<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Educ.</journal-id>
<journal-title>Frontiers in Education</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Educ.</abbrev-journal-title>
<issn pub-type="epub">2504-284X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/feduc.2023.1113584</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Education</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Learning processes, memory development, and knowledge sharing via mobile applications using MOOCs</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Al-Said</surname>
<given-names>Khaleel</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2122858/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Berestova</surname>
<given-names>Anna</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shterts</surname>
<given-names>Olga</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Educational Technology, Faculty of Arts and Educational Sciences, Middle East University</institution>, <addr-line>Amman</addr-line>, <country>Jordan</country></aff>
<aff id="aff2"><sup>2</sup><institution>Institute of Clinical Morphology and Digital Pathology, I. M. Sechenov First Moscow State Medical University (Sechenov University)</institution>, <addr-line>Moscow</addr-line>, <country>Russia</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Psychology, Kazan Federal University</institution>, <addr-line>Elabuga</addr-line>, <country>Russia</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Shashidhar Venkatesh Murthy, James Cook University, Australia</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Christos Troussas, University of West Attica, Greece; Noraffandy Yahaya, Universiti Teknologi Malaysia, Malaysia; Dimitrios Vlachopoulos, Erasmus University Rotterdam, Netherlands</p></fn>
<corresp id="c001">&#x002A;Correspondence: Khaleel Al-Said, <email>alsaidkhaleel4@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>8</volume>
<elocation-id>1113584</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Al-Said, Berestova and Shterts.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Al-Said, Berestova and Shterts</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>This paper aims to analyse the impact of MOOC-based mobile applications on the learning process, memory development, knowledge sharing, and student motivation to study. The study analyzes the existing electronic educational resources of universities. The study design includes two types of surveys (before and after MOOC-based training). The sample population included 662 students of 1&#x2013;4 courses. A survey conducted before the training showed that 54% of respondents rated their technical competence level as average, 43% rated it as high, and 3% rated it as low. About 83% of respondents noted that mobile applications and online educational courses have affected their academic performance in learning, memory development, and learning ability. The post-training survey results indicated an improvement in the group performance of students who learned with mobile applications on MOOC platforms. The practical significance of the research is determined by the possibility of using the program based on MOOC mobile applications at different faculties of the university. The paper also supplements existing studies with new data on the impact of learning using MOOCs mobile applications on the educational process.</p>
</abstract>
<kwd-group>
<kwd>distance learning</kwd>
<kwd>modern technologies</kwd>
<kwd>mobile applications</kwd>
<kwd>MOOCs</kwd>
<kwd>pedagogical innovations</kwd>
</kwd-group>
<counts>
<fig-count count="12"/>
<table-count count="1"/>
<equation-count count="1"/>
<ref-count count="58"/>
<page-count count="9"/>
<word-count count="6769"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p>The development of online learning programmes requires teachers to introduce modern approaches to education, including mobile applications, online platforms and courses (<xref ref-type="bibr" rid="ref43">Tawafak et al., 2021</xref>; <xref ref-type="bibr" rid="ref48">Tuaycharoen, 2021</xref>). Mobile applications are effective for teachers to provide students with educational materials based on visual bases to improve student motivation for learning and promote creativity, critical and lateral thinking with an emphasis on the visual structure of theoretical materials (<xref ref-type="bibr" rid="ref41">Sharma et al., 2017</xref>). The different functions of mobile devices increase the diversity of the educational processes and facilitate effective video communication for online lessons (for example, Zoom, Skype, Google meet, etc.). Consequently, it is possible to access online educational platforms via mobile phones (<xref ref-type="bibr" rid="ref30">Leszczy&#x0144;ski et al., 2018</xref>). Mobile applications are tools that help to optimise the learning process providing accessibility to the independent management of the educational environment and time (<xref ref-type="bibr" rid="ref20">Gupta et al., 2021</xref>). Due to their interactive nature based on video and audio materials, the advantages of mobile applications are the development of professional competencies and skills, including creativity, technical competence, critical and lateral thinking (<xref ref-type="bibr" rid="ref34">Okuboyejo and Koyejo, 2021</xref>). Students can access massive open online courses (MOOCs) via mobile applications. They allow learners to follow all the stages of the learning process, memory development and knowledge sharing since all materials are divided into separate lessons related to one topic. The lessons are united into one educational online course (<xref ref-type="bibr" rid="ref45">Troussas et al., 2020</xref>).</p>
<p>The modern educational process is mainly dominated by elements of digital practices. They help develop memory and improve knowledge exchange not only between a teacher and a student but also between students. At the same time, it is more challenging to maintain control there over this educational communication and students&#x2019; attention (<xref ref-type="bibr" rid="ref15">Eldh et al., 2020</xref>). The need for online lessons increased in distance learning during the pandemic restrictions. The focus has shifted from the traditional classroom to open online courses, which help students to access full-fledged products for different purposes as interactive additions to the main part of the educational programme (<xref ref-type="bibr" rid="ref12">Duan, 2022</xref>). In addition to the existing online courses, universities are actively developing new programmes using MOOC platforms (<xref ref-type="bibr" rid="ref47">Troussas et al., 2013</xref>). Russian universities, along with international platforms, organised local online academies with content that was successfully integrated into the educational process.</p>
<p>During the pandemic, the Financial University under the Government of the Russian Federation and the country&#x2019;s distinguished university professors developed more than 70 learning courses for an open online academy. In 2022, the university introduced numerous programmes for different specialities using the Moodle virtual learning environment. At the Plekhanov Russian University of Economics, more than 200 learning courses were transferred to digital platforms during the pandemic. The MOOCs programmes were developed as optional modules for Bachelors and Masters. They involved a specially designed training programme, available on international educational platforms for students. The most popular educational platforms in Russia are Universarium, Udemy, Eduardo, Stepik, &#x0421;oursera, UNIWEB, Open Education, Skillshare, MasterClass, etc.</p>
<p>The advantage of the online MOOC platform is its interactivity focused on the learning process and memory development. The theoretical material is presented through audio and videos, presentations, online lectures or webinars (<xref ref-type="bibr" rid="ref56">Yang et al., 2017</xref>). In addition, the modules of MOOCs promote open communication between a teacher and course participants in the form of online communication or chatting, which supports the development of communicative competence (<xref ref-type="bibr" rid="ref54">Wu, 2021</xref>). Courses on the MOOC platform are thematic, and therefore can be applied to both the learning process and personality development (<xref ref-type="bibr" rid="ref18">Gameel, 2017</xref>).</p>
<p>The present article aims at analysing the impact of mobile applications using MOOCs for the learning process, memory development, knowledge sharing, and ways to increase student motivation to learn. The research objectives are related to the question of whether using mobile applications and online educational platforms improves students&#x2019; technical competencies. Moreover, within the framework of the study, a learning programme was developed using MOOCs. The training sessions were conducted based on the programme. The subsequently conducted (second) survey evaluated the effectiveness of training using MOOCs and assessed their impact on the improvement of professional competencies and skills amongst students.</p>
<p>The study&#x2019;s motivation is related to obtaining new knowledge about the impact of MOOC mobile applications on the learning process, memory development, knowledge sharing, and ways to increase student motivation to learn. This study aims to fill this gap and contribute to the relevant field of knowledge.</p>
