International Review of Research in Open and Distributed Learning

Volume 23, Number 3

September - 2022

 

The Landscape of MOOC Platforms Worldwide

 

Maria Perifanou and Anastasios A. Economides
University of Macedonia

 

Abstract

Previous studies have mainly investigated major massive open online course (MOOC) platforms such as Coursera, edX, and Udemy. This study used 21 metrics to explore 35 MOOC platforms from across the world. Five Web analytics tools were used to analyze these MOOC platforms using data from MOOC platform directories and exploration of platform sites. The findings revealed that many universities, companies, and organizations have cooperated with the platforms and provided MOOCs through them. Major global platforms have offered thousands of MOOCs while regional platforms were more likely to have offered dozens. Some large platforms had millions of registered users while others registered just thousands. The major global platforms were established in the US to offer MOOCs mainly in English, though they offered MOOCs in other languages as well. The regional platforms offered MOOCs mainly in local languages, and to some extent in English and other languages. Some platforms engaged users for long periods while others failed to keep users after they viewed the first page of the platform. On average, a visitor stayed on a platform for 8 minutes visited 7.2 pages per visit. Major global platforms attracted users from all over the world, while regional platforms mainly attracted users from countries where the regional platform language was spoken. Some platforms had very few accessibility and contrast errors while other platforms performed poorly. Most platforms were mobile-friendly. However, administrators of almost all MOOC platforms should take actions to increase the speed of their platform. Other recommendations include undertaking marketing campaigns to increase the number of partners, the number of MOOCs offered, and the platforms’ visibility.

Keywords: Massive open online course, MOOC, MOOC platform, open education, users' engagement

Introduction

The aims of many international organizations include a focus on open education for everyone. For example, the United Nations’ Universal Declaration of Human Rights (United Nations, 1948) specifically cited the right of free education for everyone. Similarly, the European Commission (2016) in their agenda on open education included aims for open access and participation in education for everyone.

Massive open online courses (MOOCs) have been proposed as a tool to achieve open education for all without restrictions of time and location (Siemens, 2013). In MOOCs, massive means that a huge number of learners can access, attend, and participate. The term open means that anyone can freely access, attend, and participate in a MOOC without any restrictions (e.g., prior educational qualification, time, place). Access to, attendance at, and participation in a MOOC all happen online. Finally, describing a MOOC as a course means that it is structured into several modules and provided within a specific time frame. It may contain video lectures, educational material, assignments, self-assessment tests, quizzes, and online discussion forums. The duration of a MOOC may vary from a few hours to months. Certification can be issued for a fee after the learner has successfully passed a final exam.

There are two main categories of MOOCs—xMOOCs where the teacher delivers instruction, perhaps through video presentations and quizzes, and cMOOCs or connectivist MOOCs that emphasize knowledge creation, autonomy, collaboration, and social networking (Siemens, 2013). However, there are also several variations of these two main categories (Economides & Perifanou, 2018a; Clark, 2013; Hidalgo & Abril, 2020; Liyanagunawardena et al., 2019; Pilli & Admiraal, 2016). MOOCs are offered stand-alone on a website or together with other MOOCs in one or more MOOC platforms (Zawacki-Richter et al., 2018). A MOOC platform is an environment shared by a very large number of MOOC learners, creators, and teachers as well as providers, universities, organizations, and companies. It hosts and runs MOOCs that have been created by MOOC providers. It also offers participants tools and services such as searching, cataloguing, management, creation, hosting, sharing, and evaluation. Popular MOOC platforms include Coursera, edX, FutureLearn, Swayam, Udacity, Udemy, and so on. A MOOC provider may be a university, organization, company, or individual (e.g., instructor) that provides one or more MOOCs to learners via either private or shared platforms. Major MOOC providers include Google Cloud, Harvard University, IBM, Microsoft, MIT, Stanford University, University of California, University of Michigan, University of Pennsylvania, and others. A MOOC aggregator or directory contains a list, directory, or database of MOOC metadata and links to MOOCs. It may simply list the names of MOOCs and links to them. MOOC aggregators include Class Central, MOOC-list, CourseTalk, and MyEducationPath. Similarly, a MOOC platform aggregator or directory contains a list, directory, or database of metadata related to MOOC platforms and links to these platforms. It may simply list the names of MOOC platforms and their links.

After the first excitement about MOOCs in 2012, the COVID-19 pandemic brought MOOCs once again to the forefront (Mays et al., 2021; Purkayastha & Sinha, 2021; Salas-Rueda et al., 2022). During the pandemic, there was increased interest in MOOCs due to the quarantine measures applied in many countries. Learners wanted to access open educational material via the Internet, from any place and at any time. The number of learners registered on a MOOC platform in 2020 corresponded to one-third of all learners ever registered on such platforms (Shah, 2020). More specifically, between 2012 and 2020 (and excluding China), the number of learners increased from 2 million to 180 million. The number of courses increased from 250 in 2012 to 16,300 in 2020, and over the same period, the number of university partners in MOOC platforms increased from 40 to 950 (Shah, 2020).

In addition, there has been an increase in the number of publications on MOOCs (Alemayehu & Chen, 2021; Hidalgo & Abril, 2020). Most previous studies on MOOCs investigated learners’ motivation (e.g., Hakami et al., 2017; Zhu et al., 2018), behaviour (e.g., Ferguson & Clow, 2015), and drop-out rates (e.g., Alario-Hoyos et al., 2014; Jordan, 2014). Several studies investigated characteristics of MOOC quality (e.g., Economides & Perifanou, 2018a; Gamage et al., 2015; Margaryan et al., 2015; Oh et al., 2020; Shanshan & Wenfei, 2022; Singh, 2022; Yousef et al., 2015), and the limited openness of course materials (e.g., Li et al., 2014).

However, there have been few studies investigating MOOC platforms (see Table 1), and most of these studied the few well-known MOOC platforms (e.g., Coursera, edX, Udemy, Udacity). Ayoub et al. (2020) suggested extending the investigation of platforms beyond the few well-known ones. Furthermore, a systematic literature review (Hakami et al., 2017) found that most MOOC-related studies focused only on few geographic regions. Researchers such as Li et al. (2014) and Ruipérez-Valiente et al. (2020) recommended the investigation of not only global MOOC platforms (e.g., Coursera, edX) but also MOOC platforms from different regions. Therefore, this study investigated the current state of 35 global and regional MOOC platforms from around the world.

