Wonders

Key research papers on online learning and e-learning

Distance education theory, e-learning success factors and the pandemic-era studies of emergency remote teaching, with reviews and search strings.

Data from OpenAlex, retrieved September 21, 2026

In short

Publication on online learning peaked in 2021, at 11,262 titles, and the most-cited papers come from the COVID-19 period. Read those with one distinction in mind, the one Adedoyin and Soykan (2023) state plainly: online learning is not the same thing as emergency remote teaching. Planned online learning has its own theory, going back to Garrison, Anderson and Archer's community of inquiry work (2001) and the meta-analysis of distance versus classroom instruction by Bernard et al. (2004).

How the literature is organised

There are three layers. The oldest is distance education, a field with its own theory and journals. Garrison, Anderson and Archer (2001) belongs here: they operationalise cognitive presence through a practical inquiry model and argue it can be created in a computer-conference environment given appropriate teaching and social presence. So does Anderson (2008), The Theory and Practice of Online Learning, an open textbook from Athabasca University released under a Creative Commons licence and therefore free to read. Bernard et al. (2004) meta-analysed 232 comparative studies with 688 outcomes and found effect sizes essentially zero on achievement, attitude and retention, with wide variation: synchronous distance education tended to favour the classroom, asynchronous distance education tended to favour distance.

The second layer is e-learning in the 2000s. Sun et al. (2008) modelled the critical factors behind learner satisfaction. Ruiz, Mintzer and Leipzig (2006) concluded that in diverse medical education contexts e-learning appears at least as effective as instructor-led methods such as lectures, and that students saw it as a complement rather than a replacement.

The third layer is the pandemic. Dhawan (2020), a SWOC analysis of e-learning written from India in the first months of the crisis, is the most-cited work on this page, and much of the recent list consists of surveys of students' experiences in 2020 and 2021.

Main debates

The key conceptual argument is whether pandemic teaching tells us anything about online learning at all. Adedoyin and Soykan (2023) describe what happened as crisis-response migration and state that online learning is different from emergency remote teaching; Bozkurt and Sharma (2020) is the editorial that put the second term into wide circulation. If you cite pandemic-era satisfaction surveys as evidence about online learning in general, expect a reviewer to raise this.

A second debate concerns access, and the listed studies from lower- and middle-income settings are specific about it. Adnan (2020) reports that a large majority of Pakistani students surveyed could not get online for technical and monetary reasons. Muthuprasad et al. (2021) found Indian agricultural students mostly using smartphones, with rural broadband the limiting factor, and practical courses ill-suited to a fully online mode. Barrot et al. (2021) found that the greatest challenge for Philippine college students was their learning environment at home, and the least was their own technological literacy. Salas-Pilco, Yang and Zhang (2022), reviewing Latin American higher education, put improving internet connectivity among their five implications for policy.

Where recent work is heading

Attention has moved to what makes online study work for the individual. Chiu (2022) applied self-determination theory to 1,201 Grade 8 and 9 students and found all three psychological needs predicting engagement, with support for relatedness particularly important. Seo et al. (2021) interviewed 12 students and 11 instructors about AI in online courses and found the same systems seen as enabling personalised interaction at scale and as risking social boundaries, with concerns about responsibility, agency and surveillance.

Recent reviews cover adaptive learning using AI (Gligorea et al., 2023, across 63 articles), automatic feedback (Cavalcanti et al., 2021, who report that 65% of studies found automatic feedback improved student performance but found no evidence it eased instructors' workload) and gamified e-learning (Saleem, Noori and Ozdamli, 2022; Khaldi, Bouzidi and Nader, 2023, who note that only 9 of 39 primary studies were underpinned by motivational theory). Müller and Mildenberger (2021) meta-analysed 21 effect sizes and found that replacing 30% to 79% of classroom time with online learning produced equivalent learning outcomes. García-Morales, Garrido-Moreno and Martín-Rojas (2021) discuss the longer-term transformation of higher education after the disruption.

Most-cited foundational papers

Published before 2021 and ranked by how often later work cites them. Read the abstract of each and the full text of the three or four closest to your question. Citation count measures attention, not quality, so treat this as a map of what the field has argued about rather than a ranking of what is true.

  1. 1
    Online Learning: A Panacea in the Time of COVID-19 Crisis

    Shivangi Dhawan (2020). Journal of Educational Technology Systems.

    Cited by 5,112Open accessdoi:10.1177/0047239520934018

  2. 2
    Critical thinking, cognitive presence, and computer conferencing in distance education

    D. Randy Garrison, Terry Anderson, Walter Archer (2001). American Journal of Distance Education.

    Cited by 3,042doi:10.1080/08923640109527071

  3. 3
    What drives a successful e-Learning? An empirical investigation of the critical factors influencing learner satisfaction

    Pei-Chen Sun and 4 others (2008). Computers & Education.

    Cited by 2,736doi:10.1016/j.compedu.2006.11.007

  4. 4
    The Impact of E-Learning in Medical Education

    Jorge G. Ruiz, Michael J. Mintzer, Rosanne M. Leipzig (2006). Academic Medicine.

