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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>An Analysis of Video Lecture in MOOC</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>KeyTerms. ICT Management</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Computer Science ,University of Delhi</institution>
          ,
          <addr-line>Delhi</addr-line>
          ,
          <country country="IN">India</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Department of Computer Science, Dyal Singh College, University of Delhi</institution>
          ,
          <addr-line>Lodhi road, New Delhi</addr-line>
          ,
          <country country="IN">India</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Jyoti Chauhan</institution>
        </aff>
      </contrib-group>
      <abstract>
        <p>Video is a content delivery form used for delivering lecture content in Massive Open Online Course (MOOC). While institutions plan to launch MOOC on their own platform or adapt an existing one, there is a need to specify the features required for video lecture in MOOC. In this paper, we present a checklist of features for video lecture incorporated in MOOC from the learner‟s perspective. The use case based approach has been followed for identifying the features of video lecture in MOOC. The checklist helps during requirement specification of video in MOOC as the provider select the desired features from the checklist.</p>
      </abstract>
      <kwd-group>
        <kwd />
        <kwd>Video Lecture</kwd>
        <kwd>Video Analysis</kwd>
        <kwd>MOOC</kwd>
        <kwd>Online Education</kwd>
        <kwd>Feature Checklist</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Component,</p>
      <p>Characteristic,</p>
      <p>Academia,</p>
      <p>Environment,
Online learning uses technology and electronic media for delivering and receiving
courses. It is considered as most promising development in education that provides
education with technology. With technology globalization, the concept and
methodology of learning, and teaching has undergone a change. The technology usage
in education provides global learning environment that allows accessing the course
material anytime, anywhere, connect other students, and get access to the content
without considering any geographical boundary. The significant changes in technology
usage in online education has seen emergence of MOOC in 2008. It is a popular way to
offer online courses globally by the universities and education providers.</p>
      <p>
        MOOC uses web-based tools and environments to deliver education [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. It
provides online courses aimed at unlimited participation and open access via the web
[
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. It is being used across the globe for offering online courses. Some of the popular
MOOC providers are - Coursera1, edX2 and Udacity3 in United States, FutureLearn4 in
      </p>
    </sec>
    <sec id="sec-2">
      <title>1 https://www.coursera.org 2 https://www.edx.org/ 3 www.udacity.com 4 www.futurelearn.com</title>
      <p>
        United Kingdom, iversity5 in Germany, FUN6 in France and MiríadaX7 in Spain [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
The course lectures in MOOC are delivered in different formats, like, text books,
lecture slides, academic papers, tutorial notes, video lectures, blog posts, article links,
quizzes and assignments.
      </p>
      <p>
        In MOOC, video is a primary delivery mechanism to publish the recorded lecture
content. It consists of audio (voice of instructor), visual (video of lecture) and text
(caption/transcript/subtitles) in one package. The study of edX [
        <xref ref-type="bibr" rid="ref4 ref5">4, 5</xref>
        ] analyzed that
students spend most of their time on video lectures. With the increasing popularity of
the video lecture, MOOC providers are continuously improving video lecture content
delivery as well as its production.
      </p>
      <p>A video lecture in MOOC is a combination of several elements like, lecture by the
teacher, quiz, and lecture slides. For viewing the video lecture, MOOC provides an
interface to the student. The video interface has several controls, using which the
student can perform settings for the view of the video lecture. The content in video
lecture is delivered in different types and formats. The accessing of the content is
possible with video lecture options.</p>
      <p>For offering MOOC, interested institutions have an option to go for self-hosted
platforms or use proprietary platform. When using self-hosted platform, the providers
have a choice to 1) develop their own MOOC platform, or 2) use open source platform.