Table 1

Previous Studies Evaluating MOOC Platforms

Study MOOC platform Evaluation criteria Results
Agrawal et al. (2015) Coursera, edX, NPTEL Openness of content and technology, use of multimedia and social media, language support, certificate courses, responsive Web design, mobile apps, catalogue diversity Coursera excels on most criteria except for openness
Alkaff et al. (2018) Coursera, edX, Udacity, Udemy, FutureLearn, GetSmarter, ASU Online, 2u Services offered to learners, instructors, universities, companies/organizations, certifiers No platform offers services to all five types of customers
Only Udacity offers certifiers the ability to create courses for technical certification and to provide technical certification exams. It offers learners technical certificates and job placement, and companies/organizations the ability to hire employees
Only Udemy offers instructors the ability to create courses.
Antonova & Bontchev (2020) Coursera, edX, Udacity, FutureLearn, Swayam, LinkedIn learning, Khan Academy Number of learners, courses, and degrees
Number of mobile courses, installs, and reviews on Google Play
Coursera excels followed by edX
Udemy excels on mobile installs and reviews on Google Play
Ayoub et al. (2020) Coursera Number of partner institutes, courses and instructors United States is the top contributor followed by China.
Brahimi & Sarirete (2015) Coursera, edX, Open2Study, FutureLearn, Udacity, FUN, Rwaq, Iversity, Edraak Number of courses Coursera offers the most courses (65%) followed by edX (18.3%), Open2Study (4.9%), FutureLearn (4.5%), Udacity (3.8%), FUN (3.8%), Rwaq (3.4%), Iversity (3.1%), Edraak (1%).
Cisel (2019) Canvas Network, Coursera, edX, FUN, Futurelearn, Iversity, MiriadaX Number of courses and partner institutes in MOOC List and Class Central
Language, topic, duration, weekly workload or courses
Platforms mainly partner with institutes from their own country
Institutes that offer courses in major platforms follow an industrial approach to course creation
Course workload higher for courses on major platforms
Course duration and workload decreased to reduce dropout rate
Conache et al., (2016) Coursera, Udemy, Udacity, EdX Type of MOOC, platform rank and speed, number of visits to platform, visit duration, number of pages viewed by visitors All platforms offer both free and paid courses and, usually, paid certificates
Coursera and Udemy ranked high rank and have around 40 million visits
No platforms achieve good speeds for mobile access
On average, visitors stay around 33 minutes and view 6.3 pages
Cornejo-Velazquez et al. (2020) edX, Coursera, Udacity, Udemy, Codecademy Customer segment, value proposition, communication channels, customer relationships, revenue streams, key activities, key resources, key partners, cost structure Coursera and edX provide academic MOOCs
Udacity and Udemy provide job-oriented MOOCs
edX allows only universities to offer MOOCs
Udemy allows anyone to offer MOOCs
Costa et al. (2018) Coursera, edX Number of universities offering courses, number of courses and instructors, areas of knowledge, workload, and duration of courses Increase in the number of MOOCs and the number of universities offering MOOCs
edX provides a larger variety of MOOC subjects than Coursera
In general, a course is taught by two instructors for nine weeks, workload five hours per week
Funieru & Lazaroiu (2016) Coursera, edX Technical (certification verification, evaluation methods, infrastructure, integration)
User perspective (structure and content, communication tools, multimedia resources, financial accessibility)
edX excels in quality of educational materials, multimedia, assessment methods, and openness
Gamage et al. (2020) Coursera, EdX, Future Learn, OpenSAP, Open Learning, Iversity Collaboration and interactions (learner-learner, learner-instructor, learner-platform, learner-content) Coursera, edX, Future Learn, and Iversity offer limited collaborative opportunities
The forum is the only collaboration space in the platform designs
Goglio & Nascimbeni (2021) Italian university platforms, Coursera, OpenupEd, EduOpen, Federica, FutureLearn Openness (language, registration, time accessibility, disability, license, download) Most Italian MOOC providers offer course content with open licenses and do not restrict access to registered users
Li et al. (2014) 23 MOOC platforms Licensing, support for mobile environment, course languages, accreditation Most platforms provide courses in various subjects at the tertiary level only
Most platforms reserve the rights of educational materials
One-third of platforms support mobile access
Different platforms provide courses in different languages
Only four platforms provide personal support to users
Lin et al. (2015) 17 MOOC platforms General (e.g., country, released date, free to register/learn/teach)
Technology (mobile app, responsiveness, learning analytics)
Business (for profit/non-profit, partnership model, number of university partners)
Course (maximum class size, number of courses, width of courses, temporal/self-paced/mixed, course features)
FutureLearn, iversity, NovoED, and Canvas Network are the best platforms
According to a survey, users prefer Futurelearn and iversity
Maldonado-Mahauad et al. (2021) Ecuadorian university platforms based on Open edX and Moodle; Coursera, edX, MiriadaX Number of courses offered by various Ecuadorian universities, course subject, workload, duration Most Ecuadorian MOOCs related to applied, social, and natural sciences; humanities covered least
Open edX and Moodle the most widely used
On average, a student needs to spend eight hours per week
Course duration four to eight weeks
Ruipérez-Valiente et al., (2020) edX, Edraak Learner characteristics Edraak attracts local and younger learners, more females and those with lower levels of education
Edraak courses suit local learners’ interests and learning needs
Learners in Edraak courses more engaged than those in local edX-licensed courses
Zancanaro et al. (2017) Open Learning, CourseSites, P2PU, Versal, Udemy, Eliademy Accreditation, accessibility, usability, security, cost information, copyright information, interaction/collaboration, report submission, content management, activity/tests, course schedule, participant management, gamification, connection with social networks, course visibility Almost all platforms meet all criteria
Open Learning and Eliademy meet most requirements.