    Cited by 2,259doi:10.1097/00001888-200603000-00002

  5. 5
    e-Learning, online learning, and distance learning environments: Are they the same?

    Joi L. Moore, Camille Dickson-Deane, Krista Galyen (2011). The Internet and Higher Education.

    Cited by 2,056doi:10.1016/j.iheduc.2010.10.001

  6. 6
    Online learning amid the COVID-19 pandemic: Students perspectives

    Muhammad Adnan (2020). Journal of Pedagogical Sociology and Psychology.

    Cited by 1,935Open accessdoi:10.33902/jpsp.2020261309

  7. 7
    The Theory and Practice of Online Learning

    Terry Anderson (Ed.) (2008).

    Cited by 1,857Open accessdoi:10.15215/aupress/9781897425084.01

  8. 8
    How Does Distance Education Compare With Classroom Instruction? A Meta-Analysis of the Empirical Literature

    Robert M. Bernard and 8 others (2004). Review of Educational Research.

    Cited by 1,781doi:10.3102/00346543074003379

  9. 9
    Emergency remote teaching in a time of global crisis due to CoronaVirus pandemic

    Aras Bozkurt, Ramesh C. Sharma (2020).

    Cited by 1,671Open accessdoi:10.5281/zenodo.3778083

  10. 10
    Transition to Online Education in Schools during a SARS-CoV-2 Coronavirus (COVID-19) Pandemic in Georgia

    Giorgi Basilaia, David Kvavadze (2020). Pedagogical Research.

    Cited by 1,607Open accessdoi:10.29333/pr/7937

Most-cited papers since 2021

Primary studies and conceptual papers from 2021 onwards. A paper published in 2024 has had a few years to accumulate citations where the works in the section above have had decades, so compare these counts with each other rather than with the ones above.

  1. 1
    Covid-19 pandemic and online learning: the challenges and opportunities

    Olasile Babatunde Adedoyin, Emrah Soykan (2023). Interactive Learning Environments.

    Cited by 2,751Open accessdoi:10.1080/10494820.2020.1813180

  2. 2
    Students’ perception and preference for online education in India during COVID -19 pandemic

    T. Muthuprasad and 3 others (2021). Social Sciences & Humanities Open.

    Cited by 1,060Open accessdoi:10.1016/j.ssaho.2020.100101

  3. 3
    Applying the self-determination theory (SDT) to explain student engagement in online learning during the COVID-19 pandemic

    Thomas K. F. Chiu (2022). Journal of Research on Technology in Education.

    Cited by 827Open accessdoi:10.1080/15391523.2021.1891998

  4. 4
    The impact of artificial intelligence on learner–instructor interaction in online learning

    Kyoungwon Seo and 4 others (2021). International Journal of Educational Technology in Higher Education.

    Cited by 772Open accessdoi:10.1186/s41239-021-00292-9

  5. 5
    The COVID-19 pandemic and E-learning: challenges and opportunities from the perspective of students and instructors

    Abdelsalam M. Maatuk and 4 others (2022). Journal of Computing in Higher Education.

    Cited by 762Open accessdoi:10.1007/s12528-021-09274-2

  6. 6
    Students’ online learning challenges during the pandemic and how they cope with them: The case of the Philippines

    Jessie S. Barrot, Ian I. Llenares, Leo S. del Rosario (2021). Education and Information Technologies.

    Cited by 758Open accessdoi:10.1007/s10639-021-10589-x

  7. 7
    The Transformation of Higher Education After the COVID Disruption: Emerging Challenges in an Online Learning Scenario

    Víctor J. García-Morales, Aurora Garrido-Moreno, Rodrigo Martín-Rojas (2021). Frontiers in Psychology.

    Cited by 750Open accessdoi:10.3389/fpsyg.2021.616059

  8. 8
    Emergency remote teaching and students’ academic performance in higher education during the COVID-19 pandemic: A case study

    Santiago Iglesias-Pradas and 3 others (2021). Computers in Human Behavior.

    Cited by 688Open accessdoi:10.1016/j.chb.2021.106713

Recent reviews and meta-analyses

The fastest way into a literature. A good review gives you the structure of the field, a reference list to mine and, in its limitations section, the gaps other researchers have already spotted.

  1. 1
    Adaptive Learning Using Artificial Intelligence in e-Learning: A Literature Review

    Ilie Gligorea and 5 others (2023). Education Sciences.

    Cited by 926Open accessdoi:10.3390/educsci13121216

  2. 2
    Facilitating flexible learning by replacing classroom time with an online learning environment: A systematic review of blended learning in higher education

    Claude Müller, Thoralf Mildenberger (2021). Educational Research Review.

    Cited by 523Open accessdoi:10.1016/j.edurev.2021.100394

  3. 3
    Gamification Applications in E-learning: A Literature Review

    Awaz Naaman Saleem, Narmin Mohammed Noori, Fezile Ozdamli (2022). Technology, Knowledge and Learning.

