Contribution of Microlearning in Basic Education: A Systematic Review
Abstract
:1. Introduction
2. Methods
2.1. Databases and Search Strategy
2.2. Eligibility Criteria
- (i1)
- Original scientific articles or peer-reviewed conference papers.
- (i2)
- Articles published between 2015 and the date of data extraction in 2024.
- (i3)
- Studies whose main text was in English or Portuguese.
- (i4)
- Research was conducted on the basic education population to address microlearning.
- (e1)
- Duplicates (Costa et al., 2024a).
- (e2)
- Studies that are not fully available in the databases searched, and that cannot be accessed even after attempts to contact the authors (Pereira et al., 2023; Terra et al., 2023).
- (e3)
- Studies classified as opinion articles, commentaries, points of view, editorials or similar, dissertations, theses, reviews, preprints, editor’s letters, books, book chapters, or similar productions (Álvarez-Gálvez et al., 2023).
- (e4)
- Research dealing with microlearning in diverse contexts or with specific populations, such as gifted students or those diagnosed with syndromes or disorders.
- (e5)
- Studies that were retracted (Pérez-Neri et al., 2022) up to the date of submission for publication of this systematic review; the verification of retraction was carried out through the Scite tool (https://scite.ai/, accessed on 11 October 2024), and any associated retraction records were verified (Munn et al., 2018).
2.3. Review Process
2.4. Data Extraction
2.5. Data Analysis
2.6. Methodological Quality Assessment Approach
3. Results and Discussion
3.1. Content Analysis Results
3.2. Learning Theories in Microlearning
3.3. STSE and the Social Perspective of Microlearning
3.4. Methodological Quality Assessment
3.5. Limitations of Microlearning in Basic Education
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
COVID-19 | Coronavirus Disease 2019 |
CASP | Critical Appraisal Skills Program |
DICTs | Digital Information and Communication Technologies |
ERIC | Educational Resources Information Center |
IEEE | Institute of Electrical and Electronics Engineers |
IFTM | Instituto Federal do Triângulo Mineiro |
IF Goiano | Instituto Federal Goiano |
LMS | Learning Management System |
MOOCs | Massive Open Online Courses |
MBmLA | Mobile microlearning approach |
MALL | Mobile-Assisted Language Learning |
PRISMA | Preferred Reporting Items for Systematic Reviews and Meta-Analyses |
RQ1 | Research Question 1 |
RQ2 | Research Question 2 |
RQ3 | Research Question 3 |
SBTD | School-Based Teacher Development |
STEM | Science, Technology, Engineering, and Mathematics |
STSE | Science, Technology, Society, and Environment |
SDT | Self-Determination Theory |
SARS-CoV-2 | Severe Acute Respiratory Syndrome Coronavirus 2 |
SDGs | Sustainable Development Goals |
VLE | Virtual Learning Environment |
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Block | Descriptor | String | |
---|---|---|---|
#1 | Intervention | “microlearning” | “microlearning” OR “micro-learning” OR “small-size learning” OR “nano-learning” OR “learning on-the-go” OR “micro media learning” OR “micro-media learning” OR “compact learning” OR “quick learning” OR “snack learning” OR “short-form learning” |
#2 | Population of interest | “basic education” | “high school” OR “high-school” OR “k-12” OR “k12” OR “ktwelve” OR “k-twelve” OR “secondary school” OR “elementary school” OR “middle school” OR “upper school” OR “basic education” |
#3 | Search string | (#1) AND (#2) |
ID | Author/Year | Summary of Objective | Results/Conclusion | Sample |
---|---|---|---|---|
A1 | (Nikou & Economides, 2018) | Mobile microlearning for motivation and performance in science. | Improved motivation and performance. | 108 high school students. |
A2 | (Surahman et al., 2019) | To evaluate the effect of hybrid training with microlearning on teacher performance. | Improved learning outcomes and interest in creating microlearning content. | 31 teachers participating in a conference. |
A3 | (Epp & Phirangee, 2019) | Impact of a mobile tool on the vocabulary of English learners. | Effectiveness depends on the design of the learning activities. | 47 high school students. |
A4 | (Dagiene et al., 2019) | Promoting creativity and computational thinking. | Effectiveness of microlearning for active learning. | 87 elementary school students. |
A5 | (Allela et al., 2020) | Effectiveness of multimodal microlearning in teacher training. | Effective microlearning for teacher training. | 130 teachers. |
A6 | (Birch & Lewis, 2020) | Microlearning and partnerships in distance learning during the pandemic. | Increased teacher confidence and effectiveness. | Almost 200 primary school teachers. |
A7 | (Zarshenas et al., 2020) | Comparing microlearning and gamification in controlling anxiety. | Both approaches are effective in controlling anxiety. | 378 female secondary school students. |