Table 1 illustrates that most previous studies examined well-known MOOC platforms (e.g., Coursera, edX) with respect to (a) number of courses, partner institutes, learners, and course subjects (e.g., Costa et al., 2018; Maldonado-Mahauad et al., 2021); (b) languages (e.g., Cisel, 2019; Conache et al., 2016; Goglio & Nascimbeni, 2021; Li et al., 2014); (c) course duration and workload (e.g., Antonova & Bontchev, 2020; Ayoub et al., 2020; Brahimi & Sarirete, 2015; Cisel, 2019). Other previous studies examined well-known MOOC platforms regarding their (a) business models (e.g., Cornejo-Velazquez et al., 2020; Lin et al., 2015); (b) openness (e.g., Agrawal et al., 2015; Conache et al., 2016; Funieru & Lazaroiu, 2016; Goglio & Nascimbeni, 2021); and (c) mobile access (e.g., Agrawal et al., 2015; Antonova & Bontchev, 2020; Li et al., 2014; Lin et al., 2015). In addition, Conache et al. (2016) investigated four well-known MOOC platforms to determine their (a) rank, (b) speed, (c) number of visits, (d) visit duration, (e) number of pages viewed per visitor.

However, no previous study has examined other parameters of MOOC platforms such as the (a) distribution of visits from main countries of origin, (b) distribution of visits by originating source, (c) number of Websites pointing to it, (d) number of links pointing to it, (e) age of links, (f) bounce rate, and (g) accessibility. Thus, this study analyzed 35 MOOC platforms using 21 parameters (including new and previously proposed parameters). It depicted the profiles of these MOOC platforms, their popularity, and their users’ engagement.

The next section presents the methodology for this study, followed by the results. Conclusions and recommendations are also provided.

Methodology

This study took place from summer to autumn, in 2021. A five-stage methodology was followed: (a) identify major MOOC platforms around the world, (b) identify methods and tools to evaluate these MOOC platforms, (c) identify evaluation parameters and their corresponding metrics, (d) measure and record the metrics for each platform, and (e) analyze the measurements.

To begin, we located 35 major MOOC platforms as catalogued by Class Central (Shah et al., 2021). Class Central aggregates, lists, and reviews courses from many providers so learners can find appropriate courses to meet their educational objectives. The final list included major global and regional MOOC platforms from around the world. We then defined the methods and tools for evaluating these 35 MOOC platforms. Initially, we explored these platforms on Class Central. Then we collected information curated by MOOC-list, CourseTalk, and MyEducationPath.

Next, we thoroughly explored each of these platforms by visiting their Websites. We recorded the platform’s (a) hosting country, (b) launch year, (c) number of registered users, (d) number of partner institutes, (e) number of MOOCs offered, and (f) the most common languages and subjects of their offered MOOCs. In cases where the platform content was in languages we did not speak, we used automatic translation tools. However, several parts of these platforms could not be translated automatically. In addition, each platform followed a different structure and provided different information regarding its content. Since it was not feasible to depend only on information found on their Websites, we resorted to five Web analytics tools in order to achieve a uniform and comparable evaluation of these platforms: SimilarWeb, OpenLinkProfiler, Google PageSpeed Insights, Google Mobile-Friendly, and WAVE.

Table 2 summarizes the evaluation parameters and metrics that framed the data collection for this study.

Table 2

Evaluation Parameters and Metrics for Measuring MOOC Platforms

MOOC platform parameter MOOC platform metric (data source or tool)
Demographics Host country
Launch year
MOOC languages
MOOC subjects
Size Number of MOOCs (on site, Class Central, CourseTalk, MyEducationPath)
Number of partner institutions (on site)
Popularity Global rank (SimilarWeb)
Education rank (SimilarWeb)
Number of registered users (on site, Class Central)
Number of visits during last six months (SimilarWeb)
Distribution of visits from main countries (SimilarWeb)
Distribution of visits by originating source (SimilarWeb)
Number of Websites pointing to it (OpenLinkProfiler)
Distribution of Websites by main countries pointing to it (OpenLinkProfiler)
Number of links pointing to it (OpenLinkProfiler)
Age of links (OpenLinkProfiler)
Visitor engagement Average visit duration (SimilarWeb)
Average number of pages per visit (SimilarWeb)
Bounce rate (SimilarWeb).
Technical characteristics Speed (Google PageSpeedInsights)
Mobile-friendliness (Google Mobile-Friendly)
Accessibility, such as errors or alerts (WAVE).

The names of most metrics were self-explanatory. The metric labelled distribution (percentages) of visits by direct, referral, search, and social media corresponded to the percentages of visitors that came to the platform directly, or after visiting another Website that pointed to the platform, after using a search engine, or after visiting social media. The metric bounce rate corresponded to the percentage of visitors who left the Website after viewing just one page. Regarding platform speed, 0 to 50 was a poor score, 50 to 90 was a medium score, and 90 to 100 was a good score. The age of links metric described the distribution (percentages) of the number of new links pointing to the platform during each of the years 2016, 2017, 2018, 2019, 2020, and 2021.

Table 2 shows how we allocated the 21 metrics to each one of five main platform parameters: (a) demographics, (b) size, (c) popularity, (d) visitor engagement, and (e) technical characteristics.

In the final stage we measured the 21 metrics defined above. The next section presents the analysis of these findings.

Results and Discussion

Platform Demographics

The list of 35 platforms was international in scope (Shah et al., 2021). Platforms have been developed in many countries all over the world. Although the major platforms (e.g., Coursera, edX, Udacity, Udemy) are located in US, other large platforms are located in China (XuetangX), India (Swayam), UK (FutureLearn), and Spain (MiriadaX). Table 3 summarizes the data on platform demographics and size.