</sec>
<sec id="sec2">
<label>2.</label>
<title>Literature overview</title>
<p>Massive open online courses (MOOCs) aroused great interest in the field of higher education (<xref ref-type="bibr" rid="ref58">Zhu et al., 2018</xref>). Such widespread attention is expected, given the roots of MOOCs and similar forms of open education, which are not a new phenomenon. In fact, MOOC development began in 2007, when David Wiley created the first MOOC or Proto MOOC (<xref ref-type="bibr" rid="ref4">Al-Rahmi et al., 2019</xref>). MOOCs became even more popular in 2012, shortly after the advent of PLENK2010 (<xref ref-type="bibr" rid="ref16">Foley et al., 2019</xref>), and rapidly spread worldwide. Currently, there are more MOOC courses, including those from well-known MOOC providers such as Udacity, Coursera, and edX (<xref ref-type="bibr" rid="ref53">Wahid et al., 2020</xref>). They are available around the world. Despite some skepticism about the future of MOOCs, current data shows that the number of MOOCs is still growing.</p>
<p>Since MOOCs are available at any time, learners can choose the best time for learning. This contributes to the development of self-motivation and self-organisation skills (<xref ref-type="bibr" rid="ref23">Kevan et al., 2016</xref>; <xref ref-type="bibr" rid="ref3">Albelbisi et al., 2021</xref>). The online courses for selected programmes allow educators to improve the knowledge base and facilitate the learning process and memory development (<xref ref-type="bibr" rid="ref32">Mohamad et al., 2021</xref>). The motivation for using MOOCs determines the possibility of self-regulation and self-efficacy amongst students. They can choose the courses for learning purposes and complete them independently (<xref ref-type="bibr" rid="ref1">Al-Adwan, 2020</xref>). The advantage of MOOCs is the use of gamification to combine the elements of interactivity and gaming principles (<xref ref-type="bibr" rid="ref29">Krouska et al., 2020</xref>). These factors encourage the creative and strategic thinking of students and help them to find a unique solution to a problem (<xref ref-type="bibr" rid="ref5">Aparicio et al., 2019</xref>).</p>
<p>Israeli researchers admit that the learner-centred approach as part of MOOCs promotes self-management and brings joy to the learning process (<xref ref-type="bibr" rid="ref8">Cohen and Baruth, 2017</xref>). Researchers in the US proposed the following factors to consider developing the learning programmes: relevance, interest, measurability, accessibility, and scope (<xref ref-type="bibr" rid="ref11">Drake et al., 2015</xref>). The Udemy mobile application features online courses in different subject areas. Udemy allows students to use the courses both in the learning process and for self-development (<xref ref-type="bibr" rid="ref38">Qiu, 2020</xref>). Modern online courses are available on the educational online platform in the Coursera mobile application. The key advantage is the availability of different educational modules on different topics in English (<xref ref-type="bibr" rid="ref27">Korableva et al., 2019</xref>; <xref ref-type="bibr" rid="ref6">Ayoub et al., 2020</xref>). The SkillShare mobile application promotes creative, strategic, and lateral thinking by visualising educational courses through video recordings (<xref ref-type="bibr" rid="ref37">Qi, 2021</xref>). The advantage of the mobile application is the simple structure of the lectures. Therefore, they facilitate interaction between students, practice, and interactive presentation of theoretical material (<xref ref-type="bibr" rid="ref46">Troussas et al., 2021</xref>). In addition, Chinese researchers note that the courses based on the SkillShare applications are predominantly related to art. They include creativity and art issues, particularly photography, drawing, etc. (<xref ref-type="bibr" rid="ref55">Xue et al., 2021</xref>).</p>
<p>Researchers from Russia and Indonesia suppose that the iSpring Suite mobile application can be used effectively for the development of online courses (<xref ref-type="bibr" rid="ref26">Kirillov, 2021</xref>; <xref ref-type="bibr" rid="ref52">Umam and Sulaikho, 2021</xref>). The application allows students to view and buy ready-to-use online courses and create learning courses from scratch. The main advantage is that the proposed courses can be presented in various forms: the textual part only or webinars, video lectures, and presentations. This allows educators to present theoretical material in an interactive format and motivate students to learn. The iSpring Market mobile application is an online store for selling ready-to-use online courses (<xref ref-type="bibr" rid="ref28">Kosareva et al., 2021</xref>). Online courses can be developed within the framework of online schools, such as the GetCourse and Learme applications. Scientists from Kazakhstan note that the advantage of GetCourse is thematic modules that facilitate the development of online courses. Consequently, the modules may be combined to create a unique online course with lessons on each topic (<xref ref-type="bibr" rid="ref33">Nurgul et al., 2021</xref>).</p>
<p>The research by Greek scholars focuses on the LearnWorlds mobile application. The key features of the application are its functionality, including the availability of video and audio materials, online editing of downloaded materials (particularly, the function to add text in an interactive format), and the communication functions that provide interaction between teachers and students (<xref ref-type="bibr" rid="ref36">Palaigeorgiou et al., 2017</xref>). The Mighty Networks application supports communication functions and the development of communicative competencies. Its main features are a wide range of online threads for discussion enabling communication between all participants (<xref ref-type="bibr" rid="ref24">Khaleque and Krasteva, 2021</xref>). The Pathwright online platform allows educators to create online courses, based on the action-oriented approach. The online courses clearly define the activities that the student is required to perform throughout the course: reading, writing, listening, etc. (<xref ref-type="bibr" rid="ref57">Yu et al., 2017</xref>; <xref ref-type="bibr" rid="ref17">Friedman, 2018</xref>).</p>
</sec>
<sec id="sec3" sec-type="materials|methods">
<label>3.</label>
<title>Methods and materials</title>
<sec id="sec4">
<label>3.1.</label>
<title>Research design</title>
<p>The research uses the experimental method based on surveys. In addition, a modelling approach was used to develop a programme for learning based on MOOCs. A schema describing the research methodology is presented in <xref rid="fig1" ref-type="fig">Figure 1</xref> below.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The research methodology schema. Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g001.tif"/>
</fig>
</sec>
<sec id="sec5">
<label>3.2.</label>
<title>Sample</title>
<p>The sample involved 662 students in 1st&#x2013;4th years of study at the Institute of Information Technologies and Intelligent Systems, Institute of Computational Mathematics and Information Technologies and Engineering Institute of <italic>Kazan Federal University</italic>.</p>
<p>The main inclusion criteria were the year of study and faculty. At the same time, age and gender were not considered important factors for this study. Students of other specialities were not included in the experiment. The research compared the influence of mobile applications using MOOC for learning, memory development, knowledge sharing and motivation of students to learn.</p>
</sec>
<sec id="sec6">
<label>3.3.</label>
<title>Survey</title>
<p>The research consisted of three stages. The first stage involved a survey. The respondents received a Google form with the following questions: <italic>Please, rate the level of your technical competence. Do you use mobile applications in the learning process? Are you familiar with massive open online courses (MOOCs)? Are mobile applications and massive open online courses (MOOCs) used in the learning process? Please, rate your motivation for learning</italic>. <italic>Do mobile applications and online educational courses affect the processes of learning, memory development and knowledge sharing? What online educational platforms do you use in your teaching practices?</italic> No time limits were set for the survey.</p>
<p>The second stage of the study involved the programme developed with MOOCs. The students were divided into two groups: one group was trained as part of an educational programme without the use of MOOCs, and the other group learnt the material using the developed learning programme based on massive open online courses. Subsequently, the effectiveness of training was confirmed.</p>
<p>The programme was based on the thematic module <italic>Professional competencies and skills in mobile learning</italic>, divided into separate lessons. The educators aimed to increase motivation for learning, develop the memory process, knowledge sharing, technical competence (working with mobile applications), creative skills, strategic and lateral thinking (<xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Content of the training programme.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Thematic modules</th>
