Thursday, 1 June 2017

Free: Handbook of Learning Analytics #LAK #learninganalytics #data

This is simply a must have for anyone into learning: the Handbook of Learning Analytics by Charles Lang, George Siemens, Alyssa Wise and Dragan Gašević. Really, it is an astonishing bundle (350 pages!) of learning analytics insights, which will get anyone with an interest in learning analytics up to speed with current challenges and ideas.
The publisher made this introduction:
"It aims to balance rigor, quality, open access and breadth of appeal and was devised to be an introduction to the current state of research. The Handbook is a snapshot of the field in 2017 and features a range of prominent authors from the learning analytics and educational data mining research communities. The chapters have been peer reviewed by committed members of these fields and are being published with the endorsement of both the Society for Learning Analytics Research and the International Society for Educational Data Mining." 
Bluntly copying the table of content below to give an idea of who contributed and what you can expect from the papers.

Foundational Concepts


S. Knight & S. Buckingham Shum
Pages 17-22


Techniques & Approaches


V. Kovanović, S. Joksimović, D. Gašević, M. Hatala, & G. Siemens
Pages 77-92

D. McNamara, L. Allen, S. Crossley, M. Dascalu, & C. Perret
Pages 93-104



S. D’MelloDownload Chapter
Pages 115-127


Pages 129-141


J. Klerkx, K. Verbert & E. DuvalDownload Chapter Pages 143-150



A. Wise & J. VytasekDownload Chapter
Pages 151-160



Applications

 Chapter 14. Provision of Data-Driven Student Feedback in LA and EDM

A. Pardo, O. Poquet, R. Martínez-Maldonado & S. Dawson
Pages 163-174



D. Shaffer & A. RuisDownload Chapter
Pages 175-187



D. SuthersDownload Chapter
Pages 189-197



P. Foltz & M. RosensteinDownload Chapter
Pages 199-210



R. Kizilcec & C. BrooksDownload Chapter
Pages 211-222

N. Mirriahi & L. Vigentini
Pages 251-267

Tuesday, 30 May 2017

#LearningTechDay in Belgium, come and join experts #EdTech #elearning

One of the highlights for Professional eLearning is coming up next month. On Tuesday 20 June 2017, Mathias Vermeulen (CEO of Winston Wolfe) organizes the Belgian LearningTechDay an annual event that always seems to trigger multiple ideas.

Location: Zebra in Ghent, Belgium. Zebra is a unique project that combines housing, culture and economy all in one. And it has cheap parking space.

This is not just any other eLearning opportunity. If you are in the neighborhood and you are interested in eLearning, this is the place to be! The three keynotes alone will make it worth your while: Stephen Downes (integrating MOOCs in corporations), Nell Watson (Artificial Intelligence in all aspects of learning, living and society), and Jamie Good (Neuroscience, habit-building and technology).

Although some of the break-out sessions are in Dutch, the keynotes are in English, and I am pretty sure everyone participating speaks English.

I will also share a presentation, specifically on the Instructional Design Variation Matrix, an ongoing work which looks at parameters that are often opposite to each other, and bridging these opposites with possible online learning steps befitting diverse instructional design demands. This is slowly but surely resulting in a manual that can be used as a job aid to quickly look for options to implement diverse learning purposes, providing solutions for your own specific learning environment or tailored to your own target population (e.g. master students, informal learners, professional learners).

To give an idea, the Instructional Design Variation Matrix lists an array of actions that can be taken to address different learning parameters (individual versus sociaal learning, memorizing content versus challenge-based education, standardized learning versus contextualized learning, just-in-time performance versus long-term implementation, …). Because the designs are linked to different (intended) learning objectives, it enables the online material to be used in a variety of learning trajectories.

Monday, 22 May 2017

When learning analytics meet #MOOCs by @mebner #learninganalytics #liveblog

Today I had the pleasure of meeting up with Martin Ebner from the TUGraz, who gave a detailed and critical overview to show how Learning Analytics can support the future MOOC-learner as well as the future MOOC-lecturer.