Generally, the open source platform is a preferred choice, which may require
modification and customization as per the user needs. When developing a new MOOC
platform, there is a need to specify the features that has to be provided to the video
lectures presented here. Although video lecture are being delivered by MOOC
providers, there is no mention of its feature specifications.</p>
      <p>In this paper, we focus on creation of the requirement checklist for the video in
MOOC. It helps during the development, in selecting and specifying the requirements
for video lecture to be included in MOOC.</p>
      <p>Here, we present the feature requirement of video lecture that facilitates selecting
requirements for functionalities of video in MOOC. The functionality of MOOC video
is classified in two components, namely, 1) Video Interface, and 2) Video Lecture
Content. It aids the MOOC platform developer during requirement specification phase.
The features required for MOOC video can be selected from checklist.</p>
      <p>
        For formulating the feature checklist of video lecture in MOOC, a study of MOOC
platforms was conducted. We chose popular MOOC providers that provide different
functionalities for delivered video lecture. We studied Coursera, edX, and Udacity.
“Coursera is bayr tfhe largest MOOC pro[v6i]derre”ported by Class Central. The
most popular MOOC providers as reports by [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ] [8] [9] are Coursera, edX, and
Udacity. Since these are using different platforms, covers diversity in terms of
functionalities provided and mechanism used to deliver video content, our analysis can
be applied to any video lecture in a MOOC.
      </p>
      <p>The video feature requirement presented has been used to a few open source
platforms to identify the functionality provided by them. The checklist of feature has
been applied for the functionality visible to student.</p>
      <p>In this paper, Section 2 is a survey of related work. Section 3 provides an overview
of the video lectures in MOOC. Section 4 explains the methodology used for our study.
Section 5 discusses the controls of video interface. Section 6 explains the video lecture
5 https://iversity.org/
6 https://www.france-universite-numerique-mooc.fr/
7 https://www.miriadax.net/
content. Section 7 describes the analysis of video lecture feature in detail. Section 8
illustrates some examples on which our analyzed features have been applied. Section 9
lists the benefits. Section 10 enumerates the limitation. Section 11 states the
conclusion.
2</p>
      <sec id="sec-2-1">
        <title>Related Work</title>
        <p>
          For video in MOOC, much work has been done related to understanding student
behavior. In [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ] [10] [11] [12] [13], student behavior is studied in quantitative way.
The analysis using edX [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ] and Coursera course [10] focus on student engagement
using action time of students. Student engagement studies using different methods, for
example, using clickstream metrics [11], navigation study [12] and use of framework
[13]. The qualitative findings of clickstream are combined with cognitive science [11]
and student’s go[a1l0s]. These studies have not focused on video lecture particularly.
        </p>
        <p>Some authors [14] [15] [16] focuses on different aspects of videos, like, the video
interface, its features and properties. Guo et al. [14] studies the student behavioral on
edX platform using different properties of videos like, length, speaking rate, video
type, and production type. Guidelines for the video lecture are presented by
Chorianopoulos et al. [15] with the focus on video style, editing, sharing, controlling
and analytics. In [16] Kim et al. define design implication guidelines for video
interfaces based on the student engagement, like, providing shorter videos and
navigation links.</p>
        <p>Ortega et al. [17] perform a study based on different ECO MOOC platforms
OpenMOOC, Open EdX, iMOOC etc. and external MOOC platforms - Coursera,
Udacity, MiriadaX, OpenCourseWare-MIT, Futurelearn, and iversity. Their focus is to
study “accessibility” of MOOC platform including the video
recommendations are about subtitles (vocal or non-vocal sounds), secondary screen
integration, downloadable text, possibility of text reader processing, interface
navigation by keyboard. However, this study is based on the published literature only
and does not cover the different aspects of video lecture.