<th align="left" valign="top">Tasks</th>
<th align="left" valign="top">Resources</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Professional competencies and skills in mobile learning</td>
<td align="left" valign="top">&#x2013; Development of memory skills and knowledge sharing&#x2013; Increasing the level of motivation for learning&#x2013; Development of technical competence (work with mobile applications)&#x2013; Development of creative, strategic, and lateral thinking</td>
<td align="left" valign="top">&#x2013; Online course: <italic>Creative Thinking: Techniques and Tools for Success</italic> in a mobile application Coursera (<xref ref-type="bibr" rid="ref9">Coursera, 2022a</xref>)&#x2013; Online course: <italic>Reinvent yourself: Unleash your creativity</italic> in a mobile application EdX (<xref ref-type="bibr" rid="ref14">EDX, 2022b</xref>)&#x2013; Online course: <italic>Think Strategically and Make Your Ideas a Reality</italic> in a mobile application Udemy (<xref ref-type="bibr" rid="ref51">Udemy, 2022c</xref>)&#x2013; Online course: <italic>Critical Thinking &#x0026; Problem-Solving EdX</italic> (<xref ref-type="bibr" rid="ref13">EDX, 2022a</xref>)&#x2013; Tutorial: <italic>Lateral Thinking: An Introduction</italic> (<xref ref-type="bibr" rid="ref7">Bono, 2014</xref>)&#x2013; Online course: <italic>Master Lateral Thinking</italic> in a mobile application Udemy (<xref ref-type="bibr" rid="ref49">Udemy, 2022a</xref>)&#x2013; Online course: <italic>Introduction to Self-Determination Theory: An approach to motivation, development and wellness</italic> in a mobile application Coursera (<xref ref-type="bibr" rid="ref10">Coursera, 2022b</xref>)&#x2013; Online course: <italic>Motivation Mastery: Discover The Secrets of Motivation</italic> in a mobile application Udemy (<xref ref-type="bibr" rid="ref50">Udemy, 2022b</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Source: compiled by the authors.</p>
</table-wrap-foot>
</table-wrap>
<p>The developed programme requires the university administration to be equipped with computers, headphones, mobile devices, and other technical tools since the experiment was conducted in a distance learning format. The human resources required for the implementation of the training sessions involved instructors familiar with the information on massive open online courses and the key features of their use in the educational process. The training programme included materials on professional skills and competencies, and their development in a mobile application based on MOOCs.</p>
<p>Online courses available through online educational platforms, tutorials, and video and audio recordings were required for the experiment. The developed programme required the use of applications for online lessons: Zoom and Google Meet. The research demands stipulated that the students use a mobile phone with Internet access to download the necessary applications, in namely online courses according to the curriculum guidelines.</p>
<p>In the third stage, a second survey was conducted to analyse the effectiveness of Massive Open Online Courses (MOOCs) in teaching practices. Both groups received a Google form with the following questions: <italic>Please, rate the level of your technical competence. Do you use mobile applications and massive open online courses (MOOCs) in the learning process? Please, rate your motivation for learning. Do mobile applications and online educational courses influence learning, memory development, and knowledge sharing? What online educational platforms do you use for training?</italic> The procedure was the same as in the first survey conducted before the training.</p>
<p>The questionnaire&#x2019;s design included the following stages:</p>
<list list-type="bullet">
<list-item>
<p>literature analysis in order to form initial ideas for questionnaires;</p>
</list-item>
<list-item>
<p>drafting questions;</p>
</list-item>
<list-item>
<p>revision and adjustment of tools if necessary;</p>
</list-item>
<list-item>
<p>checking tools for reliability.</p>
</list-item>
</list>
<p>The questionnaire was tested for reliability using Cronbach&#x2019;s alpha. The interpretation of Cronbach&#x2019;s alpha values is as follows: &#x003E;0.9 excellent; &#x003E;0.8 good; 0.7 acceptable; 0.6 questionable; and &#x003E;0.5 unsatisfactory. The cumulative Cronbach&#x2019;s alpha value for the questionnaire was 0.92. Conclusion: the questionnaire is reliable and can be used for the survey.</p>
</sec>
<sec id="sec7">
<label>3.4.</label>
<title>Statistical processing</title>
<p>The responses received from the respondents were processed using the Statistica and Microsoft Excel programmes. The charts based on indicators were visualised separately for each question for all students.</p>
<p>The survey used a multi-stage quota sampling. The sampling error was calculated using the formula:</p>
<disp-formula id="E1">
<mml:math id="M1">
<mml:mrow>
<mml:mi mathvariant="normal">Sampling Error Formula</mml:mi>
<mml:mo>=</mml:mo>
<mml:mi>Z</mml:mi>
<mml:mo>&#x00D7;</mml:mo>
<mml:mfrac>
<mml:mi>&#x03C3;</mml:mi>
<mml:mrow>
<mml:msqrt>
<mml:mi>n</mml:mi>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p><italic>z</italic> &#x2013; z-indicator, according to the required confidence interval (95%); <italic>n</italic> &#x2013; sample size; <italic>&#x03C3;</italic> &#x2013; population standard deviation.</p>
<p>Thus, the sampling error was 0.667, or about 1%. Therefore, the quality of the received data was reliable since there were no unaccounted errors and the accounted errors did not exceed the specified level.</p>
</sec>
<sec id="sec8">
<label>3.5.</label>
<title>Research limitations</title>
<p>The main research limitation was a small sample size since the experiment involved 662 students from the 1st to 4th years of study at the Kazan Federal University. Students from other countries were not involved in the experiment.</p>
</sec>
<sec id="sec9">
<label>3.6.</label>
<title>Ethical issues</title>
<p>The experiment met all ethical standards and anonymity issues. No confidential information was required or collected from respondents (name, surname or place of residence, etc.). Written consent was obtained from the respondents for the research and data processing. One of the requirements was to indicate the year of study and the faculty in which the respondent was studying at the time of the experiment. All data, their processing, and experiment were orally agreed upon with the ethics committee of the studied educational institution.</p>
</sec>
</sec>
<sec id="sec10" sec-type="results">
<label>4.</label>
<title>Results and discussion</title>
<p><xref rid="fig2" ref-type="fig">Figures 2</xref>&#x2013;<xref rid="fig7" ref-type="fig">7</xref> visualise the responses of a survey conducted before the training based on mobile applications and massive open online courses. Thus, <xref rid="fig2" ref-type="fig">Figure 2</xref> displays the responses to the following survey item: <italic>Please, rate the level of your technical competence</italic>. The respondents mainly rated their level as average (54%), whilst 43% indicated their level as high and 3% as low.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Answers to the question: please, rate the level of your technical competence. Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Answers to the question: do you use mobile applications and massive open online courses (MOOCs) in the learning process? Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g003.tif"/>
</fig>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Answers to the question: are you familiar with Massive Open Online Courses (MOOCs)? Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Answers to the question: please, rate your motivation for learning. Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g005.tif"/>
</fig>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Answers to the question: do mobile applications and online educational courses influence learning, memory development, and knowledge sharing?. Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g006.tif"/>
</fig>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Answers to the question: what online educational platforms do you use for your training purposes?. Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g007.tif"/>
</fig>
<p>The majority of students gave a <italic>negative</italic> answer (60%), and only 40% gave a positive answer to the question <italic>Do you use mobile applications in the learning process?</italic> It illustrates an insufficient level of modern technologies application in education and the need to introduce them in the educational process (<xref rid="fig3" ref-type="fig">Figure 3</xref>).</p>
<p><xref rid="fig4" ref-type="fig">Figure 4</xref> visualises the answers to the question <italic>Are you familiar with massive open online courses (MOOCs)?</italic> The answers to the question were as follows: 42% answered <italic>Yes</italic>, and 58% answered <italic>No</italic>. However, as noted above, only 40% of students used them in the educational process, which indicated the need not only to inform students about digital platforms but to introduce massive open online courses into the educational process.</p>