Martin starts off talking abut iMOOX (with an explicit open license (creative commons), so you can use the content for free. EdX license for open courses was a conscious choice.
‘Making’ kreatives digitales gestalten met Kindern (http://imoox.at, another famous one: Gratis online lernen. Which won them the Austrian National Price of Adult Education in 2015. So, to reach all adults a blended approach was used to get the learners from what they new (paper learning) to MOOC learning.

How did they implement learning analytics
iMOOX learning analytics prototype architecture: learners, MOOC  platform, learning analytics and prototyping, that was returned to the learners.
The webserver did log-files, the data was collected, and the learning analytics server visualised results. The LA server was developed at TUGraz (Khalil, yeah!!) with screenshots.

Some MOOC learning statements: what can we learn from these learning analytics
High dropout rate on MOOCs is a legend: statistics show that it is a myth (referring to Lackner, Ebner, Khalil (2015). Moocs as granular systems: design patterns to foster participants activity, elearning papers, 42 (2015), pp. 28-37.

Activity profile is shown: posting, reading, text files, … with different colors for certificate earners.
The decline of participation over the weeks. Very similar to other MOOCs. After the first 4 weeks learner activity is quite stable.

Video tracking was done, (Khalil, 2016, what MOOC Stakeholders can learn from learning analytics? In Lockee, Childress (Ed.). The video start is seen, but the video end rarely.
Learning success:what is it? In many cases learner activity is compared. But not clear link to which activity is related to learning success (not sure if I got this).
Learning analytics tells us how learning in classroom happens: social aspects lecture of Ebner was turned into a MOOC. The idea was to open the course to both the students and the public. The course lasts 10 weeks, with regular content, and the learners can choose how to go through the MOOC, and it includes a self-assessment per week. Each quiz could be taken 5 times. Cut-off was 75 % and if you did all the quizzes you got a certificate. When looking at the clusters (Khalil, Ebner, 2016, clustering ptterns of engagement in MOOCs: the use of learning analytics to reveal student categories).
University students had highest certification ratio, with high reading, low writing, high video watching and high quiz attempts. (really interesting).
Learning happens all the time and can be fun. (Lackner, Khalil, Ebner, 2016, How to foter forum discussions within MOOCs, a case study).

Then badges were introduced, compliant with mozilla backpack. Badges for quizzes and course finalisation. This was used for the first time in 2015. Learners who did take badges, went for all the badges. The drop out rate was much lower for those learners going for badges, then simply certification. (Inge: is this related to multiple motivation drivers?).

Gamification: was done in one MOOC. (Khalil, Ebner, 2016, how gamification can improve your MOOC student engagement). The gamification element got more learners active than in the first week! Never seen that graph in any other MOOCs. (interesting). But one setback with gamification, are those who are no longer active, as these are not engaged in the game.
 


Learning analytics constraints
Revealing personal information
Morality to view student data
Collecting and analysing data transparency
Deleting data policies
Who owns student data
Protection and copyright
Integrity, confidentiality and availability
Inaccurate analysis results

Benefits: potential for society
Knowledge society
Access to education (but bachelor degree at least are the most successful learners in MOOCs)
Lifelong learning
Cost reducing
Quality improvements

Learning analytics: drop out not that high, get them in for the first 4 weeks, the rest is stable.

Remark of Martin on a recent adult learning MOOC, which used local ad-hoc groups that could meet on the subject of MOOCs, which turned out to be very successful (similar to other MOOC groups that were set up).

Future actions: bridging MOOCs to prepare students prior to university. 

These are Martin's slides:


Rubrics as part of online MOOC peer reviews #mooc #elearning

An addition to the EdTech options that I am currently organising. A rubric is a grading tool used within a course (blended or online courses) which is used to enable students as well as learners to understand what is expected of them in terms of solving an assignment or reviewing assignments from their peers.

Where - within the learning process - can a rubric be used?

Typically, as a teacher you will first introduce a case or project (generic example) that is exemplary for a specific process or project (for instance designing an online course overview). Each concept of interest is highlighted in detail. After explaining that particular example of a case, an alternative is given to deepen understanding. Then the learners are requested to build a similar case, yet adapted befitting their own context, infrastructure or conditions. By asking them to build a contextualised case, you bring the content and the assignment closer to their own previous knowledge. To offer guidance you provide a rubric, including the concepts you described in the detailed example. 