Table 3

MOOC Platforms: Demographics and Size

Platform Host country Launch year Main language No. of MOOCs shown at No. of univ. partners + others
Platform itself Class Central Course Talk My Education Path
Canvas NetworkUS 2012 English, other ? 607 321 470 ?
CNMOOC China 2014 Chinese, English2,5312,000 ? ? ?
CourseraUS 2012 Multiple ?7,870 2,890 1,120 150 + 50
EdraakJordan 2013-2014Arabic 1853653 ? ?
EduOpen Italy 2016 Italian, English34267 ? ? 20 + 6
edXUS 2012 English, other 3,5234,687 2,065 1,720 160
EMMA EU Project 2015 Various European?6655 ? 33 + 11
eWant * Taiwan 2013 Chinese 2,460 1,900 ? ? 93
Federica Web LearningItaly 2015 Italian, English, other 30086 ? ? 21
FisdomJapan 2016 Japanese ? 20 ? ? ?
Fun-MOOC France 2013 French, English, German711 675 98 ? 140
FutureLearnUK 2012-2013English, other 1,2852,436 83 83 91 + 111
GaccoJapan 2014 Japanese ?951 ? ?
JMOOC Japan 2013 Japanese 430 ? ? ? 95
iCourse163China 2014 Chinese ? 9,228 ? ? 785
IndonesiaXIndonesia 2015 Indonesian ? 40 ? ? 22
IversityGermany 2013 German, English, other23911527 108 ?
KadenzeUS 2015 English ?16492 88 33 + 21
K-MOOCKorea 2015 Korean, English1,374858 ? ? 140
MexicoX * Mexico 2015 Spanish, English100 13? ? 40
MiriadaXSpain 2013 Spanish, Portuguese, English, other?687301 ? 100
Open Education TaiwanTaiwan 2015 Chinese 647 531 ? ? 63
Openedu.ru Russia 2015 Russian 759650 ? ? ?
OpenHPIGermany 2012 German, English?7760 2 ?
Open Learning JapanJapan 2014 Japanese ? ? ? ? ?
Open Universities AustraliaAustralia 2013 English, other 2,530 109 ? ? 25
Prometheus Ukraine 2014 Ukrainian 200120 ? ? ?
Rwaq (Riwaq or Rewaq)Saudi Arabia 2013 Arabic 68585 ? ? ?
SwayamIndia 2017 English, Hindi? 2,065 ? ? 135
ThaiMOOCThailand 2017 Thai, English 527 229 ? ? 87
UdacityUS 2012 English 500330210 197 ?
Udemy US 2010 English, other 155,000157,00050,497 9,812 ?
XuetangX *China 2013 Chinese 4,6083,500 ? ? 641
Xue Yin OnlineChina 2017 Chinese ? 6,000 ? ? ?
ZhihuishuChina 2012-2013 Chinese ? 8,330 ? ? ?

Note. A question mark means that data were not available. * Indicates there were connection problems in reviewing the platform.

The number of platforms increased rapidly starting in 2012, the year of the MOOCs, and numbers continued to grow for the next three years (2013-2015). In 2017, two large MOOC platforms, Swayam (India) and Xue Yin Online (China), came on the scene.

Table 3 shows that while most global platforms offered MOOCs mainly in English, they have started offering MOOCs in other languages too. For example, Coursera (a major global platform) offered 2,334 courses in English and a large number of MOOCs in other languages, including Spanish (1,064), Russian (1,005), French (948), Portuguese (869), Arabic (801), German (755), Vietnamese (755), and Italian (729). On the other hand, most local platforms offered MOOCs mainly in their local language, though many also offer MOOCs in English. For example, the French regional platform Fun-MOOC offered MOOCs in French (589), English (69), Spanish (5), Arabic (1), Japanese (1), and Simplified Chinese (1).

Most platforms covered a large variety of subjects mainly addressing adults’ learning needs (e.g., higher education students, continuing education professionals). Most platforms mainly offered information and communication technologies (ICT) MOOCs followed by technical and professional development topics. For example, Coursera offered MOOCs in the following subjects (number of MOOCs): computer science (1,018), data science (667), information technology (265), language learning (248), business (151), physical science and engineering (85), social sciences (68), arts and humanities (63), and health (54). A few platforms exclusively offered ICT MOOCs (e.g., OpenHPI).

Platform Size

Thousands of MOOCs were offered by the major global platforms (Coursera, 7,500; edX, 4,000; Udemy, 150,000), Chinese platforms (CNMOOC, 2,500; iCourse, 9,000; XuetangX, 3,500; Xue Yin Online, 6,000; Zhihuishu, 8,300), as well as Indian Swayam (2,000), Taiwanese eWant (1,900), UK FutureLearn (1,500), and Korean K-MOOC (1,000). Almost all platforms have created partnerships with universities, businesses, and organizations that offer their MOOCs through the platforms. The Chinese iCourse and XuetangX have the largest number of partners, with 785 and 641, respectively. A number of platforms have over 100 partners: Coursera (200), edX (160), FunMOOC (140), FutureLearn (200), K-MOOC (140), MiriadaX (100), and Swayam (135).

Platform Popularity

Table 4 summarizes the data on the popularity of MOOC platforms. In general, platforms did not succeed in achieving high rank scores among all Websites worldwide. According to SimilarWeb, only Udemy (314) and Coursera (611) managed to be among the top 1,000 websites. However, several platforms were among the top 100 educational Websites worldwide: Coursera (26), Edraak (25), FunMOOC (81), FutureLearn (9), iCourse 163 (11), K-MOOC (65), Openedu.ru (88), Prometheus (47), Rwaq (75), Swayam (97), ThaiMOOC (28), and Udemy (16).