<p>When the students were inquired to assess their learning motivation, the majority rated it as average (54%), 42% rated their level of motivation as high and 4% indicated their motivation was low (<xref rid="fig5" ref-type="fig">Figure 5</xref>).</p>
<p><xref rid="fig6" ref-type="fig">Figure 6</xref> shows the answers to the following question: <italic>Do mobile applications and online educational courses influence learning, memory development, and knowledge sharing?</italic> The majority of students (83%) answered <italic>Yes</italic> and only 17% answered <italic>No</italic> to the question. The results confirm the need to implement modern mobile applications and online educational courses into education.</p>
<p>The responses to the question <italic>What online educational platforms do you use for your education purposes</italic> were as follows: Udemy &#x2013; 52%, Skillshare &#x2013; 32%, MasterClass &#x2013; 20%, Coursera &#x2013; 54%, EdX &#x2013; 40%, Udacity &#x2013; 25% (<xref rid="fig7" ref-type="fig">Figure 7</xref>). The highest scores were given to the online platforms Udemy and Coursera.</p>
<p>The second stage included training based on mobile applications using MOOCs. The programme period was 1&#x2009;month and contained lessons of 45&#x2013;60&#x2009;min each. Thus, the teaching methodology was developed using massive open online courses and mobile applications in order to motivate students to use modern technologies in the educational process or training and to develop professional skills and competencies. The training was managed and equipped by the university based on which the experiment took place. The lessons were conducted by educators at each university. The training took place in a remote format, and all participants required a computer or mobile phone with Internet access and downloaded Zoom and Google Meet applications.</p>
<p>The training programme was available on the Moodle online platform intended for distance learning. The students received an access code to the online lessons via the email. Only students and teachers who participated in the first stage of the experiment and registered on the platform had access to the page with the programme and all educational materials. At the same time, teachers were enabled to upload different video and audio materials or links to online courses to the page with the programme. The programme was based on MOOCs; therefore mobile applications such as Coursera, EdX, and Udemy were required for learning. Thus, online courses became the main components of the developed educational programme.</p>
<p>The post-training survey showed improved performance in groups that were trained with MOOCs mobile applications. The answers of respondents who learnt the traditional programme did not change. Consequently, for the survey item <italic>Please, rate the development of your technical competence</italic>, the indicators amongst the students of the first group did not change (<xref rid="fig8" ref-type="fig">Figure 8</xref>).</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>Answers to the question: please, rate the development of your technical competence (Post-training survey). Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g008.tif"/>
</fig>
<p>However, the indicators in the second group were distributed as follows: 58% of respondents rated the their level of technical competence as high, an average level of competence was identified for 39, and 3% noted a low level of competence. A comparative analysis showed that after training in different programmes, half of the first group respondents demonstrated the average level (54%). The students in the second group showed better results for a high level (58%) of technical competence. This indicated the effectiveness of training based on the developed programme.</p>
<p><xref rid="fig9" ref-type="fig">Figure 9</xref> visualises the responses of both groups to the question <italic>Are massive open online courses (MOOCs) used in the learning process?</italic> A comparative analysis shows that after the detailed analysis of the MOOCs and training according to the proposed programme, the indicators of the second group increased (61% answered <italic>Yes</italic> and 39% answered <italic>No</italic>), respectively. The indicators amongst the first group did not change (40% answered <italic>Yes</italic>, 60% answered <italic>No</italic>).</p>
<fig position="float" id="fig9">
<label>Figure 9</label>
<caption>
<p>Answers to the question: do you use mobile applications and massive open online courses (MOOCs) in the learning process? (Post-training survey). Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g009.tif"/>
</fig>
<p>A comparative analysis of responses to the statement <italic>Please, rate your motivation for learning</italic> showed an increase in indicators demonstrated by the second group, trained according to the developed programme. The results were as follows: high &#x2013; 50%, average &#x2013; 47%, low &#x2013; 3% (<xref rid="fig10" ref-type="fig">Figure 10</xref>). However, the answers of the first group involved in learning without the use of MOOCs remained the same (high &#x2013; 42%, average &#x2013; 54%, and low &#x2013; 4%).</p>
<fig position="float" id="fig10">
<label>Figure 10</label>
<caption>
<p>Answers to the question: please, rate your motivation for learning (Post-training survey). Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g010.tif"/>
</fig>
<p>The responses to the question <italic>Do mobile applications and online educational courses affect the processes of learning, memory development and knowledge sharing</italic>? demonstrated that the results in the first group did not change (83% answered <italic>Yes</italic>, and 17% answered <italic>No</italic>; <xref rid="fig11" ref-type="fig">Figure 11</xref>). The results of the second group, which the developed programme was applied to, changed: 92% answered <italic>Yes</italic>, and 8% answered <italic>No</italic>.</p>
<fig position="float" id="fig11">
<label>Figure 11</label>
<caption>
<p>Answers to the question: do mobile applications and online educational courses affect the processes of learning, memory development and knowledge sharing? (Post-training survey). Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g011.tif"/>
</fig>
<p><xref rid="fig12" ref-type="fig">Figure 12</xref> shows the responses to the question <italic>What online educational platforms do you use in training?</italic> The first group used the following platforms: Udemy &#x2013; 52%, Skillshare &#x2013; 32%, MasterClass &#x2013; 20%, Coursera &#x2013; 54%, EdX &#x2013; 40%, and Udacity &#x2013; 25%. However, the indicators amongst the second group participants increased by 10&#x2013;15%: Udemy &#x2013; 62%, Skillshare &#x2013; 42%, MasterClass &#x2013; 39%, Coursera &#x2013; 68%, EdX &#x2013; 55%, Udacity &#x2013; 40%. This percentage distribution also indicated the need to implement modern educational online platforms in the educational process.</p>
<fig position="float" id="fig12">
<label>Figure 12</label>
<caption>
<p>Answers to the question: what online educational platforms do you use for training? (Post-training survey). Source: compiled by the authors.</p>
</caption>
<graphic xlink:href="feduc-08-1113584-g012.tif"/>
</fig>
<p>The results of two surveys conducted before and after MOOC training confirmed the effectiveness of the proposed programme. It was confirmed that mobile applications within the framework of MOOCs can be effectively used not only at Russian universities but also at universities in other countries. Thus, the scientists from Malaysia analysed the academic achievements of students studied MOOC-based programmes. The researchers found that students improved their knowledge using massive open online courses (<xref ref-type="bibr" rid="ref4">Al-Rahmi et al., 2019</xref>; <xref ref-type="bibr" rid="ref2">Albelbisi, 2020</xref>). Similar research was carried out in Israel. It identified the correlation between the level of students&#x2019; motivation to learn and using MOOCs (<xref ref-type="bibr" rid="ref31">Magen-Nagar and Cohen, 2016</xref>). Israeli scientists concluded that MOOCs were effective tools that influence positively the self-motivation of students. These results are similar to the results of the present experiment and prove that after learning a programme based on mobile applications within the MOOC, the students&#x2019; motivation increased from an average (34%) to a high (45%) level.</p>
<p>Researchers from Spain evaluated satisfaction with learning amongst students enrolled in different programmes (<xref ref-type="bibr" rid="ref21">Guti&#x00E9;rrez-Santiuste et al., 2015</xref>). The scientists used a similar methodology and conducted a comparative analysis of the learning process using MOOCs and the traditional curriculum. Thus, the conclusions made by Spanish scientists showed a higher level of student satisfaction with learning using MOOCs compared to the psychological and sociological indicators of students who followed the traditional curriculum.</p>