Brief orientation of the rubric: the rubric provided bellow can be used as an example rubric which can be adapted to align the conditions to the course topic. In this case the rubric is used to peer review online course overview. So the assignment include providing a course overview, including content and accompanying assignments consisting of several modules, with one module completely worked out in detail. The overview will provide an idea of the overall structure of the course, the detailed module gives an idea of signposting, descriptions, attained learning objectives. 

What is the benefit of using a rubric
A rubric has multiple purposes and can be used in different settings:
  •  It can be provided to learners prior to having to submit an assignment. That way they understand what the professor will be looking for, what the important criteria of the assignment are, and the rubric will offer a structured overview of how to strengthen a project, proposal or assignment prior to submitting it.
  • A rubric can also be used as a grading or reviewing tool between peers (e.g. learners). A rubric offers a more objective way to review each others work. In addition reviewing each others work will result in a more in-depth understanding of what the project/proposal can be and how your own project can be enhanced by looking at how your peers solve it, or design it.
  • By using a rubric the learners also get an idea of critically looking at other projects, and at the same time knowing the challenges that come along when writing a project based on specific criteria. Which is useful for future project work or collaborations with partners.

Using a rubric triggers deeper reflection in the learner on a specific tasks, as well as trigger additional actions concerning the task by integrating the criteria in a project or task. This leads to higher order thinking.

Example rubric
This example rubric is based on reviewing an online course project, but it can be adapted to any field using criteria that are relevant to that field and the requested project or proposal at hand.

The rubric below is made up out of four grading elements, you can increase or decrease them according to your own preference. In this case I choose to use an even amount of grading elements, as this pushes the learner to make a non-neutral choice, the feedback is either bad or good, not neutral. So you put the learner out of a comfort zone by not providing a neutral option, which would be an option when given three or five grades.

In general, once you have a criteria, you will be able to describe a good quality delivery of that criteria as that is typically what a teacher/professor would hope to get from a learner. From there you work your way back towards what you would consider to be a poor quality delivery of that particular criteria.


Grading criteria
Poor quality
Insufficient  quality
Sufficient quality
Good quality
Overall course structure
There is no coherent course structure.
An attempt is made to provide a course structure, but the course lacks descriptions, has no sign-posting to guide the learner through the course.
The course elements are structured, but not all course units are accompanied by descriptions and/or signposting. Leaving the learner to test those course units for themselves.
The course is well-structured providing clear descriptions and sign-posting throughout the course, enabling self-directed learning.
Online content in alignment with learning objectives
No learning objectives are given.
Learning objectives are given, but they seem to be disconnected from the content that is provided in the course, or they are not covered by the content of the course.
Learning objectives are given, but it is not always clear where the relevant content connected to these learning objectives can be found.
The learning objectives in the course are all clearly reached by the end of the course. The alignment of the learning objectives with the course content can be traced by looking  at the titles of the different course segments.
Course content engagement
The content is boring, lengthy and non-inspiring.
The course content consists of an amalgam of course elements that do not touch any challenges, nor do they inspire to integrate ideas coming from the content into my own context.
Parts of the content are engaging and inspiring. Some course units lack mentioning challenges and solutions, but they do provide informative background material.
The course is captivating, in an engaging way. It provides consize and meaningful content related to the subject matter, highlighting challenges and solutions related to each course unit.
Complexity of the learning path.
The course elements are provided chaotically, without enabling the learner to grow as they go through the different learning units.
An attempt is made to enable the learner to grow throughout the course, but too little stepping stones are provided in between the course units. The learner isn’t provided with enough background to assimilate new knowledge so they can move to the next course unit and understand what is covered there.
The course consists of logical steps, moving the learner towards more understanding by providing new information that supports basic knowledge creation. But some units lack additional, advanced learning material.  
The course evolves from simple concepts to complex combinations of concepts. Within each course unit there is also a consistent increase of content complexity.
Relevance and contextualisation of course assessments
Assignments are lacking.
Too little assessment is available to enable the learner to self-evaluate their own learning.
The assessments provide ample opportunity to see whether the content is understood. However, there are no contextualizable assessments or assignments provided. For example: no challenge or need based assignments.
Course assignments can be contextualised given the learner’s background or field expertise. Course assessments are varied and range from simple to complex. The course offers self-assessment options after each larger content segment covering a learning objective.
Content support through media use
Only one type of media is offered as content throughout the course.
The course integrates two different types of media (video and text), but the visuals add nothing to the story that is told. It could just as well be offered in writing. The video is of very low quality, you can hardly see what is recorded.