3</p>
      </sec>
      <sec id="sec-2-2">
        <title>Video Lectures in MOOC</title>
        <p>Video lectures are the pre-recorded learning material that acts as a medium of
communication between the student and lecture. In MOOC, the video lectures are
primarily used to deliver lecture content. MOOC video lectures are considered as
central to the student learning experience [14]. The courses are structured as list of
video lectures consisting of activities and contents, like, walkthroughs, assessment
problems, quizzes etc. Students need to watch the video lectures of the courses for
learning. Video provides self-regulated and independent learning. It has transformed
the traditional classrooms by replacin-gsize“-fointse-all” approach with -psaeclefd
learning, and from curriculum/teacher centric to student centric learning.</p>
        <p>Video in MOOC provides an interface to the students for managing the delivered
lecture. The interface provides different kinds of controls to the students. These
controls help to, navigate and view the content by play, pause, stop, increase/decrease
speed, volume and toggling to full screen mode etc. It also allows the student to
lecture.</p>
        <p>The
download the video in different formats and view it offline. The video lectures may
also be made available to students who are not enrolled in the course, via YouTube8
and other video sharing websites.</p>
        <p>The video lecture content is the lecture delivered by the teacher which may contain
caption and in-video activity like, quiz. The lecture material provided with a video
lecture may be presentation slides, transcript of video, related document etc. The
lecture material is provided in different formats. According to Clark and Mayer [18],
the transcript helps in understanding the complex domain-specific video lecture
content. Sometimes the text content of video is presented in different languages.
Different MOOC providers use different types of video presentation styles, lecture
material, video interfaces and activities for the video lecture.
4</p>
        <p>Methodology
MOOC providers use diverse mechanisms to deliver their video lecture. Videos are
different in terms of the available features, delivered content and formats and interface
used to display the lecture video. The features not only vary with the provider but even
with change in MOOC with the same provider. We gathered the information about
video by viewing the video lectures by different MOOC providers.</p>
        <p>For our study, we selected three most popular MOOC providers - Coursera, edX
and Udacity. For our sample data set, we identified courses provided by various
universities in different areas, for diversity. The courses provided by universities, like,
Stanford, Duke and Harvard; in subjects like, medical chemistry, biology and
computer science, were selected. We watched more than two thousand videos across
the three different providers and manually analyzed them. Our sample set includes
videos of short and long duration, interactive and non-interactive with different
presentation styles. Table 1 shows MOOC providers, courses offered, university
offering the course and number of videos viewed, from the selected sample.
Our experience and observation while watching the video lecture act as the baseline
for the extraction of features and their segregation into different categories.</p>
        <p>The long duration videos are time consuming to watch. So it is required to skip
some portions of video but not to miss any important feature. For this reason, the frame
of the video must be seen at any instant of time to check the relevance of that frame.
This kind of provision is provided by the feature named as Poster Frame. But it is not
provided by all platforms. As a result, the video need to be watched either by simply
play or by fast forwarding the video using speed +. During playing a video lecture in
edX, it showed an error once. Since edX provides help support we reported the
problem and got it resolved. The reason behind this kind of problem is, at times the
video player is not supported by the all browser. Therefore, we may need to change the
player which is possible using change player feature as provided by Coursera. The
language barrier is also a problem noticed in a few courses. According to nationality of
different instructors, accent and vocalization of the lecture instruction varies. So the
availability of caption on the video interface panel is very helpful for better
understanding of the content. Also, the caption provides multilingual support.</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>8 www.youtube.com</title>
      <p>MOOC
Providers
Coursera
edX
Udacity
The availability of downloading feature which is provided for offline learning support
makes it possible to watch the lecture without dependency on the network connection.
Accessibility of different quality of the video lecture and High Definition (HD)
support allowed us to watch the video on larger screen with better quality. After
watching the video, attempting the quiz and assignment of the course, the student may
require to track the progress, like, how many quizzes are there in a lecture, how many
them have not been visited yet. But for doing so, the student needs to go back to the
lecture and check each lecture separately. The options available are also not easily
navigable. Currently the progress bar feature is not being provided even by several
popular providers like, Coursera. One of the new features noticed in this analysis
process is embedded quiz. It allows attempting the quiz while watching the video
lecture and interacts with the video interface. It helps to check grasping of the learner
from the watched video lecture. This experience helped to identify and categorize the
features that were analyzed during the video watching sessions.</p>
      <p>We analyzed video lecture by the sample data set from perspective of student. It
helps to categorize the video lecture into different component and to segregate the
features provided by them.