<p>In the present research, the majority of students (92%) whose learning was MOOC-based noted the impact of online courses on learning processes, memory development, and knowledge sharing, whilst the students who followed the traditional curriculum showed lower results (82%). Similar research was conducted in Indonesia: students were also divided into two groups trained with or without MOOC technologies (<xref ref-type="bibr" rid="ref42">Sukriono and Sudirman, 2020</xref>). As a result of the experiment, students enrolled in the Massive Open Online Course programme were able to improve their academic performance from average to high level or from low to average one.</p>
<p>In Scotland, the use of MOOCs encouraged the investigation of psychological indicators, including the motivational component (<xref ref-type="bibr" rid="ref44">Terras and Ramsay, 2015</xref>). The main similarity with the present research was that using online courses increased motivation by 10&#x2013;11%. However, Scottish researchers noted that in addition to the positive impact of MOOC technologies, there may also cause psychological barriers or an inability to control the time spent using digital learning applications.</p>
<p>Researchers from the United States analysed the MOOC-based ways to improve students&#x2019; motivation. Their study revealed some psychological barriers (lack of readiness for mobile learning, difficulties in using educational online platforms, insufficient self-regulated learning, lack of time, lack of resources, etc.; <xref ref-type="bibr" rid="ref39">Rieber, 2017</xref>; <xref ref-type="bibr" rid="ref40">Shapiro et al., 2017</xref>). However, the American study underlines the significance of knowledge, work, availability of resources, and personal interest as factors of motivation for using MOOCs, whilst these issues were omitted in the present experiment.</p>
<p>The research of scientists from England focused on self-regulated learning, the indicators of which were the highest in MOOC-based learning due to the possibility to control the learning time (<xref ref-type="bibr" rid="ref35">Onah and Sinclair, 2017</xref>). Researchers from Korea and Austria investigated student engagement in MOOC-based learning (<xref ref-type="bibr" rid="ref25">Khalil and Ebner, 2017</xref>; <xref ref-type="bibr" rid="ref22">Jung and Lee, 2018</xref>). The key factors influencing students&#x2019; involvement in the educational process were as follows: academic self-efficacy, a teacher&#x2019;s work and the perception of information, including the assessment of its significance by students.</p>
<p>The research on the role of instructors in the learning process based on MOOCs was conducted by Spanish scientists. They analysed the effectiveness of massive open online courses not only for students but also for instructors. They found that MOOCs increased motivation to use modern technologies and online educational programmes on different educational platforms for teaching (<xref ref-type="bibr" rid="ref19">Gil-Jaurena and Dom&#x00ED;nguez, 2018</xref>).</p>
</sec>
<sec id="sec11" sec-type="conclusions">
<label>5.</label>
<title>Conclusion</title>
<p>The results showed that the use of MOOCs has a positive impact on the educational process and increases the involvement of students in mastering the discipline. The initial survey showed that the average level of technical competence prevailed (54%) for students who were not engaged in the MOOC-based program. At the same time, 43% of them indicated their level as high and 3% as low. Moreover, 60% of respondents noted that they did not use mobile learning applications. About 42% of respondents were familiar with massive open online courses (MOOCs).</p>
<p>More than half of the respondents (54%) rated their motivation for learning as average. The majority of students (83%) noted the influence of mobile applications and online educational courses on learning, memory development, and knowledge sharing. The survey conducted after training showed improvements in performance of the group, which was involved in MOOC-based training on mobile applications. However, the responses of students who followed the traditional programme remained unchanged.</p>
<p>A comparative analysis of the secondary survey results showed an increase in the number of students with high technical competence (58%). It proved the effectiveness of the developed programme. The research significance is related to the possibility of using the programme based on mobile applications and massive open online courses at different university departments. Future research is required to assess the influence of MOOCs on the academic achievements of students from different faculties and analyse students&#x2019; motivation for learning.</p>
</sec>
<sec id="sec12" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="sec13">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving human participants in accordance with the local legislation and institutional requirements. Written informed consent to participate in this study was obtained from the participants.</p>
</sec>
<sec id="sec14">
<title>Author contributions</title>
<p>KA-S conceived and designed the analysis. AB collected the data. OS contributed data or analysis tools and performed the analysis. KA-S and AB wrote the paper. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<p>OS has been supported by the Kazan Federal University Strategic Academic Leadership Program. KA-S is grateful to Middle East University, Amman, Jordan, for the financial support granted to cover the publication fee of this research paper.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Al-Adwan</surname> <given-names>A. S.</given-names></name></person-group> (<year>2020</year>). <article-title>Investigating the drivers and barriers to MOOCs adoption: the perspective of TAM</article-title>. <source>Educ. Inf. Technol.</source> <volume>25</volume>, <fpage>5771</fpage>&#x2013;<lpage>5795</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10639-020-10250-z</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Albelbisi</surname> <given-names>N. A.</given-names></name></person-group> (<year>2020</year>). <article-title>Development and validation of the MOOC success scale (MOOC-SS)</article-title>. <source>Educ. Inf. Technol.</source> <volume>25</volume>, <fpage>4535</fpage>&#x2013;<lpage>4555</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10639-020-10186-4</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Albelbisi</surname> <given-names>N. A.</given-names></name> <name><surname>Al-Adwan</surname> <given-names>A. S.</given-names></name> <name><surname>Habibi</surname> <given-names>A.</given-names></name></person-group> (<year>2021</year>). <article-title>Self-regulated learning and satisfaction: a key determinants of MOOC success</article-title>. <source>Educ. Inf. Technol.</source> <volume>26</volume>, <fpage>3459</fpage>&#x2013;<lpage>3481</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10639-020-10404-z</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Al-Rahmi</surname> <given-names>W.</given-names></name> <name><surname>Aldraiweesh</surname> <given-names>A.</given-names></name> <name><surname>Yahaya</surname> <given-names>N.</given-names></name> <name><surname>Kamin</surname> <given-names>Y. B.</given-names></name> <name><surname>Zeki</surname> <given-names>A. M.</given-names></name></person-group> (<year>2019</year>). <article-title>Massive open online courses (MOOCs): data on higher education</article-title>. <source>Data Br.</source> <volume>22</volume>, <fpage>118</fpage>&#x2013;<lpage>125</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dib.2018.11.139</pub-id>, PMID: <pub-id pub-id-type="pmid">30581914</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aparicio</surname> <given-names>M.</given-names></name> <name><surname>Oliveira</surname> <given-names>T.</given-names></name> <name><surname>Bacao</surname> <given-names>F.</given-names></name> <name><surname>Painho</surname> <given-names>M.</given-names></name></person-group> (<year>2019</year>). <article-title>Gamification: a key determinant of massive open online course (MOOC) success</article-title>. <source>Inf. Manag.</source> <volume>56</volume>, <fpage>39</fpage>&#x2013;<lpage>54</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.im.2018.06.003</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ayoub</surname> <given-names>A.</given-names></name> <name><surname>Amin</surname> <given-names>R.</given-names></name> <name><surname>Wani</surname> <given-names>Z. A.</given-names></name></person-group> (<year>2020</year>). <article-title>Contribution of developed countries towards MOOCs: exploration and assessment from a representative platform Coursera</article-title>. <source>Asian Assoc. Open Univ. J.</source> <volume>15</volume>, <fpage>251</fpage>&#x2013;<lpage>262</lpage>. doi: <pub-id pub-id-type="doi">10.1108/AAOUJ-03-2020-0016</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Bono</surname> <given-names>E.</given-names></name></person-group> (<year>2014</year>). <source>Lateral thinking: an introduction</source> <publisher-name>Random House</publisher-name>.</citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cohen</surname> <given-names>A.</given-names></name> <name><surname>Baruth</surname> <given-names>O.</given-names></name></person-group> (<year>2017</year>). <article-title>Personality, learning, and satisfaction in fully online academic courses</article-title>. <source>Comput. Hum. Behav.</source> <volume>72</volume>, <fpage>1</fpage>&#x2013;<lpage>12</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chb.2017.02.030</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll1">Coursera</collab></person-group> (<year>2022a</year>). Creative thinking: Techniques and tools for success. Available at: <ext-link xlink:href="https://ru.coursera.org/learn/creative-thinking-techniques-and-tools-for-success" ext-link-type="uri">https://ru.coursera.org/learn/creative-thinking-techniques-and-tools-for-success</ext-link> (Retrieved November 15, 2022).</citation></ref>