The course uses a mix of media, in accordance with the affordances of that particular media (e.g. discussion paper to increase debate, video of an actual engineering plant described in the course module).
Critical viewpoints provided and stimulated.
The content only shows the topic from one particular angle and is not critical.
The content is infrequently critically analysed by the content provider.
The content is enriched with critical arguments, both the challenges and the solutions.
Challenges and solutions related to the content are addressed from multiple angles. The learners are engaged to find additional viewpoints, or add critical content.

Friday, 19 May 2017

Call for papers and an online learning Award opportunity #CfP #eLearning

Call for Papers
These four calls for papers/presentations and the additional eLearning award opportunity (10.000 – 100.000$) are listed chronologically based on the submission deadline.

Conference on MOOCs, Language Learning and Mobility
When: 13-14 October 2017
Where: Naples, Italy
Deadline for submissions: 17 June 2017
The conference is part of the http://www.movemeconference.eu
More info: movemeconference.eu

The University of Naples L’Orientale together with Federazione Nazionale Insegnanti Centro di iniziativa per l’Europa (FENICE), as one of the partners of the project "MOOCs for University Students on the Move in Europe" (MOVE-ME) funded by the Erasmus+ Programme of the European Union, invite you to attend the Second International conference on "MOOCs, Language Learning and Mobility".
The conference will take place on 13 - 14 October 2017 at Palazzo Du Mesnil, via Chiatamone, 61 Naples 80121 in a central zone, near the Castel dell’Ovo, the sea and in close proximity to some of the best city hotels.
This second international conference aims to bring together higher education professionals, linguists and language technologists from around the world to debate issues relating to MOOCs, language teaching/learning and student mobility, by providing a forum for exchanging ideas, research outcomes and technical achievements. What the organisers say you can expect:

·  Increase your knowledge of the topic.
·  Share results achieved in innovative projects and initiatives.
·  Meet and network with those having shared interests and goals.
·  Bring new ideas and concept home to your institution.


Conference attendance is FREE for presenters and non-presenting attendees. 
Download the registration form from the conference website movemeconference.eu and email the completed form to fenice.eu@gmail.com by 30 June 2017 if you are a speaker or by 30 September 2017 if you are just attending..
For more information on the event, the keynote speakers and the call for proposals please visit the conference website. Stay tuned for updates to the conference program. If you have any enquiries, or wish to be added to the mailing list, please write an email to 
fenice.eu@gmail.com.


We are now calling for abstracts for your research-related papers, presentations of case studies, work-in-progress and results of EU-financed projects.
Abstracts authors are invited for a 20-minute presentation. Details of how to submit an abstract can be found in the conference website movemeconference.eu. The closing date for submitting your proposals is 17 June 2017.
The abstracts and papers submitted will be peer-reviewed by the scientific committee and the acceptance will be notified by 15 July 2017. All accepted abstracts will be included in the conference proceedings and published on the conference website.
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OLC Accelerate conference
When: 15-17 November 2017
Where: Orlando, Florida, USA
Deadline for submissions: 22 May 2017
Info on submission options: please align submission to the session type as shown on the session types and details page.
Submission length for session: abstract 50 words, Please keep extended abstract under 1500 words.