5</p>
      <sec id="sec-3-1">
        <title>Video Interface</title>
        <p>MOOC provides video interface to the student for viewing the lecture videos. The
interface has several controls that allow students to make settings for the display of the
video lecture. We categorize the controls on the video interface into four categories –
(1) Display time, (2) View setting, (3) Advance setting, and (4) Help support.
1) Display time shows the current time during video watching and total duration
of the video.
2) View setting is related to playing the video, like, play/pause, change volume or
speed of video. By default, the video is displayed in normal mode which can
be toggle to full screen mode. View settings allow the student to control the
setting for play ( ), pause ( ), speed (+/-), volume (+/-), full screen mode
( ), navigate to previous/next videos ( , ) etc. It also allows setting for
rewind and replay ( ) video.
3) Advance setting include are additional controls provided on the video
interface. It allows the student to switch to HD mode to watch video lecture
with better quality. The poster frames of the video on time bar seen at any time
without playing it are part of advance setting. The settings also provide
multiple video player facility which allows changing the player. The video text
is provided in different languages that can be chosen from the caption option.
The format of the caption can also be changed like, font and background color,
opacity of window. The controls for advance setting may or may not be
provided in all video interfaces.
4) Help Support allows reporting of problem faced during the watching of video
lecture. Discussion forums are provided for problem reporting. Help for
shortcut keys allow interface navigation using the keyboard.</p>
        <p>Different MOOC providers provide different kinds of controls on their video
interface. Display setting and view settings are among the common controls provided
on video interface. Fig. 1 shows different controls available in the video interface of a
video lecture in Udacity - progress bar, caption text, play/pause, volume slider, current
time/total time of video, full screen mode, add to watch later, watch on YouTube,
caption on/off and language selection, and setting for selecting speed, video quality,
and subtitle options.</p>
      </sec>
      <sec id="sec-3-2">
        <title>Video Lecture Content</title>
        <p>The video lecture content is the lecture delivered by the teacher which may contain
caption and in-video activity like, quiz. The support material provided with a video
lecture may be presentation slides, transcript of video, related document etc. The
support material of the lecture is provided in different formats. The transcript helps in
understanding as it provides text of the instruction given by video lecture instructor.
Sometimes the text content of video is presented in different languages. Different
MOOC providers use different types of video presentation styles, support material,
video interfaces and activities for the video lecture.</p>
        <p>The lecture content of the video has some activities embedded in it for better
explanation and interaction with the students. The video lectures also have
accompanying material that helps in better understanding of the lecture. We categorize
the content of video lecture into two parts- 1) Lecture Material and 2) Embedded Quiz.
1)
2)</p>
        <p>Lecture Material- The video lecture content is provided in the form of slides,
video of the lecture, transcript of the video etc. The content is available in
different formats, for example, mp3/mp4, ppt and pdf. The lecture material can
be downloaded to support offline learning which may also be available in
different qualities.</p>
        <p>Embedded Quiz is the in-video activity that is incorporated to make video
lecture session more interactive. Students can attempt the quiz while watching
the video lecture. The quiz has several options and parameters, like, question
type that may be Multiple Choice Question (MCQ), true-false or descriptive.</p>
        <p>Different types of video lecture content are delivered by the MOOC providers
which have diverse features and controls.
