitate self-regulated learning (SRL) in higher education through the use of social media are elaborated in a literature study. Second, these opportunities are translated into teacher education to search for stimulating and limiting factors within the design, resulting in guidelines for effective social media integration.

Predicting Academic Performance Based on Students' Blog and Microblog Posts

This study investigates the degree to which textual complexity indices applied on students’ online contributions, corroborated with a longitudinal analysis performed on their weekly posts, predict academic performance. The source of student writing consists of blog and microblog posts, created in the context of a project-based learning scenario run on our eMUSE platform. Data is collected from six student cohorts, from six consecutive installments of the Web Applications Design course, comprising of 343 students. A significant model was obtained by relying on the textual complexity and longitudinal analysis indices, applied on the English contributions of 148 students that were actively involved in the undertaken projects.

Predicting Student Performance and Differences in Learning Styles based on Textual Complexity Indices applied on Blog and Microblog Posts

Social media tools are increasingly popular in Computer Supported Collaborative Learning and the analysis of students' contributions on these tools is an emerging research direction. Previous studies have mainly focused on examining quantitative behavior indicators on social media tools. In contrast, the approach proposed in this paper relies on the actual content analysis of each student's contributions in a learning environment. More specifically, in this study, textual complexity analysis is applied to investigate how student's writing style on social media tools can be used to predict their academic performance and their learning style. Multiple textual complexity indices are used for analyzing the blog and microblog posts of 27 students engaged in a project-based learning activity. The preliminary results of this pilot study are encouraging, with several indexes predictive of student grades and/or learning styles.

Learning for self-regulation: Improving instructional benefits for pupils, teachers, parents, schools, and society at large

Compulsory education laws oblige primary and secondary schools to give each pupil positive encouragement in, for example, social, emotional, cognitive, creative, and ethical respects. This is a fairly smooth process for most pupils, but it is not as easy to achieve with others. A pattern of pupil, home or family, and school variables turns out to be responsible for a long-term process that may lead to a pupil’s dropping out of education. A systemic approach will do much to introduce more clarity into the diagnosis, potential reduction and possible prevention of some persistent educational problems that express themselves in related phenomena, for example low school motivation and achievement; forced underachievement of high ability pupils; concentration of bullying and violent behaviour in and around some types of classes and schools; and drop-out percentages that are relatively constant across time. Such problems have a negative effect on pupils, teachers, parents, schools, and society alike. In this address, I would therefore like to clarify some of the systemic causes and processes that we have identified between specific educational and pupil characteristics. Both theory and practice can assist in developing, implementing, and checking better learning methods and coaching procedures, particularly for pupils at risk. This development approach will take time and require co-ordination, but it will result in much better processes and outcomes than we are used to. First, I will diagnose some systemic aspects of education that do not seem to optimise the learning processes and school careers of some types of pupils in particular. Second, I will specify cognitive, social, motivational, and self-regulative aspects of learning tasks and relate corresponding learning processes to relevant instructional and wider educational contexts. I will elaborate these theoretical notions into an educational design with systemic instructional guidelines and multilevel procedures that may improve learning processes for different types of pupils. Internet-based Information and Communication Technology, or ICT, also plays a major role here. Third, I will report on concrete developments made in prototype research and trials. The development process concerns ICT-based differentiation of learning materials and procedures, and ICT-based strategies to improve pupil development and learning. Fourth, I will focus on the experience gained in primary and secondary educational practice with respect to implementation. We can learn much from such practical experience, in particular about the conditions for developing and implementing the necessary changes in and around schools. Finally, I will propose future research. As I hope to make clear, theory-based development and implementation research can join forces with systemic innovation and differentiated assessment in educational practice, to pave the way for optimal “learning for self-regulation” for pupils, teachers, parents, schools, and society at large.

The effect of multilingual facilitation on active participation in MOOCs Authors:

A new approach for overcoming the language and culture barriers to participation in MOOCs is reported. It is hypothesised that the juxtaposition of English as the language of instruction, used for interacting with course materials, and one’s preferred language as the language of participation, used for interaction with peers and facilitators, is preferable to ‘English only’ for participation in a MOOC. The HANDSON MOOC included seven teams of facilitators, each catering for a different language community. Facilitators were responsible for promoting active participation and peer tutoring. Comparing language groups revealed a series of predictors of intention to learn, some of which became apparent in the first days of the MOOC already. The comparison also uncovered four critical factors that influence participation: facilitation, language of participation, group size, and a pre-existing sense of community. Especially crucial was reaching a sufficient number of active participants during the first week. We conclude that multilingual facilitation activates participation in MOOCs in various ways; and that synergy between the four aforementioned factors is critical for the formation of the learning network that supports a social dynamics of active participation. Our approach suggests future targets for the development of the multilingual and community potential of MOOCs.