Table 4

MOOC Platforms’ Popularity: SimilarWeb Rankings and Data on Visitors and Visits

MOOC platform Global rank Education rank Registered users No. of visits Distribution of visits by main country (%) Distribution of visits (%)
Direct Referral Search Social
Canvas Network 44,267 403 ? 1.35 million US (76)
Philippines (3)
Mexico (2)
UK (2)
Australia (2)
18 1 80 1
CNMOOC?
Coursera611 26 87 million 51.62 million US (21)
India (10)
Mexico (4)
Canada (3)
UK (3)
59 4 25 6
Edraak29,664 25 4 million 1.47 million Saudi Arabia (26)
Egypt (21)
Alheria (10)
Morocco (10)
Jordan (6)
48 3 35 12
EduOpen? 105,000 ?
edX2,691 102 35 million 16.29 million US (18)
India (7)
Mexico (5)
Australia (4)
Brazil (4)
56 7 24 6
EMMA?
eWant * 177,621 110 20,000 145,000 Taiwan (93)
China (2)
Malaysia (2)
Hong Kong (2)
US (1)
59 6 28 3
Federica Web Learning 149,307 115 20,000 177,000 Italy (85)
Iran (9)
Germany (2)
Brazil (2)
Spain (1)
58 12 22 3
Fisdom?
Fun-MOOC 54,574 81 2 million 751,000 France (61)
Morocco (4)
Peru (3)
Belgium (3)
Cameroon (3)
74 1 17 3
FutureLearn8,100 9 15 million 5.89 million UK (24)
US (7)
India (5)
Australia (5)
Vietnam (3)
40 7 41 7
Gacco 746,258 343 850,000 < 50,000 Taiwan (95)
China (2)
Hong Kong (1)
US (1)
35 20 41 3
JMOOC ? 250K ?
iCourse16312,310 11 ? 3.59 million China (94)
Hong Kong (1)
US (1)
69 4 25 1
IndonesiaX?
Iversity574,719 1,877 1 million 61,000 Germany (21)
Spain (10)
Brazil (7)
Egypt (6)
China (5)
56 7 33 3
Kadenze152,943 ? ? 185K ? ?
K-MOOC
 
 
99,587 65 1.6 million 350,000 Korea (95)
Thailand (2)
US (1)
59 2 37 2
MexicoX * 80,814 156 2.5 million 523,000 Mexico (98)
Costa Rica, Colombia, Ecuador, Peru (< 1)
66 3 23 5
MiriadaX164,800 241 6 million 222,000 Spain (28)
Mexico (17)
Peru (11)
Colombia (11)
Argentina (7)
61 8 25 3
Open Education Taiwan?
Openedu.ru 74,272 88 1.8 million 596,000 Russia (84)
Ukraine (5)
Belarus (3)
Turkey (2)
Kazakhstan (2)
55 6 20 11
OpenHPI ? ? ? 94,000 Germany (65)
Switzerland (10)
Netherlands (3)
Austria (2)
US (2)
54 16 22 5
Open Learning Japan?
Open Universities
Australia
 
103,122 ? 463,000 411,000 Australia (86)
Vietnam (1)
US (1)
Brazil (1)
?
Prometheus 132,798 47 1.5 million 323,000 Ukraine (95)
Poland (2)
Germany, Czech Republic (< 1)
46 4 30 10
Rwaq (Riwaq or Rewaq)149,863 75 1 million 244,000 Saudi Arabia (41)
Egypt (14)
Morocco (5)
Turkey (4)
Algeria (4)
45 4 41 9
Swayam25,266 97 16 million 2.79 million India (97)
Ghana, Qatar, US, UAE (< 1)
36 15 21 1
ThaiMOOC81,380 28 200,000 362,000 Thailand (99)41 6 27 25
Udacity 8,017 272 14 million 5.82 million Egypt (19)
US (16)
Saudi Arabia (10)
India (10)
Nigeria (3)
62 6 22 7
Udemy 314 16 40 million110.27 million US (16)
India (15)
Brazil (6)
Mexico (7)
Turkey (4)
61 3 22 7
XuetangX * 83,441 271 60 million 456,000 China (91)
US (2)
Hong Kong (2)
71 5 22 1
Xue Yin Online228,571 878 ? 119,000 China (97)
US, Taiwan, Hong Kong, India (< 1)
76 16 8 0
Zhihuishu63,174 191 10 million 681,000 China (98)
Hong Kong, Taiwan, S. Korea, US (< 1)
71 2 26 1

Note. A question mark means that data were not available. * Indicates there were connection problems in reviewing the platform.

Data about the number of registered users were missing from many platforms and could not be found on the platforms themselves, on Class Central, or other platform directories (e.g., CourseTalk, MOOC-list, MyEducationPath). The four major US-based platforms had the most registered users worldwide, namely Coursera (87 million), edX (35 million), Udacity (16 million), and Udemy (40 million). In fact, these four platforms have managed to more than double their registered users since 2017 (Shah, 2018). However, the advent of Chinese platforms XuetangX (60 million) and Zhihuishu (10 million) have upset the status quo. In addition, India’s Swayam (16 million) and UK’s FutureLearn (15 million) have become serious competitors. Other platforms with over a million registered users include Spain’s MiriadaX (6 million), Jordan’s Edraak (4 million), MexicoX (2.5 million), France’s FunMOOC (2 million), Russia’s Openedu.ru (1.8 million), Korea’s K-MOOC (1.6 million), Ukraine’s Prometheus (1.5 million), Saudi Arabia’s Rwaq (1 million), and Germany’s Iversity (1 million).

Table 4 shows that the major global platforms clearly attracted the largest numbers of visitors during the last six months: Coursera (51.62 million), edX (16.29 million), and Udemy (110.27 million). Other platforms that received over one million visitors during the last six months included US’s Canvas Network (1.35 million), Jordan’s Edraak (1.47 million), UK’s FutureLearn (5.89 million), China’s iCourse163 (3.59 million), India’s Swayam (2.79 million), and US’s Udacity (5.82 milion)

Table 4 indicates that most regional platforms attracted visitors mainly from their local country (e.g., XuetangX, Xu Yin Online, and Zhihuishu from China; Swayame from India; Openedu.rus from Russia; ThaiMOOC from Thailand; K-MOOC from Korea; eWant and Gacco from Taiwan; and Prometheus from Ukraine). However, the major global platforms achieved a balanced distribution of visitors from many different countries. So, although Coursera, edX, Udacity, and Udemy were located in US, they attracted international visitors from all over the world. Similarly, FutureLearn (UK) and Iversity (Germany) attracted visitors from various countries. Another interesting result is that many platforms offering MOOCs in a specific language attracted visitors from countries where that language was also spoken. So, Edraak (Jordan) and Rwaq (Saudi Arabia) attracted visitors from Arabic-speaking countries, MiriadaX (Spain) attracted visitors from Spanish-speaking countries, and OpenHPI (Germany) attracted visitors from German-speaking countries.