A8 | (Alqarni, 2021) | Impact of microlearning on programming skills and motivation. | Microlearning improves skills and motivation. | 78 secondary school students. |
A9 | (Almalki, 2021) | Microlearning for website design skills and motivation. | Effective design skills and motivation. | 61 secondary school students. |
A10 | (Palti & Kima, 2022) | Promoting self-regulated learning and 21st-century skills. | Microlearning promotes SRL and 21st century skills. | 23 elementary school students taking part in a conference. |
A11 | (Ma et al., 2023) | Impact of knowledge maps on online microlearning. | Improved engagement, knowledge structure, and performance. | 42 teachers. |
A12 | (Gün Sahin & Kırmızıgül, 2023) | Effect of microlearning on conceptual and procedural knowledge in mathematics. | Contribution to conceptual and procedural knowledge development. | 10 6th-grade students participating in a conference. |
A13 | (Herlambang, 2023) | Impact of social media on learning computer networks. | Positive impact on interests and learning outcomes. | 80 vocational high school students. |
A14 | (Kohnke et al., 2024) | Effects of microlearning on professional digital competence. | Increased digital competence and integration of technology in teaching. | 32 undergraduate students. |
Study (Year) | Conflict of Interest Was Reported? | Ethical Approval Was Reported? | Downs and Black Checklist | |||||||||||||
Section A | Section B | Section C | Total (0–10) | Score (%) | ||||||||||||
01 | 02 | 03 | 07 | 10 | 11 | 12 | 16 | 18 | 20 | |||||||
QUANTITATIVE (n = 5) | ||||||||||||||||
A1 | (Nikou & Economides, 2018) | No | No | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 9/10 | 90% | |
A7 | (Zarshenas et al., 2020) | Yes | Yes | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 8/10 | 80% | |
A8 | (Alqarni, 2021) | No | No | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 8/10 | 80% | |
A9 | (Almalki, 2021) | No | No | 1 | 1 | 1 | 1 | 1 | ? | ? | 0 | 1 | 1 | 7/10 | 70% | |
A13 | (Herlambang, 2023) | No | No | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 8/10 | 80% | |
MIXED (n = 5) ** | ||||||||||||||||
A2 | (Surahman et al., 2019) | No | No | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 7/10 | 70% | |
A3 | (Epp & Phirangee, 2019) | Yes | No | 1 | 1 | 1 | 1 | 1 | 1 | ? | 0 | 1 | 1 | 8/10 | 80% | |
A5 | (Allela et al., 2020) | No | No | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | ? | ? | 4/10 | 40% | |
A10 | (Palti & Kima, 2022) | No | Yes | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 7/10 | 70% | |
A11 | (Ma et al., 2023) | Yes | ? | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 9/10 | 90% | |
Study (Year) | Conflict of Interest Was Reported? | Ethical Approval Was Reported? | CASP Checklist | |||||||||||||
Section A | Section B | Section C | Total (0–10) | Score (Stars) | ||||||||||||
01 | 02 | 03 | 04 | 05 | 06 | 07 | 08 | 09 | 10 | |||||||
QUALITATIVE (n = 4) | ||||||||||||||||
A4 | (Dagiene et al., 2019) | No | ? | Yes | Yes | Yes | Yes | Yes | Yes | ? | Yes | Yes | * | 9/10 | ☆ ☆ ☆ | |
A6 | (Birch & Lewis, 2020) | No | No | Yes | Yes | Yes | Yes | Yes | Yes | No | Yes | Yes | * | 9/10 | ☆ ☆ ☆ | |
A12 | (Cunha & Gurgel, 2016) | No | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | * | 10/10 | ☆ ☆ ☆ | |
A14 | (Kohnke et al., 2024) | No | No | Yes | Yes | Yes | Yes | Yes | Yes | No | Yes | Yes | * | 9/10 | ☆ ☆ ☆ | |
MIXED (n = 5) ** | ||||||||||||||||
A2 | (Surahman et al., 2019) | No | No | Yes | Yes | Yes | Yes | Yes | Yes | No | Yes | Yes | * | 9/10 | ☆ ☆ ☆ | |
A3 | (Epp & Phirangee, 2019) | Yes | No | Yes | Yes | Yes | Yes | Yes | Yes | No | Yes | Yes | * | 9/10 | ☆ ☆ ☆ | |
A5 | (Allela et al., 2020) | No | No | Yes | Yes | Yes | Yes | Yes | Yes | No | Yes | Yes | * | 9/10 | ☆ ☆ ☆ | |
A10 | (Palti & Kima, 2022) | No | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | * | 10/10 | ☆ ☆ ☆ | |
A11 | (Ma et al., 2023) | Yes | ? | Yes | Yes | Yes | Yes | Yes | Yes | ? | Yes | Yes | * | 9/10 | ☆ ☆ ☆ |
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Silva, E.S.; Costa, W.P.d.; Lima, J.C.d.; Ferreira, J.C. Contribution of Microlearning in Basic Education: A Systematic Review. Educ. Sci. 2025, 15, 302. https://doi.org/10.3390/educsci15030302
Silva ES, Costa WPd, Lima JCd, Ferreira JC. Contribution of Microlearning in Basic Education: A Systematic Review. Education Sciences. 2025; 15(3):302. https://doi.org/10.3390/educsci15030302
Chicago/Turabian StyleSilva, Elaine Santana, Woska Pires da Costa, Junio Cesar de Lima, and Julio Cesar Ferreira. 2025. "Contribution of Microlearning in Basic Education: A Systematic Review" Education Sciences 15, no. 3: 302. https://doi.org/10.3390/educsci15030302
APA StyleSilva, E. S., Costa, W. P. d., Lima, J. C. d., & Ferreira, J. C. (2025). Contribution of Microlearning in Basic Education: A Systematic Review. Education Sciences, 15(3), 302. https://doi.org/10.3390/educsci15030302