<ref id="ref10"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll2">Coursera</collab></person-group> (<year>2022b</year>). Introduction to self-determination theory: an approach to motivation, development and wellness. Available at: <ext-link xlink:href="https://ru.coursera.org/learn/self-determination-theory" ext-link-type="uri">https://ru.coursera.org/learn/self-determination-theory</ext-link> (Accessed November 15, 2022).</citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Drake</surname> <given-names>J. R.</given-names></name> <name><surname>O'Hara</surname> <given-names>M.</given-names></name> <name><surname>Seeman</surname> <given-names>E.</given-names></name></person-group> (<year>2015</year>). <article-title>Five principles for MOOC design: with a case study</article-title>. <source>J. Inf. Technol. Educ. Innov. Pract.</source> <volume>14</volume>, <fpage>125</fpage>&#x2013;<lpage>143</lpage>. doi: <pub-id pub-id-type="doi">10.28945/2250</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Duan</surname> <given-names>T.</given-names></name></person-group> (<year>2022</year>). <article-title>A new idea for the optimization of MOOC-based teaching</article-title>. <source>Educ. Inf. Technol.</source> <volume>27</volume>, <fpage>3623</fpage>&#x2013;<lpage>3650</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10639-021-10755-1</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll3">EDX</collab></person-group> (<year>2022a</year>). Critical Thinking &#x0026; Problem-Solving. Available at: <ext-link xlink:href="https://www.edx.org/course/critical-thinking-problem-solving-3?index=product&#x0026;queryID=0791a7a7499689665987057591ab7fd9&#x0026;position=1" ext-link-type="uri">https://www.edx.org/course/critical-thinking-problem-solving-3?index=product&#x0026;queryID=0791a7a7499689665987057591ab7fd9&#x0026;position=1</ext-link> (Accessed November 15, 2022).</citation></ref>
<ref id="ref14"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll4">EDX</collab></person-group> (<year>2022b</year>). Reinvent yourself: Unleash your creativity. Available at: <ext-link xlink:href="https://www.edx.org/course/reinvent-yourself-unleash-your-creativity?index=product&#x0026;queryID=428c62afa57f27f1d219a1488fb0f198&#x0026;position=2" ext-link-type="uri">https://www.edx.org/course/reinvent-yourself-unleash-your-creativity?index=product&#x0026;queryID=428c62afa57f27f1d219a1488fb0f198&#x0026;position=2</ext-link> (Accessed November 15, 2022).</citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eldh</surname> <given-names>A. C.</given-names></name> <name><surname>Sverker</surname> <given-names>A.</given-names></name> <name><surname>Bendtsen</surname> <given-names>P.</given-names></name> <name><surname>Nilsson</surname> <given-names>E.</given-names></name></person-group> (<year>2020</year>). <article-title>Health care professionals&#x2019; experience of a digital tool for patient exchange, anamnesis, and triage in primary care: qualitative study</article-title>. <source>JMIR Hum. Factors</source> <volume>7</volume>:<fpage>e21698</fpage>. doi: <pub-id pub-id-type="doi">10.2196/21698</pub-id>, PMID: <pub-id pub-id-type="pmid">33315014</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Foley</surname> <given-names>K.</given-names></name> <name><surname>Alturkistani</surname> <given-names>A.</given-names></name> <name><surname>Carter</surname> <given-names>A.</given-names></name> <name><surname>Stenfors</surname> <given-names>T.</given-names></name> <name><surname>Blum</surname> <given-names>E.</given-names></name> <name><surname>Car</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Massive open online courses (MOOC) evaluation methods: protocol for a systematic review</article-title>. <source>JMIR Res. Protoc.</source> <volume>8</volume>:<fpage>e12087</fpage>. doi: <pub-id pub-id-type="doi">10.2196/12087</pub-id>, PMID: <pub-id pub-id-type="pmid">30843868</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Friedman</surname> <given-names>J.</given-names></name></person-group> (<year>2018</year>). &#x201C;<article-title>Teaching and online education</article-title>&#x201D; in <source>The business of being a writer</source> (<publisher-name>University of Chicago Press</publisher-name>), <fpage>239</fpage>&#x2013;<lpage>244</lpage>.</citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gameel</surname> <given-names>B. G.</given-names></name></person-group> (<year>2017</year>). <article-title>Learner satisfaction with massive open online courses</article-title>. <source>Am. J. Distance Educ.</source> <volume>31</volume>, <fpage>98</fpage>&#x2013;<lpage>111</lpage>. doi: <pub-id pub-id-type="doi">10.1080/08923647.2017.1300462</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gil-Jaurena</surname> <given-names>I.</given-names></name> <name><surname>Dom&#x00ED;nguez</surname> <given-names>D.</given-names></name></person-group> (<year>2018</year>). <article-title>Teachers&#x2019; roles in light of massive open online courses (MOOCs): evolution and challenges in higher distance education</article-title>. <source>Int. Rev. Educ.</source> <volume>64</volume>, <fpage>197</fpage>&#x2013;<lpage>219</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11159-018-9715-0</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gupta</surname> <given-names>Y.</given-names></name> <name><surname>Khan</surname> <given-names>F.</given-names></name> <name><surname>Agarwal</surname> <given-names>S.</given-names></name></person-group> (<year>2021</year>). <article-title>Exploring factors influencing mobile learning in higher education &#x2013; a systematic review</article-title>. <source>J. Interact. Mob. Technol.</source> <volume>15</volume>, <fpage>140</fpage>&#x2013;<lpage>157</lpage>. doi: <pub-id pub-id-type="doi">10.3991/ijim.v15i12.22503</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guti&#x00E9;rrez-Santiuste</surname> <given-names>E.</given-names></name> <name><surname>G&#x00E1;miz-S&#x00E1;nchez</surname> <given-names>V. M.</given-names></name> <name><surname>Guti&#x00E9;rrez-P&#x00E9;rez</surname> <given-names>J.</given-names></name></person-group> (<year>2015</year>). <article-title>MOOC &#x0026; B-learning: Students' barriers and satisfaction in formal and non-formal learning environments</article-title>. <source>J. Interact. Online Learn.</source> <volume>13</volume>, <fpage>88</fpage>&#x2013;<lpage>111</lpage>.</citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jung</surname> <given-names>Y.</given-names></name> <name><surname>Lee</surname> <given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>Learning engagement and persistence in massive open online courses (MOOCS)</article-title>. <source>Comput. Educ.</source> <volume>122</volume>, <fpage>9</fpage>&#x2013;<lpage>22</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.compedu.2018.02.013</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Kevan</surname> <given-names>J. M.</given-names></name> <name><surname>Menchaca</surname> <given-names>M. P.</given-names></name> <name><surname>Hoffman</surname> <given-names>E. S.</given-names></name></person-group> (<year>2016</year>). &#x201C;Designing MOOCs for success: a student motivation-oriented framework,&#x201D; in <italic>Proceedings of the sixth international conference on Learning Analytics &#x0026; Knowledge (ACM)</italic>. 274&#x2013;278.</citation></ref>
<ref id="ref24"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Khaleque</surname> <given-names>N.</given-names></name> <name><surname>Krasteva</surname> <given-names>G.</given-names></name></person-group> (<year>2021</year>). Experience technology. How the creative industries help increase the audience engagement at virtual and hybrid events. Aalborg Universitetsforlag. ExCITe-serien.</citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khalil</surname> <given-names>M.</given-names></name> <name><surname>Ebner</surname> <given-names>M.</given-names></name></person-group> (<year>2017</year>). <article-title>Clustering patterns of engagement in massive open online courses (MOOCs): the use of learning analytics to reveal student categories</article-title>. <source>J. Comput. High. Educ.</source> <volume>29</volume>, <fpage>114</fpage>&#x2013;<lpage>132</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12528-016-9126-9</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Kirillov</surname> <given-names>Y.</given-names></name></person-group> (<year>2021</year>). &#x201C;Using the iSpring suite computer platform in distance learning,&#x201D; in <italic>SHS web of conferences (EDP sciences)</italic>. (<italic>Vol. 106</italic>). 03008.</citation></ref>