Visitors came directly to well-known global platforms (e.g., Coursera, edX, Udacity, Udemy). These platforms had already established their brand name and MOOC learners knew them. Similarly, locals visited regional platforms directly (e.g., Edraak, eWant, Federica Web learning, Fun-MOOC, iCourse163, Iversity, K-MMOC, MexicoX, MiriadaX, Openedu.ru, OpenHPI, XuetangX, Xue Yin Online, Zhihuishu). Many visitors, perhaps not yet well acquainted with a platform, came to Canvas Network (80%), FutureLearn (41%), Gacco (41%), and Rwaq (41%) via search engine results. Another interesting observation is that a large percentage (25%) of ThaiMOOC’s visitors came to it through social media. Perhaps ThaiMOOC has done a successful marketing champaign in social media, or it may be that Thai people use social media a great deal.

Table 5 presents data on the popularity of MOOC platforms. The most popular platforms, pointed to by over 100,000 Websites, were Coursera (110,000) and Udemy (124,000), followed by edX (54,000), Future Learn (27,000), and Udacity (31,000). In addition, many other platforms had become well-known enough that more than 1,000 Websites hyperlinked to each of them: Canvas Network (4,000), Fun-MOOC (7,500), Iversity (3,000), Kadenze (1,500), MiraiasX (4,500), OpenHPI (1,500), Open Universities Australia (1,500), and Swayam (3,300). The majority of Websites that pointed to most platforms were located in the US. However, for some regional platforms, the majority of Websites that hyperlink to them were located in the platform’s local country. So, EduOpen, EMMA, and Federica were mainly highlighted in Italian websites; Fun-MOOC was mainly linked to by French Websites; OpenHPI was mainly referred to by German Websites; and Swayam was mainly pointed to by Indian websites. However, it was strange that the Chinese platform Xue Yin Online was mainly pointed to by Indian Websites. This may be because Xue Yin Online was established in 2017 and had not yet had time to become known; only 48 Websites pointed to it.

Table 5

MOOC Platforms’ Popularity: Websites and Links

MOOC platform No. of Websites pointing to platform Distribution of Websites by country (%) No. of links pointing to platform Age of links (%)
2021 2020 2019 2018 2017 2016
Canvas Network4,086 comUS (45)
orgUS (13)
eduUS (5)
netUS (5)
Spain (2)
Canada (2)
76,010 6 15 22 12 13 8
CNMOOC115 comUS (43)
eduChina (12)
netUS (8)
orgUS (6)
Taiwan (5)
China (2)
Hong Kong (2)
eduTaiwan (2)
Spain (2)
India (2)
576 26 9 29 21 13 2
Coursera109,773 comUS (51)
orgUS (11)
netUS (4)
Brazil (2)
Germany (1)
Canada (1)
807,003 47 11 8 12 12 5
Edraak310 comUS (39)
orgUS (17)
India (3)
eduUS (3)
netUS (3)
coIndia (2)
Netherlands (2)
Spain (2)
UK (1)
EU (1)
1,174 0 0 20 33 24 12
EduOpen393 Italy (45)
comUS (17)
eduItaly (5)
govItaly (5)
orgUS (5)
EU (5)
netUS (2)
Germany (1)
15,528 19 14 24 27 14 2
edX54,371 comUS (47)
orgUS (13)
netUS (5)
Brazil (2)
Germany (2)
1,009,643 12 18 19 16 16 5
EMMA460 Italy (21)
comUS (17)
govItaly (11)
EU (7)
orgUS (7)
Netherlands (4)
France (4)
netUS (3)
UK (3)
5,018 0 0 16 25 38 12
eWant * 148 comUS (20)
eduTaiwan (15)
India (15)
coIndia (11)
orgUS (6)
netIndia (3)
Taiwan (3)
infoUS (2)
netUS (2)
1,234 8 50 13 5 21 0.9
Federica Web Learning546 Italy (43)
comUS (20)
orgUS (6)
EU (4)
eduItaly (3)
netUS (2)
infoUS (1)
govItaly (1)
15,452 8 27 16 18 8 21
Fisdom19 comUS (58)
India (11)
Japan (11)
netUS (5)
orgUS (5)
328 0 0 45 26 22 8
Fun-MOOC7,574 France (38)
comUS (25)
orgUS (13)
netUS (4)
EU (3)
Belgium (2)
187,219 10 23 30 19 11 3
FutureLearn27,043 comUS (39)
orgUS (11)
coUK (8)
orgUK (5)
netUS (3)
Netherlands (2)
acUK (1)
EU (1)
544,372 19 27 17 12 11 5
Gacco126 comUS:38
Japan (14)
coIndia (6)
India (6)
netUS (6)
orgUS (5)
acJapan (4)
coJapan (2)
333 0 0 20 23 31 9
JMOOC ?
iCourse163511 comUS (37)
eduChina (9)
China (8)
Palau (6)
orgUS (5)
India (4)
coIndia (3)
netUS (3)
topUS (3)
Taiwan (2)
4,006 41 18 21 8 11 1
IndonesiaX
 
0 comUS (42)
Palau (8)
Indonesia (8)
India (5)
netUS (5)
ac.Indonesia (5)
coIndia (5)
orgUS (4)
coIndonesia (3)
netIndia (2)
0 11 19 21 19 19 6
Iversity
 
2,895 comUS (33)
Germany (22)
orgUS (9)
netUS (4)
EU (3)
Italy (3)
Romania (2)
Spain (2)
Switzerland (1)
Netherlands (1)
36,335 0 0 8 18 29 9
Kadenze1,568 comUS (50)
orgUS (10)
netUS (7)
eduUS (3)
India (2)
Canada (1)
Germany (1)
16,053 29 11 20 16 18 3
K-MOOC- - --  
MexicoX * 721 comUS (26)
eduMexico (19)
Mexico (12)
comMexico (7)
govMexico (6)
orgUS (5)
netUS (4)
Palau (4)
India (3)
orgMexico (3)
7,994 9 18 35 22 12 0.3
MiriadaX4,534 comUS (43)
Spain (15)
orgUS (8)
netUS (5)
Chile (2)
Brazil (2)
Mexico (1)
Argentina (1)
153,524 12 11 15 8 23 9
Open Education Taiwan?
Openedu.ru?
OpenHPI1,573 Germany (50)
comUS (19)
orgUS (6)
netUS (5)
Austria (3)
EU (2)
Switzerland (2)
26,914 15 24 15 13 12 5
Open Learning Japan?
Open Universities Australia1,561 comUS (39)
comAustralia (17)
orgUS (6)
netUS (4)
eduAustralia (3)
orgAustralia (3)
Palau (2)
India (2)
infoUS (1)
46,400 15 11 17 16 20 12
Prometheus321 comUS (21)
Palau (9)
orgUS (9)
India (7)
Ukraine (6)
coIndia (5)
comUkraine (5)
netUS (4)
eduUkraine (2)
netIndia (2)
2,451 49 30 6 4 6 3
Rwaq (Riwaq or Rewaq)
 