The Online Learning Consortium organises the OLC Accelerate 2017: Accelerating Online Learning Worldwide, to be held November 15-17, 2017 at the Walt Disney World Swan and Dolphin Hotel in Orlando, Florida.
The OLC Program Committee seeks proposals that reflect and showcase our vibrant community of practice — promoting theory, research, methodology and/or applied effective practices in online, blended, and web-enhanced teaching and learning. Both research and evidence-based proposals are encouraged for submission.   Note that each individual is limited to no more than three (3) submissions, including the roles of presenter, co-presenter, panelist, or workshop facilitator. 
The session type descriptions will be helpful to you as you shape your submission. Please review the details on these CFP pages before submitting your presentation proposal. 
Be sure to read through all of the information in this section of our website to ensure you understand what needs to be done and when, including our submission checklist, conference tracks, session types and more!  
Notifications are sent to all authors on each submission. All submissions are sent notification emails, regardless of acceptance status. Please be sure to “whitelist” emails from the @onlinelearning-c.org domain. If you do not receive a notification email by August 4, please contact us at conference@onlinelearning-c.org.
When registering, please include as much information as possible in your user conference management system (CMS) profile, including your biography, a profile picture, and most current contact information. All additional co-presenters need to also be registered in the CMS with user accounts. Please keep in mind that once you have registered or submitted a paper, all conference-related information can be found here at the OLC Accelerate 2017 website.
After you login and proceed to the conference management system, you will be able to submit a proposal by clicking on “OLC Accelerate 2017” in the top menu navigation within the CMS. 
Step 2. Review the Session Types and Details.
Be sure to align your abstract with any special requirements outlined in the session type requirements. 
Note: Presenters should include active engagement methodology during presentations to encourage audience/participants to ask questions. The CFP ratings are based on the following major categories:
  • Relevance to the conference
  • Clarity
  • Audience Appeal
  • Interactivity (Active Engagement)
Step 3. Review the Strand Descriptions.
Step 4. Review the Submission Checklist.
Step 5. Review the Presenter FAQs.
Step 6. When you are ready to submit, login and select “OLC Accelerate 2017 > Session” to begin. You must be logged in to submit. 

If you need a PDF of the CFP pages for accessibility reasons, we have prepared a simple PDF of the OLC Accelerate 2017 CFP information. 

The submission deadline is May 22, 2017 at 11:59pm ET.
Thank you for your contribution. We look forward to reviewing your presentation submission.

Timeline of Important Dates: 
  • Proposals due by 11:59pm ET May 22, 2017
  • Notification of acceptance by August 4, 2017
  • Deadline for presenters to accept is August 21 2017
  • Deadline for presenters to register is September 20, 2017
  • Final date for presenters to edit abstracts is September 20, 2017
  • Final presentation upload date is November 1, 2017
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Conference on Digital Universities in the MOOC Era: Redesigning Higher Education
When: 20 – 22 September 2017
Deadline for submissions: 31 May 2017
The conference is organised by ICEM and Federica WebLearning Center  (www.federica.eu). 

The conference features four thematic areas: 
·        video language and pedagogy; 
·        digital educational environments; 
·        space vs interface design; 
·        Platformism: new paradigms for online learning.
Contributions for papers and workshops in these areas are welcome

General information
The digitalisation of higher education, as a consequence of technological development, has long been confined to providing more efficient management systems. Only recently has the digital culture made a major inroad into academic life, with the diffusion of MOOCs, Massive Open Online Courses, as the new e-learning format to deliver top quality content for free to millions of students worldwide. While HE Institutions are broadening access to their academic offer to online users worldwide, the corporate and NGO sectors are exploring the benefits of a more qualified online approach to training and dissemination for both personnel and clients, as well as the general public. 
The unbundling of the different processes involved in education delivery, especially credentialing, with the emergence of new actors on the educational market leads us to question what the future holds for traditional HE. What are the new social demands? How do educational institutions intend to cope with these fast-changing audiences and targets? Are corporate MOOCs a fierce competitor to HE institutions or a worthy ally?
The answers lie in the intersection among digital culture and educational environments. Bringing together people from government, academia and media, the ICEM International conference 2017 intends to focus on the emerging of MOOCs as a disruptive innovation in the traditional academic eco-system.

Speakers and contributors would submit abstracts to shed light on specific aspects of these four strands:

1) Digital culture and educational environments
The advent of MOOCs has opened up new, and previously unthinkable, scenarios in higher education. Millions of learners are now aware of this extraordinary offer, and platforms are mushrooming all over in the world. As MOOCs become part of the established institutional offer, HE institutions have to work out how these new distance learning models fit with traditional institutional curricular design and development, teaching, credentialing and research practices. What is the strategic response to funding constraints and the need for flexible provision? Are MOOCs destined to become a new form of shadow education? How is the MOOC phenomenon going to be institutionalized? 