    Cited by 477doi:10.1007/s10758-020-09487-x

  4. 4
    Automatic feedback in online learning environments: A systematic literature review

    Anderson Pinheiro Cavalcanti and 6 others (2021). Computers and Education: Artificial Intelligence.

    Cited by 431Open accessdoi:10.1016/j.caeai.2021.100027

  5. 5
    Student engagement in online learning in Latin American higher education during the COVID‐19 pandemic: A systematic review

    Sdenka Zobeida Salas‐Pilco, Yuqin Yang, Zhe Zhang (2022). British Journal of Educational Technology.

    Cited by 404Open accessdoi:10.1111/bjet.13190

  6. 6
    Gamification of e-learning in higher education: a systematic literature review

    Amina Khaldi, Rokia Bouzidi, Fahima Nader (2023). Smart Learning Environments.

    Cited by 395Open accessdoi:10.1186/s40561-023-00227-z

How big the literature is, and where it is published

OpenAlex indexes 135,867 works whose title matches this topic. The chart shows how many were published each year from 2000 to 2025; the current year is left out because it is incomplete.

2000: 744 works74420002001: 1,165 works2002: 1,889 works2003: 2,371 works2004: 2,932 works2005: 3,407 works2006: 3,429 works2007: 3,786 works2008: 4,066 works2009: 4,300 works2010: 4,811 works2011: 5,219 works2012: 5,005 works2013: 4,651 works2014: 4,787 works2015: 4,730 works2016: 4,560 works2017: 4,519 works2018: 4,716 works2019: 4,925 works2020: 8,387 works2021: 11,262 works11,26220212022: 10,176 works2023: 8,671 works2024: 6,794 works2025: 6,057 works6,0572025
Show the numbers as a table
YearWorks
2000744
20011,165
20021,889
20032,371
20042,932
20053,407
20063,429
20073,786
20084,066
20094,300
20104,811
20115,219
20125,005
20134,651
20144,787
20154,730
20164,560
20174,519
20184,716
20194,925
20208,387
202111,262
202210,176
20238,671
20246,794
20256,057

Journals behind the most-cited work

Counted across the 329 most-cited works on the topic, not across everything published. Browsing recent issues of the first two or three is a reliable way to find current work that has not yet been cited much.

Sub-topics to narrow into

A thesis-sized question usually sits inside one of these, combined with a population or a setting.

How to cite these papers

Every paper above has a DOI, a part of the reference that is easy to leave out. Here is one of them, “Online Learning: A Panacea in the Time of COVID-19 Crisis” (2020), in the two styles students ask about most:

APA 7th edition

Dhawan, S. (2020). Online learning: A panacea in the time of COVID-19 crisis. Journal of Educational Technology Systems, 49(1), 5–22. https://doi.org/10.1177/0047239520934018

MLA 9th edition

Dhawan, Shivangi. “Online Learning: A Panacea in the Time of COVID-19 Crisis.” Journal of Educational Technology Systems, vol. 49, no. 1, 2020, pp. 5–22, https://doi.org/10.1177/0047239520934018.

Check the details against the article itself before you submit: databases, including the one behind this page, sometimes carry the online-first year rather than the volume year. Full rules and more examples are in our guides to APA, MLA, Chicago, Harvard, Vancouver and ABNT, with the rest in the citation guides. You can also format a reference from its DOI with our free citation tools.

Frequently asked questions

Are e-learning, online learning and distance learning the same thing?

Not reliably. Moore, Dickson-Deane and Galyen (2011) asked exactly this question in their title — "e-Learning, online learning, and distance learning environments: Are they the same?" — and it is still the paper to cite when you define your terms. Say which term you are using and why, and search for all three, because different literatures use different words for overlapping things.

Why does my database search for online learning return computer science papers?

In machine learning, online learning means an algorithm that updates as data arrive. Exclude terms such as algorithm, regret and neural network, or limit the search to education subject categories. The first search string above does this.

Why is a 2020 pandemic paper listed under papers since 2021?

Adedoyin and Soykan's article appeared online in 2020 but was assigned to a 2023 journal volume. This page uses the publisher's volume year, which is also the year a reference list should show.

How this page was made

The lists come from OpenAlex, an open index of scholarly works whose data are published under a CC0 licence, queried on September 21, 2026 for works whose title matches (("online learning" OR "e-learning" OR "distance education" OR "online education" OR "emergency remote teaching") NOT (algorithm OR algorithms OR kernel OR regret OR convex OR stochastic OR neural)). Only works with a DOI are listed. Each one was checked against the publisher’s own record at Crossref or DataCite (title, year, first author, journal, volume and pages), and in three cases, where the publisher deposited no byline, against PubMed; anything OpenAlex or Crossref flags as retracted was left out, and an editor took out results that matched the words but not the subject. Citation counts are OpenAlex’s on that date and are usually lower than Google Scholar’s, which counts more kinds of document. Ranking by citations tells you what a field has relied on, not what is correct; several heavily cited papers on any topic are cited because later work disputes them. Books without a DOI are missing, which matters in fields where the founding text is a book.

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