7</p>
      </sec>
      <sec id="sec-3-3">
        <title>Video Lecture Feature Checklist</title>
        <p>The features provided by each MOOC platform vary. Therefore to understand the
features of the video lecture in MOOC, the analysis has been performed on video
lecture of three popular MOOC providers - Coursera, edX and Udacity. In our study
the main focus is to identify the features of the video lecture in MOOC. The video
lecture in MOOC consists of two components - Video interface and Video Lecture
Content. We arrive at the detailed feature checklist by identifying the features provided
by each component of video lecture. We analyzed the features for video lecture
components including their presentation style.</p>
        <p>Video Interface provides controls to the student for viewing the video lecture in
MOOC. The features provided by video interface are mainly controls that provide
control of the interface to a student. A video lecture also provided different types of
content to their student. Video lecture content provided several options for accessing
the lecture material. The categorization of video interface and video lecture content
helps to segregate the provided controls, features and presentation style, from student’s
perspective.</p>
        <p>For arriving at the feature checklist, the features provided by the component and
control identified in previous sections are applied on the chosen MOOC providers of
our study. From our analysis we find some of the features are provided by each of the
MOOC providers, like, current/total time, play/pause, and video mp4 format support. It
suggest that these are the basic features need to be made available for student. The
inclusion of some feature provides better functioning but does not affect the basic
functioning of the video lecture. For example, availability of HD support, multiple
languages for caption, availability of different quality video named as optional or
advance features etc. These are named as optional or advanced features.</p>
        <p>The different levels of availability of feature or control from stupdeernspt’esctive,
are classified into three
catagories

</p>
        <p>Basic – are the most important features that are available in all platforms. It is
denoted by weight „3‟.</p>
        <p>Optional – are the features that are not necessary but may be helpful. The
feature supported by any of the two platforms is an optional feature. It is
denoted by weight „2‟.</p>
        <p>Advanced – are the features that are required for specific purpose. Feature
available only by single platform is an advanced feature. It is denoted by
weight „1‟.</p>
        <p>On the basis of availibility of a feature, weights are assighned to each identified
feature. The weighted feature checklist of features helps to select the features and
options that need to be made available to a student in video lecture of MOOC. Table 2
lists the weighted feature checklist of video lecture in MOOC. Each feature is
presented in different way by the MOOC providers.</p>
        <p>The Video Interface and its options are provided in diverse styles. It is displayed
either as a separate pop-up window or incorporated in the lecture page. Each provider
use different presentation style for viewing controls, like, video speed is displayed in
terms of range of pixels from .50x to 2.0x. Navigation of the video lecture is control
using previous/next control, selecting from the video lecture list or from the progress
bar that displays the video lectures. An advance setting control, to change format of the
caption allow changing font (family, color, size), background (color, opacity), window
(color, opacity), character (edge, style) and text opacity. Help support controls are
provided as help, discussion forum, mail etc.</p>
        <p>Video lecture Content is presented in different presentation styles. The activities are
displayed in the progress bar. For example, color variation is used to differentiate,
invideo activity inclusion, visited, playing video etc. Embedded quiz in the video are
incorporated at different places either in between or at the end of video. Quiz further
has various parameters that need to be considered. The quizzes differ in types, options
available, question types etc. For example, quiz may be graded or non-graded; different
controls in quiz; type of questions in quiz - MCQ, descriptive and true/false; correct
answer response for the attempted question, and many more. The presentation style of
the video interface and video lecture content are summarized in Table 3.