<ref id="ref27"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Korableva</surname> <given-names>O.</given-names></name> <name><surname>Durand</surname> <given-names>T.</given-names></name> <name><surname>Kalimullina</surname> <given-names>O.</given-names></name> <name><surname>Stepanova</surname> <given-names>I.</given-names></name></person-group> (<year>2019</year>). &#x201C;Studying user satisfaction with the MOOC platform interfaces using the example of Coursera and open education platforms,&#x201D; in <italic>ICBDE'19: Proceedings of the 2019 International Conference on Big Data and Education (ACM)</italic>, 26&#x2013;30.</citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kosareva</surname> <given-names>L.</given-names></name> <name><surname>Demidov</surname> <given-names>L.</given-names></name> <name><surname>Ikonnikova</surname> <given-names>I.</given-names></name> <name><surname>Shalamov&#x0430;</surname> <given-names>O.</given-names></name></person-group> (<year>2021</year>). <article-title>iSpring platform for learning Russian as a foreign language</article-title>. <source>Interact. Learn. Environ.</source> doi: <pub-id pub-id-type="doi">10.1080/10494820.2021.1913423</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Krouska</surname> <given-names>A.</given-names></name> <name><surname>Troussas</surname> <given-names>C.</given-names></name> <name><surname>Sgouropoulou</surname> <given-names>C.</given-names></name></person-group> (<year>2020</year>). &#x201C;<article-title>A personalized brain-based quiz game for improving students&#x2019; cognitive functions</article-title>&#x201D; in <source>Brain function assessment in learning. BFAL 2020. Lecture notes in computer science</source>. eds. <person-group person-group-type="editor"><name><surname>Frasson</surname> <given-names>C.</given-names></name> <name><surname>Bamidis</surname> <given-names>P.</given-names></name> <name><surname>Vlamos</surname> <given-names>P.</given-names></name></person-group>, vol. <volume>12462</volume> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>102</fpage>&#x2013;<lpage>106</lpage>.</citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leszczy&#x0144;ski</surname> <given-names>P.</given-names></name> <name><surname>Charuta</surname> <given-names>A.</given-names></name> <name><surname>&#x0141;aziuk</surname> <given-names>B.</given-names></name> <name><surname>Ga&#x0142;&#x0105;zkowski</surname> <given-names>R.</given-names></name> <name><surname>Wejnarski</surname> <given-names>A.</given-names></name> <name><surname>Roszak</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Multimedia and interactivity in distance learning of resuscitation guidelines: a randomised controlled trial</article-title>. <source>Interact. Learn. Environ.</source> <volume>26</volume>, <fpage>151</fpage>&#x2013;<lpage>162</lpage>. doi: <pub-id pub-id-type="doi">10.1080/10494820.2017.1337035</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Magen-Nagar</surname> <given-names>N.</given-names></name> <name><surname>Cohen</surname> <given-names>L.</given-names></name></person-group> (<year>2016</year>). <article-title>Learning strategies as a mediator for motivation and a sense of achievement among students who study in MOOCs</article-title>. <source>Educ. Inf. Technol.</source> <volume>22</volume>, <fpage>1271</fpage>&#x2013;<lpage>1290</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10639-016-9492-y</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mohamad</surname> <given-names>N.</given-names></name> <name><surname>Othman</surname> <given-names>A.</given-names></name> <name><surname>Ying</surname> <given-names>T. S.</given-names></name> <name><surname>Rajah</surname> <given-names>N.</given-names></name> <name><surname>Samsudin</surname> <given-names>N.</given-names></name></person-group> (<year>2021</year>). <article-title>The relationship between massive online open courses (MOOCs) content design and students&#x2019; performance</article-title>. <source>J. Interact. Mob. Technol.</source> <volume>15</volume>, <fpage>4</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.3991/ijim.v15i04.20201</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nurgul</surname> <given-names>S.</given-names></name> <name><surname>Kosherbayeva</surname> <given-names>A.</given-names></name> <name><surname>Chnane-Davin</surname> <given-names>F.</given-names></name> <name><surname>Gulnar</surname> <given-names>A.</given-names></name> <name><surname>Galina</surname> <given-names>B.</given-names></name></person-group> (<year>2021</year>). <article-title>Formation of oral competence in French (Fle) using educational platforms for students in Kazakhstan: pedagogical and didactic aspects</article-title>. <source>Rev. Int. Geogr. Educ. Online</source> <volume>11</volume>, <fpage>4114</fpage>&#x2013;<lpage>4119</lpage>. doi: <pub-id pub-id-type="doi">10.48047/rigeo.11.05.292</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Okuboyejo</surname> <given-names>S.</given-names></name> <name><surname>Koyejo</surname> <given-names>O.</given-names></name></person-group> (<year>2021</year>). <article-title>Examining users&#x2019; concerns while using mobile learning apps</article-title>. <source>J. Interact. Mob. Technol.</source> <volume>15</volume>, <fpage>47</fpage>&#x2013;<lpage>58</lpage>. doi: <pub-id pub-id-type="doi">10.3991/ijim.v15i15.22345</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Onah</surname> <given-names>D. F. O.</given-names></name> <name><surname>Sinclair</surname> <given-names>J. E.</given-names></name></person-group> (<year>2017</year>). <article-title>Assessing self-regulation of learning dimensions in a stand-alone MOOC platform</article-title>. <source>Int. J. Eng. Pedagogy.</source> <volume>7</volume>, <fpage>4</fpage>&#x2013;<lpage>21</lpage>. doi: <pub-id pub-id-type="doi">10.3991/ijep.v7i2.6511</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Palaigeorgiou</surname> <given-names>G.</given-names></name> <name><surname>Chloptsidou</surname> <given-names>I.</given-names></name> <name><surname>Lemonidis</surname> <given-names>C.</given-names></name></person-group> (<year>2017</year>). &#x201C;<article-title>Computational estimation in the classroom with tablets, interactive selfie video and self-regulated learning</article-title>&#x201D; in <source>Interactive Mobile communication, technologies and learning</source>. eds. <person-group person-group-type="editor"><name><surname>Auer</surname> <given-names>M.</given-names></name> <name><surname>Tsiatsos</surname> <given-names>T.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>860</fpage>&#x2013;<lpage>871</lpage>.</citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Qi</surname> <given-names>Y.</given-names></name></person-group> (<year>2021</year>). <article-title>The role of mobile web platforms in the development of critical, strategic and lateral thinking skills of students in distance physical education courses</article-title>. <source>Think. Ski. Creat.</source> <volume>42</volume>:<fpage>100935</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tsc.2021.100935</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Qiu</surname> <given-names>R.</given-names></name></person-group> (<year>2020</year>). &#x201C;<article-title>Udemy: blended and e-learning for transforming teaching and learning</article-title>&#x201D; in <source>Anticipating and preparing for emerging skills and jobs</source> (<publisher-loc>Singapore</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>215</fpage>&#x2013;<lpage>220</lpage>.</citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rieber</surname> <given-names>L. P.</given-names></name></person-group> (<year>2017</year>). <article-title>Participation patterns in a massive open online course (MOOC) about statistics</article-title>. <source>Br. J. Educ. Technol.</source> <volume>48</volume>, <fpage>1295</fpage>&#x2013;<lpage>1304</lpage>. doi: <pub-id pub-id-type="doi">10.1111/bjet.12504</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shapiro</surname> <given-names>H. B.</given-names></name> <name><surname>Lee</surname> <given-names>C. H.</given-names></name> <name><surname>Roth</surname> <given-names>N. E. W.</given-names></name> <name><surname>Li</surname> <given-names>K.</given-names></name> <name><surname>&#x00C7;etinkaya-Rundel</surname> <given-names>M.</given-names></name> <name><surname>Canelas</surname> <given-names>D. A.</given-names></name></person-group> (<year>2017</year>). <article-title>Understanding the massive open online course (MOOC) student experience: an examination of attitudes, motivations, and barriers</article-title>. <source>Comput. Educ.</source> <volume>110</volume>, <fpage>35</fpage>&#x2013;<lpage>50</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.compedu.2017.03.003</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sharma</surname> <given-names>S. K.</given-names></name> <name><surname>Sarrab</surname> <given-names>M.</given-names></name> <name><surname>Al-Shihi</surname> <given-names>H.</given-names></name></person-group> (<year>2017</year>). <article-title>Development and validation of mobile learning acceptance measure</article-title>. <source>Interact. Learn. Environ.</source> <volume>25</volume>, <fpage>847</fpage>&#x2013;<lpage>858</lpage>. doi: <pub-id pub-id-type="doi">10.1080/10494820.2016.1224250</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sukriono</surname> <given-names>D.</given-names></name> <name><surname>Sudirman</surname> <given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>Using massive open online course (MOOC) on Pancasila education increasing students&#x2019; score</article-title>. <source>Int. J. Interact. Mob. Technol.