2) Space vs. Interface design
A key aspect is the relationship between MOOC formats and instructional design. One might expect MOOCs to play the same disruptive role that books and printing literacy played in XV century learning. However, books had a well-established format and interface that MOOCs do not have yet. How to create an interface culture for the digital education? How much do learning space and format influence education? How can the user experience be improved both in the classroom and the digital world?

3) Platformism – new paradigms in online learning
Today, two giant operating systems – Microsoft MsDos and Apple Os – dominate the computer world, with two ancillary developments – Android and iOS – controlling the mobile environment. In the Higher Education environment there is still open competition among traditional e-learning software solutions and those offered by the main MOOC providers. How is platformism influencing learning environments, and what operational conditions are necessary for learners to exercise their choices? Moreover, should we expect a new oligopoly to emerge, concentrating the best of higher education in a few giant hubs with their proprietary formats and platforms? 

4) Going visual: video language and pedagogy
Finally, it seems that video is here to stay. Talking heads, interactive videos, virtual labs augmented reality; all kinds of magic can be reproduced through our screens. How do we expect the traditional student-teacher relationship to be reshaped with the new opportunities web-videos are offering to provide top quality educational resources in a distance-learning environment? What is the role of quality and aesthetics and personalisation? How do we accommodate the changing relationships between teacher and student in the online environment?
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Online Educa Berlin 2017
Where: Berlin, Germany
When: 6-8 December 2017
Deadline for submssions: 29 May 2017
More info: https://oeb.global/

The theme of this year: Learning Uncertainy: Can we learn to live with it? Can we accept it, manage it and even thrive on it? We live in an age of acceleration. We are in the midst of a sea-change - a profound, transformative shift in knowledge, experience and perception. It is a new era defined by technology, globalisation, information and, above all, uncertainty. 
Our uncertainty is born of the rapid and continuing change around us. Technology is already developing faster than we can learn the skills we need to use it. Information is the world's most valuable commodity. Demographic change, political turbulence, economic challenges and environmental threats confront us. There has always been uncertainty but this is different. We are facing the end of stability. Are we ready for this new era? Are businesses, governments and societies really prepared for our uncertain future?
Can we live with uncertainty? Could we benefit from it? How can we use volatility and instability to our advantage? How can we weather the storms? How should universities, colleges, schools and workplaces adapt? What should employers do now to plan for the flexible workforce they will need in the future? 
Can we learn uncertainty? Is it a language or an equation, a philosophy or a science? How should it be taught? And how can we learn uncertainty when the future of learning itself is uncertain?
OEB 2017 is about acknowledging uncertainty and preparing for it. It is about how transformative education, training and learning can equip businesses, organisations and individuals with the skills to survive and prosper in our new era.
Become involved in shaping the agenda by proposing a topic, talk or session by May 29th, 2017.
Accepted papers by registered speakers will be included in the published OEB
Conference Book of Abstracts 2017. The ISBN number is 978-3-941055-47-6.
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Digital Learning Innovation Award opportunity

Part of the OLC Accelerate conference
When: 15-17 November 2017
Deadline for submissions: 30 June 2017.
Where is the award ceremony: Orlando, Florida, USA

The Digital Learning Innovation Award (DLIAward) program recognizes faculty-led teams and institutions for advancing undergraduate student success through the adoption of digital courseware. OLC is calling for submissions from accredited U.S.-based institutions in two categories:
·  Institutional Award – $100,000 (up to three awarded)
·  Faculty-led Team Award – $10,000 (up to 10 awarded)
We ask that only those who are serious about truly being innovative, creative, and dedicated to changing the world of digital learning apply for this award. Join us for an informational webinar (optional dates to choose from).

The deadline for submissions is 12:00 p.m. ET on June 30, 2017. All applications must be submitted through the online submission portal. Winners will be announced at theOLC Accelerate conference, Nov. 15-17 in Orlando, Florida.

Read our recent  press release or visit the website for full details regarding the award competition. We look forward to reviewing your submissions, celebrating your successes, and identifying top innovators leading the digital learning landscape.