Naar verantwoorde zelfregulatie in opvoeding, onderwijs en diagnostiek.

De beoordeling van vorderingen en inzet van (extra) diagnostiek ('indicatiestelling') in het onderwijs kunnen de kans op het ontstaan van problemen bij een kind vergroten. Tijdige herkenning en preventieve ondervanging van de problemen vragen veranderingen in de inhoudelijke, evaluatieve, didactisch-organisatorische en diagnostische systematieken in en rond scholen. Daarom wordt gewerkt aan de opbouw van een inhoudelijk integrerende, pedagogisch-didactische kernstructuur (PDKS). Deze helpt de dialoog en samenwerking tussen opvoedeling(en) of leerling(en), opvoeder(s), leerkracht(en) en andere professionals eenduidig in te richten en te optimaliseren. Didactisch-organisatorische steun wordt verleend door passende software in de vorm van 'Diagnostische, Instructie en Management Systemen' (DIMS). De beoogde veranderingen worden samen met leerkrachten en schoolleidingen ontwikkeld en proefondervindelijk gerealiseerd in enkele scholen voor primair onderwijs. De schoolontwikkeling biedt de contextuele condities ter realisatie van 'verantwoorde zelfregulatie' van elk kind of elke leerling. Dit wordt toegelicht in verschillende praktijkvoorbeelden. Ook worden volgende ontwikkelingen geschetst.

‘Optimaliserend Onderwijs’ voor elke leerling. Multiniveau theoretisch ontwerp en praktijkontwikkeling

Een review van onderwijsanalyses en (beleids)onderzoeken verricht in de periode 1916-2015 wijst uit dat de reguliere jaarklassensystematiek in het Nederlandse primair en voortgezet onderwijs aanleiding geeft tot prestatie- en motivatieproblemen bij risico-leerlingen. Dit zijn met name de leerlingen die qua ontwikkelingspotenties of leervorderingen (aanvankelijk) duidelijk naar beneden of naar boven afwijken van leeftijdsgenoten in een groep of klas. Ondervanging van deze problemen lijkt mogelijk via een preventieve systematiek van ‘Optimaliserend Onderwijs’ voor elk kind in de vóór- of vroegschoolse educatie en elke leerling in het primair of voortgezet onderwijs. Een eerste vraag betreft de inhoudelijke en vormgevingskenmerken van dit onderwijsontwerp: welke richtlijnen en specificaties daarvan kunnen het onderwijs, spelen en leren voor elke leerling, zo optimaal mogelijk inhoud en vorm geven en hoe ziet een model van dit Optimaliserend Onderwijs eruit? Een tweede vraag is gericht op de realisatie van dit onderwijsontwerp: hoe is deze onderwijssystematiek te ontwikkelen in de Nederlandse schoolpraktijk? Gebruik van de sneeuwbalmethode in met name Nederlandse onderzoeks- en designliteratuur leidt tot beantwoording van de eerste vraag in de vorm van een multiniveau theoretisch ontwerp van ‘Optimaliserend Onderwijs’. Kernpunten hierin zijn: landelijke (deel)curricula gekenmerkt door instructievarianten; integratie van dubbele diagnostiek (individueel-longitudinaal en vergelijkend-genormeerd); flexibele certificerings- en diplomeringsstructuur; een ondersteunende schoolorganisatie; gecontroleerde opbrengst-optimalisering per kind of leerling en op instellings- en schoolniveau; per vóór- of vroegschoolse instelling of school(bestuur) kunnen ook vrije ofwel eigen onderwijsinvullingen worden ingericht. Beantwoording van de tweede vraag gebeurt met behulp van (onderzoeks)literatuur over multiniveau onderwijsinnovatie in de schoolpraktijk. Aanbevolen wordt om, op basis van een gezamenlijk besluit van het ministerie van Onderwijs, Cultuur en Wetenschap, de Tweede Kamer, relevante onderwijsinstanties, schoolbesturen en ouderorganisaties, te komen tot inrichting van samenhangende ontwikkelingsprojecten en -onderzoeken. Via een projectenserie in instellingen voor vóór- of vroegschoolse educatie en scholen voor primair en voortgezet onderwijs kan gecontroleerd worden samengewerkt tussen leid(st)ers, leerkrachten en docenten, scholen, ontwikkelings- en andere onderwijsinstellingen, instellingen voor onderzoek en informatietechnologie, en onderwijspolitiek. Tussenresultaten van Optimaliserend Onderwijs worden steeds in andere instellingen en scholen beproefd en verder verspreid.

Optimaliseren van leren in en rond PO, VO en MBO.

In deze presentatie wordt ingegaan op mogelijkheden het onderwijs voor en het leren van jonge kinderen en leerlingen in het PO, VO en MBO te optimaliseren.