328 comUS (42)
Palau (9)
India (7)
orgUS (6)
coIndia (5)
netUS (5)
infoUS (2)
netIndia (2)
1,985 12 21 22 10 10 9
Swayam3,370 acIndia (4)
comUS (24)
India (15)
orgUS (12)
eduIndia (10)
coIndia (2)
orgIndia (2)
216,443 26 34 21 12 5 0.6
ThaiMOOC
 
217 comUS (26)
acThailand (12)
Palau (12)
India (1)
coIndia (7)
orgUS (6)
govThailand (5)
netUS (4)
netIndia (2)
3,37817 37 25 8 13 0.1
Udacity30,096 comUS (52)
orgUS (12)
netUS (5)
Germany (2)
eduUS (1)
450,815 14 19 13 15 15 5
Udemy 124,260 comUS (59)
orgUS (7)
netUS (4)
Brazil (2)
Germany (2)
UK (2)
Italy (1)
2,508,417 18 24 21 14 14 4
XuetangX * ?
Xue Yin Online
 
48 India (35)
coIndia (29)
comUS (19)
netIndia (10)
eduChina (2)
eduMacao (2)
58 16 22 62 0 0 0
Zhihuishu?

Note. A question mark means that data were not available. * Indicates there were connection problems in reviewing the platform.

It is apparent from Table 5 that although similar numbers of Websites pointed to Coursera (110,000) and Udemy (124,000), the number of hyperlinks pointing to them differed greatly. A huge number of hyperlinks pointed to Udemy (2.5 million), followed by edX (1 million), Coursera (807,000), FutureLearn (544,000), and Udacity (451,000). Over 100,000 links pointed to each of the following regional platforms: Fun-MOOC (187,000), MiriadaX (154,000), and Swayam (216,000).

The evolution of a platform’s visibility became apparent through examining the number of links to a platform over the years. For example, among the 2.5 million links pointing to Udemy, 4% were created in 2016, 14% in 2017, 14% in 2018, 21% in 2019, 24% in 2020, and 18% in 2021 (see Table 5). It is interesting to note that during 2021, Coursera and Prometheus managed to double the number of links pointing to them. Also, during 2020 to 2021, eWant, iCourse163, and Swayam substantially increased the numbers of links pointing to them. One reason for this increase was the rising demand for online learning during the COVID-19 pandemic (Perifanou et al., 2022; Asare et al., 2021; Lee et al., 2022). It is possible that these platforms exploited the increased demand for online learning and attracted the attention of many Websites. They may also have invested in large marketing campaigns to promote their Websites. On the other hand, Edraak, EMMA, Fisdom, Gacco, and Iversity did not gain links during the 2020 to 2021 period. It seems that these platforms did not take advantage of the growing demand for online learning, and lost the chance to increase their visibility during the pandemic period.

Visitor Engagement

Visitors to Federica stayed for the longest time (Table 6); the average visit duration at Federica was more than 21 minutes. Note that all MOOCs on Federica were free of charge. Also, visitors stayed more than 10 minutes at Coursera (11:51), eWant (10:07), iCourse163 (11:50), ThaiMOOC (13:58), Udacity (12:10), Udemy (11:06), and XuetangX (12:01). On the other hand, visitors stayed the shortest time at Canvas Network (1:36). On average, a visitor remained at a platform for eight minutes.

Table 6

MOOC Platforms: Visitor Engagement and Technical Characteristics

MOOC platform Avg. visit duration (min:sec) Avg no. of pages per visit Bounce rate (%)

Speed Mobile-friendly? Access Errors Contrast Errors Access Alerts
Canvas Network01:36 2.83 56 11 Yes 1 5 3
CNMOOC? ? ? ? ? ? ? ?
Coursera11:51 8.61 32 26 Yes ? ? ?
Edraak09:25 7.25 40 15 Yes 32 1 38
EduOpen? ? ? 26 Yes 56 48 15
edX09:12 6.83 37 25 Yes ? ? ?
EMMA? ? ? 59 Yes 71 118 90
eWant * 10:07 12.29 36 17 Yes 29 1682
Federica Web Learning21:17 14.22 23 21 Yes 30 3 15
Fisdom? ? ? 62 No 17 36 95
Fun-MOOC06:49 6.77 40 35 Yes 2 1 5
FutureLearn06:02 6.24 52 30 Yes 0 0 42
Gacco05:54 6.24 38 40 Yes 1 9 13
JMOOC ? ? ? 45 Yes 73 128 87
iCourse16311:50 8.5 24 23 Yes 5 7 4
IndonesiaX? ? ? 5 Yes ? ? ?
Iversity02:01 3.27 52 43 Yes 37 19 26
Kadenze03:19 9.65 49 19 Yes 26 6 86
K-MOOC05:44 8.08 39 31 No ? ? ?
MexicoX *09:16 6.21 36 37 Yes 27 39 142
MiriadaX04:57 5.45 51 16 Yes 5 6 28
Open Education Taiwan? ? ? 25 Yes 72 75 46
Openedu.ru06:25 6.05 45 40 Yes 46 11 29
OpenHPI08:49 5.95 36 39 Yes 11 25 77
Open Learning Japan? ? ? 61 Yes 106 30 120
Open Universities Australia 03:01 4.59 43 29 Yes 0 0 9
Prometheus06:37 5.17 50 26 Yes 45 69 154
Rwaq (Riwaq or Rewaq)05:56 5.98 51 21 Yes 49 28 38
Swayam03:07 2.69 45 69 Yes 0 0 14
ThaiMOOC13:58 13.57 30 29 Yes 49 5 51
Udacity12:10 8.11 32 42 Yes 9 0 12
Udemy 11:06 6.71 35 34 Yes 2 4 4
XuetangX * 12:01 7.35 30 5 Yes ? ? ?
Xue Yin Online06:06 8.77 21 45 ? ? ? ?
Zhihuishu09:43 6.96 25 97 Yes 62 56 125

Note. A question mark means that data were not available. * Indicates there were connection problems in reviewing the platform.