The features of the MOOC video has been applied to three open source MOOC
platforms. Sakai9, Open edX10, CourseBuilder11 are MOOC platforms of Sakai
foundation, edX and Google respectively, whose video interface have been chosen for
our study. Study is focused on the two components of video lecture named, Video
Interface and Video Lecture Content, and features provided to a MOOC student.</p>
        <p>Sakai is an educational software platform developed for higher education by
University of Michigan. Since its release in 2005, being used by more
great colleges and universities organizations of diverse profiles list; over 4 million
students worldwide [19]. It uses video lecture mechanism to offer lecture content.</p>
        <p>Open edX is an open source release of edX platform in 2013. It is founded by
Harvard university and Massachusetts Institute of Technology (MIT) [20]. Universities
and educational providers are using it freely to offer their own MOOCs. Many
9 https://sakaiproject.org
10 http://code.edx.org/
11 https://code.google.com/p/course-builder/
than
350
world’s
websites and MOOCs are launched on Open edX, listed at [21]. For our study we
analyzed the Stanford OpenEdX [22] which is running on Open edX platform.</p>
        <p>CourseBuilder is a software used to offer online courses. It provides an opportunity
to universities and educational to offer their own MOOCs. It runs on google
infrastructure[23] and is used world wide for offering MOOCs. We studied University
of Auckland, New Zealand [24] that is running on CourseBuilder platform. Evaluation
has been performed by student and guest account on their demo site.</p>
        <p>Grading
Controls
Display reponse
Allowed attempts &gt;1
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        <p>Our weighted feature checklist is applied to video lecture components for different
levels features provided by some open source MOOC platforms. In our case study, we
applied our analysis for Video Interface and Video Lecture Content, and their
presentation style on three MOOC platforms.</p>
        <p>Table 4 and 5 displays a comparative feature checklist for each video lecture
component and their presentation styles.</p>
        <p>Some of the key findings are discussed here. Display time, one of the very common
options is not provided by Sakai. Caption is also not present in Sakai. Stanford
OpenEdx and University of Auckland CourseBuilder provide advance settings to better
control of the video lecture interface while Sakai do not provide this facility. All
platforms allow help support control for reporting the problem but in different ways.
Downloading of the downloadable transcript is available only in Stanford OpenEdX
but limited to text format; While University of Auckland CourseBuilder allows only
viewing the transcript. Different quality of the video and progress bar is not supported
by any provider studied. CourseBuilder is the only one providing embedded quiz.</p>
        <p>Table 6 shows University of Auckland CourseBuilder provide most of the features
for MOOC videos to their students for video interface as well as content. Also, the
presentation style used for video lecture content that is very limited for platforms other
than the University of Auckland CourseBuilder. Table 6 and Table 7 list the percentage
of features supported and their level respectively, by the open source platforms
mentioned in our study..</p>
        <p>Fig. 2 displays coverage of Video Interface and Video Lecture Content components
of video lecture in MOOC in our case study. Some of the key findings are as follows:


</p>
        <p>The maximum controls are provided by CourseBuilder.</p>
        <p>All view setting options are available in Open edX.</p>
        <p>Advance settings are not present in Sakai.</p>
        <p>Each MOOC provider uses a similar number of controls for help support.</p>
        <p>Embedded quiz are only present in CourseBuilder video lecture.</p>
        <p>Fig. 3 shows the provided features by some the providers in different levels. Some
of the key observations about these are:</p>
        <p>The maximum basic features are provided by Stanford OpenEdX.</p>
        <p>Stanford OpenEdX is the only one that provided advance features or video
interface.</p>
        <p>Optional features for video interface are not available in Sakai.</p>
        <p>The basic and advance features of video lecture content are equally supported
by all the platforms, in our case study.</p>
        <p>The number of optional features available in University of Auckland
CourseBuilder is double, in comparison to the other providers in our study.
The features we presented provide aid for including videos in MOOC. For deriving our
list, most popular MOOC platforms has been studied. Our list of features benefits the
developers of MOOC for incorporating lecture video in their platform. We see that
neither of the platforms provides all the features of video to their students.</p>
        <p>Mostly, ad-hoc approach is used for providing video lecture to their students. Either
the existing open source platforms are used which have their own mechanism for video
lecture that needs to be extended sometimes or developing a new platform that needs
identification of features that need to incorporated in video lecture. In both the cases,
there is high probability of generating basic requirements of features. Developer of
MOOC may not be able to elicit the options for video lecture.</p>
        <p>The feature checklist presented here can be used by MOOC developers. It lists the
features available in MOOC videos that need to be available for the student. During the
feature elicitation, the developer can use the checklist to choose the desired options,
with less effort. It facilitates the developer to include more options for videos. The
video lecture mechanism developed using our checklist provides more interactivity to
the interface and make it student oriented.
10</p>
      </sec>
      <sec id="sec-3-4">
        <title>Limitations</title>
        <p>For our analysis, we studied the most popular MOOC platforms. There may be some
options that are provided by other MOOC providers that have not been studied.