</source> <volume>14</volume>, <fpage>138</fpage>&#x2013;<lpage>148</lpage>. doi: <pub-id pub-id-type="doi">10.3991/ijim.v14i12.15593%0d</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tawafak</surname> <given-names>R. M.</given-names></name> <name><surname>Alfarsi</surname> <given-names>G. M.</given-names></name> <name><surname>Jabbar</surname> <given-names>J.</given-names></name> <name><surname>Malik</surname> <given-names>S. I.</given-names></name> <name><surname>Mathew</surname> <given-names>R.</given-names></name> <name><surname>AlSidiri</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Impact of technologies during COVID-19 pandemic for improving behavior intention to use e-learning</article-title>. <source>J. Interact. Mob. Technol.</source> <volume>15</volume>, <fpage>184</fpage>&#x2013;<lpage>198</lpage>. doi: <pub-id pub-id-type="doi">10.3991/ijim.v15i01.17847</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Terras</surname> <given-names>M. M.</given-names></name> <name><surname>Ramsay</surname> <given-names>J.</given-names></name></person-group> (<year>2015</year>). <article-title>Massive open online courses (MOOCs): insights and challenges from a psychological perspective</article-title>. <source>Br. J. Educ. Technol.</source> <volume>46</volume>, <fpage>472</fpage>&#x2013;<lpage>487</lpage>. doi: <pub-id pub-id-type="doi">10.1111/bjet.12274</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Troussas</surname> <given-names>C.</given-names></name> <name><surname>Krouska</surname> <given-names>A.</given-names></name> <name><surname>Sgouropoulou</surname> <given-names>C.</given-names></name></person-group> (<year>2020</year>). &#x201C;<article-title>Towards a reference model to ensure the quality of massive open online courses and e-learning</article-title>&#x201D; in <source>Brain function assessment in learning. BFAL 2020. Lecture notes in computer science</source>. eds. <person-group person-group-type="editor"><name><surname>Frasson</surname> <given-names>C.</given-names></name> <name><surname>Bamidis</surname> <given-names>P.</given-names></name> <name><surname>Vlamos</surname> <given-names>P.</given-names></name></person-group>, vol. <volume>12462</volume> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>169</fpage>&#x2013;<lpage>175</lpage>.</citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Troussas</surname> <given-names>C.</given-names></name> <name><surname>Krouska</surname> <given-names>A.</given-names></name> <name><surname>Sgouropoulou</surname> <given-names>C.</given-names></name></person-group> (<year>2021</year>). <article-title>Improving learner-computer interaction through intelligent learning material delivery using instructional design modeling</article-title>. <source>Entropy</source> <volume>23</volume>:<fpage>668</fpage>. doi: <pub-id pub-id-type="doi">10.3390/e23060668</pub-id>, PMID: <pub-id pub-id-type="pmid">34073243</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Troussas</surname> <given-names>C.</given-names></name> <name><surname>Virvou</surname> <given-names>M.</given-names></name> <name><surname>Alepis</surname> <given-names>E.</given-names></name></person-group> (<year>2013</year>). <article-title>Comulang: towards a collaborative e-learning system that supports student group modeling</article-title>. <source>Springerplus</source> <volume>2</volume>:<fpage>387</fpage>. doi: <pub-id pub-id-type="doi">10.1186/2193-1801-2-387</pub-id>, PMID: <pub-id pub-id-type="pmid">24010044</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Tuaycharoen</surname> <given-names>N.</given-names></name></person-group> (<year>2021</year>). University-wide online learning during COVID-19: From policy to practice. 15:2, <fpage>38</fpage>&#x2013;<lpage>54</lpage>. doi: <pub-id pub-id-type="doi">10.3991/ijim.v15i02.18143</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll5">Udemy</collab></person-group> (<year>2022a</year>). Master lateral thinking. Available at: <ext-link xlink:href="https://www.udemy.com/course/master-lateral-thinking/" ext-link-type="uri">https://www.udemy.com/course/master-lateral-thinking/</ext-link> (Accessed November 15, 2022).</citation></ref>
<ref id="ref50"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll6">Udemy</collab></person-group> (<year>2022b</year>). Motivation mastery: Discover the secrets of motivation. Available at: <ext-link xlink:href="https://www.udemy.com/course/motivation-mastery-business-personal-development-growth-training/" ext-link-type="uri">https://www.udemy.com/course/motivation-mastery-business-personal-development-growth-training/</ext-link> (Accessed November 15, 2022).</citation></ref>
<ref id="ref51"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll7">Udemy</collab></person-group> (<year>2022c</year>). Think strategically and make your ideas a reality. Available at: <ext-link xlink:href="https://www.udemy.com/course/think-strategically-and-make-your-ideas-a-reality/" ext-link-type="uri">https://www.udemy.com/course/think-strategically-and-make-your-ideas-a-reality/</ext-link> (Accessed November 15, 2022).</citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Umam</surname> <given-names>I.</given-names></name> <name><surname>Sulaikho</surname> <given-names>S.</given-names></name></person-group> (<year>2021</year>). <article-title>Feasibility of android-based iSpring suite learning media in Fiqh subjects</article-title>. <source>Al-Hayat J. Islamic. Educ.</source> <volume>5</volume>, <fpage>122</fpage>&#x2013;<lpage>131</lpage>. doi: <pub-id pub-id-type="doi">10.35723/ajie.v5i1.174</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wahid</surname> <given-names>R.</given-names></name> <name><surname>Ahmi</surname> <given-names>A.</given-names></name> <name><surname>Alam</surname> <given-names>A. F.</given-names></name></person-group> (<year>2020</year>). <article-title>Growth and collaboration in massive open online courses: a bibliometric analysis</article-title>. <source>IRRODL</source> <volume>21</volume>, <fpage>292</fpage>&#x2013;<lpage>322</lpage>. doi: <pub-id pub-id-type="doi">10.19173/irrodl.v21i4.4693</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>B.</given-names></name></person-group> (<year>2021</year>). <article-title>Influence of MOOC learners' discussion forum social interactions on online reviews of MOOC</article-title>. <source>Educ. Inf. Technol.</source> <volume>26</volume>, <fpage>3483</fpage>&#x2013;<lpage>3496</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10639-020-10412-z</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Xue</surname> <given-names>L.</given-names></name> <name><surname>Fu</surname> <given-names>R.</given-names></name> <name><surname>Lin</surname> <given-names>D.</given-names></name> <name><surname>Kuok</surname> <given-names>K.</given-names></name> <name><surname>Huang</surname> <given-names>C.</given-names></name> <name><surname>Su</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2021</year>). &#x201C;<article-title>Exploring the innovative blockchain-based application of online learning system in university</article-title>&#x201D; in <source>International conference on web-based learning</source>. eds. <person-group person-group-type="editor"><name><surname>Zhou</surname> <given-names>W.</given-names></name> <name><surname>Mu</surname> <given-names>Y.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>90</fpage>&#x2013;<lpage>101</lpage>.</citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>M.</given-names></name> <name><surname>Shao</surname> <given-names>Z.</given-names></name> <name><surname>Liu</surname> <given-names>Q.</given-names></name> <name><surname>Liu</surname> <given-names>C.</given-names></name></person-group> (<year>2017</year>). <article-title>Understanding the quality factors that influence the continuance intention of students toward participation in MOOCs</article-title>. <source>Educ. Technol. Res. Dev.</source> <volume>65</volume>, <fpage>1195</fpage>&#x2013;<lpage>1214</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11423-017-9513-6</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yu</surname> <given-names>H.</given-names></name> <name><surname>Miao</surname> <given-names>C.</given-names></name> <name><surname>Leung</surname> <given-names>C.</given-names></name> <name><surname>White</surname> <given-names>T. J.</given-names></name></person-group> (<year>2017</year>). <article-title>Towards AI-powered personalization in MOOC learning</article-title>. <source>NPJ Sci. Learn.</source> <volume>2</volume>:<fpage>15</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41539-017-0016-3</pub-id>, PMID: <pub-id pub-id-type="pmid">30631461</pub-id></citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>M.</given-names></name> <name><surname>Sari</surname> <given-names>A.</given-names></name> <name><surname>Lee</surname> <given-names>M. M.</given-names></name></person-group> (<year>2018</year>). <article-title>A systematic review of research methods and topics of the empirical MOOC literature (2014&#x2013;2016)</article-title>. <source>Internet High. Educ.</source> <volume>37</volume>, <fpage>31</fpage>&#x2013;<lpage>39</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.iheduc.2018.01.002</pub-id></citation></ref>
</ref-list>
</back>
</article>