Table 6 indicates that, the greatest average number of pages per visit was to Federica (14.22), ThaiMOOC (13.57), and eWant (12.29). By comparison, the least average number of pages per visit was to Canvas Network (2.83), Iversity (3.27), and Swayam (2.69). Overall, the average number of pages per visit was 7.2.

Federica, iCourse163, ThaiMOOC, XuetangX, Xue Yin Online, and Zhihuishu achieved a bounce rate less than or equal to 30%. It is notable that most of these platforms were Chinese. One possible explanation is that these platforms have designed their Websites in such a way that visitors stayed longer and visited many pages. Another explanation may be related to visitors’ personal, cultural, or other characteristics. In contrast, almost half of the visitors to Canvas Network, FutureLearn, Iversity, MiriadaX, and Rwaq left the platform after viewing just one page.

Platforms’ Technical Characteristics

A platform speed score of 90 or above was considered good. A score between 50 to 90 meant that the platform needed improvement, and a score below 50 was considered poor. As shown in Table 6, almost all platforms (with the exception of Zhihuishu) needed to increase their speed. Zhihuishu showed almost perfect speed, while EMMA, Federica, Open Learning Japan, and Swayam achieved a moderate speed. The rest of the platforms performed extremely poorly, and they urgently need to increase their speed.

Most platforms were mobile-friendly with the exception of Fisdom and K-MOOC. For these two platforms, the Google mobile-friendly tool indicated that the text was too small to read and clickable items were very close to each other. Platforms showed mixed results regarding their accessibility. Some platforms had very few accessibility and contrast errors while other platforms performed poorly. In particular, Canvas Network, Fun-MOOC, FutureLearn, Gacco, Open Universities Australia, Swayam, and Udemy show few accessibility and contrast errors or none at all. On the other hand, many accessibility and contrast errors were detected in EdOpen, EMMA, JMOOC, Open Education Taiwan, Openedu.ru, Open learning Japan, Prometheus, Rwaq, ThaiMOOC, and Zhihuishu.

Conclusions, Limitations, and Future Research

This study analyzed 35 MOOC platforms from around the world. It employed both manual and automatic evaluation methods. Each platform was thoroughly explored and several metrics were recorded. This information was also combined with data from MOOC platforms’ directories. Five Web analytics tools used to automatically measure various metrics of the platforms; in total, 21 metrics were recorded. The findings revealed that some platforms had developed many partnerships with universities, companies, and others, and were offering thousands of MOOCs on a variety of subjects. Although most MOOCs were in English or in the local language where the platform resided, efforts had been made to offer MOOCs in various languages. On the other hand, some platforms had only a few partners and offered a scant number of MOOCs in a limited range of subjects and languages. These platforms should be encouraged to increase their number of (a) partners, (b) MOOCs offered, (c) MOOC subjects, and (d) MOOC languages.

Some platforms had millions of registered users while others a few thousand. Major global platforms (e.g., Coursera, edX, Udacity, Udemy) had an international appeal and attracted visitors from all over the world. On the other hand, regional platforms mainly attracted users from countries where the language spoken was the same as that in the platform’s host country. Expanding a platform to offer many MOOCs in various subject and languages would help attract partners and learners from all over the world. Also, offering MOOCs free of charge would help a platform to attract learners. Platforms should make efforts to increase their visibility, brand name recognition, and popularity worldwide. Collaboration with other educational institutes, organizations, and companies would serve to increase their ranking, as well as the number of Websites and hyperlinks pointing to them. Platforms should develop marketing campaigns on search engines, Websites, and social media.

Some platforms succeeded in engaging users for long periods while others failed to have users stay after they viewed the platform’s first page. On average, a visitor stayed on a platform for 8 minutes and visited 7.2 pages per visit. By offering an easy-to-use interface and structure, efficient search engine and filters, as well as free educational material and other interesting resources, a platform would attract visitors to stay longer time and visit more pages per visit. Finally, almost no platforms had adequate speed. Even so, most platforms provided mobile-friendly pages. Some platforms presented few accessibility and contrast errors while others had many accessibility issues. Overall, it is important that platforms improve their speed and accessibility while remaining mobile-friendly.

One of the limitations of this study was that the measurements given by the Web analytics tools were not always accurate. Their measurements can even change after some time period. Even so, these measurements could be used as a current picture of the MOOC platforms landscape. Also, they can be used by a platform’s administrators to compare their platform to others. The results of this study may serve to motivate administrators to enhance their platforms by taking appropriate actions. Administrators may also be inspired by the tactics of successful platforms such as Coursera and Udemy. Future research could use other evaluation methods and criteria, such as usability and openness (Economides & Perifanou, 2018a; 2018b), to measure the quality of platforms as well as analyze platforms’ business and revenue models. Finally, future research may investigate methods to increase a platform’s number of MOOCs, partners, registered users, Websites and links pointing to it, degree of user engagement, and accessibility.

Declaration of Conflict of Interest

The authors declare no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.

Funding

This publication has been partially supported by Erasmus+ project OPENLang Network 2018- 1-ELO1-KA203-047967. This publication reflects the views only of the authors. The European Commission support for the production of this publication does not constitute an endorsement of the contents which reflects the views only of the authors, and the Commission cannot be held responsible for any use which may be made of the information contained therein.

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The Landscape of MOOC Platforms Worldwide by Maria Perifanou and Anastasios A. Economides is licensed under a Creative Commons Attribution 4.0 International License.