However the new options can be easily included in the checklist. Also the derived
analysis is for video in MOOC. It is insufficient for standalone video interface creation.
It may require some for options and features for standalone video interfaces, which are
out of scope of this paper.
11</p>
      </sec>
      <sec id="sec-3-5">
        <title>Conclusion</title>
        <p>In this paper, we present a weighted checklist of features for the videos in MOOC. The
checklist covers the features including different presentation styles of components of
video lecture that are video interface and video lecture content. The requirement
checklist is useful during incorporating videos features in MOOC. It eases the task of
requirement specification for video software in MOOC by selecting and choosing the
desired requirements of features from the checklist. The checklist presented here is
extensible in nature and can be updated easily to add any new feature and option.
8. The New York Times, Article: The Year of the MOOC,
http://www.nytimes.com/2012/11/04/education/edlife/massive-open-online-courses-aremultiplying-at-a-rapid-pace.html?pagewanted=all&amp;_r=0 (2012)
9. The New York Times, Article: the Big three at a glance,
http://www.nytimes.com/2012/11/04/education/edlife/the-big-three-moocproviders.html?_r=0 (2012)
10. Kizilcec, R.F., Piech, C., Schneider, E.: Deconstructing disengagement: analyzing learner
subpopulations in massive open online courses. In: Third International Conference on
Learning Analytics and Knowledge, pp. 170–179. ACM, New York, USA (2013)
11. Sinha, T., Jermann, P., Li, N., Dillenbourg, P.: Your click decides your fate: Inferring
Information Processing and Attrition Behavior from MOOC Video Clickstream
Interactions. In: Proceedings of the 2014 Empirical Methods in Natural Language
Processing Workshop on Modeling Large Scale Social Interaction in Massively Open
Online Courses (October 2014)
12. Guo, P.J., Reinecke, K.: Demographic Differences in How Students Navigate Through
MOOCs. In: First ACM conference on Learning@ scale conference, pp. 21-30. ACM, USA
(2014)
13. Anderson, A., Huttenlocher, D., Kleinberg, J., Leskovec, J.: Engaging with Massive Online
Courses. In: 23rd international conference on World wide web International World, pp.
687-698, Wide Web Conferences Steering Committee, Seoul, Korea (2014)
14. Guo, P. J., Kim, J., Rubin, R.: How Video Production Affects Student Engagement: An
empirical study of MOOC videos. In: First ACM conference on Learning@ scale
conference, pp. 41-50. ACM, USA (2014)
15. Chorianopoulos, K., Giannakos, M.N.: Usability design for video lectures. In: 11th
European conference on Interactive tv and video, pp. 163-164. ACM Press, New York,
USA (2013)
16. Kim, J., Guo, P.J., Seaton, D. T., Mitros, P., Gajos, K.Z., Miller, R.C.: Understanding
InVideo Dropouts and Interaction Peaks in Online Lecture Videos. In: first ACM conference
on Learning@ scale conference, pp. 31-40. ACM, USA (2014)
17. Ortega, Sergio, Francis, Brouns, F., Gutiérrez, A.F., Fano, S., Tomasini, A., Silva, A.,</p>
        <p>Rocio, V. et al.: D2. 1 Analysis of existing MOOC platforms and services (2014)
18. Clark, R.C., Mayer, R.E.: E-Learning and the Science of Instruction: Proven Guidelines for
Consumers and Designers of Multimedia Learning. John Wiley &amp; Sons, San Francisco
(2011)
19. Sakai overview, https://sakaiproject.org/overview (2014)
20. Open edX, http://code.edx.org/
21. GitHub, https://github.com/edx/edx-platform/wiki/Sites-powered-by-Open-edX
22. Stanford online, http://online.stanford.edu/openedx
23. Course-builder checklist,
https://code.google.com/p/coursebuilder/wiki/CourseBuilderChecklist
24. The University of Auckland[NZ], https://www.coursebuilder.cad.auckland.ac.nz</p>
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