Peer Learning Effects on Students Outcomes: A Second Order Meta Analyses
Yıl 2025,
Cilt: 14 Sayı: 1, 347 - 357, 15.01.2025
Metin Kaya
,
A. Taylan Aydın
,
İlker Altunbaşak
Öz
The purpose of this study is to examine the impact of peer learning (PL) on student outcomes. To this end, 11 first-order meta-analysis (FOM) studies were reviewed. FOMs were accessed from the Web of Science, Scopus, Medline, Eric, Academic Search Ultimate, PsycNet, and Google Academic databases. The searches cover the years between 2000 and 2024. FOM (Factoring-Out Misconceptions) research encompasses both K-12 and higher education levels. While k=5 studies reported Cohen’s d effect size indexes (d), k=11 studies reported Hedge’s g effect size indexes (g).İn this analyses totals sixteen effect size (k=16) values obtained from FOM studies have been statistically analyzed. The research method used was second-order meta-analysis. Statistical analyses were conducted under the random model. Publication bias of effect sizes was examined. The study concluded that the impact of PL on student outcomes is weak (ES= .40 [CI= .33-0.47], p < .01). It was found that the effect sizes between PL and student outcomes have low levels of publication bias. It has been observed that PL has a higher impact on academic achievement compared to affective, professional skills, and social skills. It was also found that the effect sizes vary according to the languages of primary studies and the publication bias status of FOM studies. The group of FOMs exhibiting publication bias has a high-level effect size (while other groups have produced low-level effect sizes.
Etik Beyan
In the writing process of the study titled “Peer Learning Effects on Students Outcomes: A Second Order Meta Analyses”, there were followed the scientific, ethical and the citation rules; was not made any falsification on the collected data and this study was not sent to any other academic media for evaluation.
Kaynakça
- Alegre Ansuátegui, F. J., Moliner Miravet, L., Lorenzo-Valentin, G., &
Maroto, A. (2018). Peer tutoring and academic achievement in
mathematics: A meta-analysis. EURASIA Journal of Mathematics,
Science and Technology Education, 14(1), 337-354. doi:
10.12973/ejmste/79805
- Alegre Ansuátegui, F. J., Moliner Miravet, L., Maroto, A., & Lorenzo-
Valentin, G. (2019). Peer tutoring in mathematics in primary education:
A systematic review. Educational Review, 71(6), 767-791. doi:
10.1080/00131911.2018.1474176
- Balta, N., Michinov, N., Balyimez, S., & Ayaz, M. F. (2017). A meta-analysis
of the effect of Peer Instruction on learning gain: Identification of
informational and cultural moderators. International Journal of
Educational Research, 86, 66-77. doi: 10.1016/j.ijer.2017.08.009
- Bandura, A. (1986). Human Agency in Social Cognitive Theory (Paper
Presedent at the xxıv International Congress of Psychology) Sydney,
Australia, 1986.
- Bapuji, R., Eagles, D., Ferreira, N., Hecht, N., Zhang, Y., Woo, M. Y., ...
Pageau, P. (2024). Comparison of peer-assisted learning with expert-
led learning in medical school ultrasound education: a systematic
review and meta-analysis. Canadian Journal of Emergency Medicine,
26(3), 188-197. doi: 10.1007/s43678-024-00663-x
- Bengesai, A. V., Amusa, L. B., & Dhunpath, R. (2023). A meta-analysis on
the effect of formal peer learning approaches on course performance
in higher education. Cogent Education, 10(1), 2203990. doi:
10.1080/2331186X.2023.2203990
- Borenstein, M., Hedges, L. V., Higgins, J. P., & Rothstein, H. R. (2021).
Introduction to meta-analysis. West Sussex: John Wiley & Sons.
- Boud, D. (2014). Introduction: making the move to peer learning. In D.
Boud, & R. Cohen, (Eds.). Peer learning in higher education: Learning
from and with each other (pp.1-17). London: Routledge.
- Brierley, C., Ellis, L., & Reid, E. R. (2022). Peer‐assisted learning in medical
education: a systematic review and meta‐analysis. Medical Education,
56(4), 365-373. doi: 10.1111/medu.14672
- Cohen, L. G. (1992). Children with exceptional needs in regular classrooms. District of Columbia: National Education Association.
- Choi, J. A., Kim, O., Park, S., Lim, H., & Kim, J.-H. (2021). The effectiveness
of peer learning in undergraduate nursing students: A meta-analysis.
Clinical Simulation in Nursing, 50(C), 92-101. doi:
10.1016/j.ecns.2020.09.002.
- Cooper, H., & Koenka, A. C. (2012). The overview of reviews: Unique
challenges and opportunities when research syntheses are the
principal elements of new integrative scholarship. American
Psychologist, 67(6), 446-462. doi: 10.1037/a0027119
- Crouch, C.H. & Mazur, E. (2001). Peer instruction: Ten years of
experience and results. American Journal of Physics, 69(9), 970-977.
https://doi.org/10.1119/1.1374249
- Egger, M., & Smith, G. D. (1998). Bias in location and selection of studies.
BMJ, 316(7124), 61-66. doi: 10.1136/bmj.316.7124.61
- Falchikov, N. (2003). Learning together: Peer tutoring in higher
education. London: Routledge.
- Ginsburg-Block, M. D., Rohrbeck, C. A., & Fantuzzo, J. W. (2006). A meta-
analytic review of social, self-concept, and behavioral outcomes of
peer-assisted learning. Journal of Educational Psychology, 98(4), 732-
749. doi: 10.1037/0022-0663.98.4.732
- Guraya, S. Y., & Abdalla, M. E. (2020). Determining the effectiveness of
peer-assisted learning in medical education: A systematic review and
meta-analysis. Journal of Taibah University Medical Sciences, 15(3),
177-184. doi: 10.1016/j.jtumed.2020.05.002
- Hedin, R. J., Umberham, B. A., Detweiler, B. N., Kollmorgen, L., & Vassar, M.
(2016). Publication bias and nonreporting found in majority of
systematic reviews and meta-analyses in anesthesiology journals.
Anesthesia & Analgesia, 123(4), 1018-1025. doi:
10.1213/ANE.0000000000001452
- Higgins, J. P. T., & Green, S. (2011). Cochrane handbook for systematic
reviews of interventions. Hoboken, NJ: Wiley-Blackwell.
- Hogan, D. M., & Tudge, J. R. (2014). Implications of Vygotsky's theory for
peer learning. In A. M. O'Donnell, & A. King, (Eds.) Cognitive perspectives
on peer learning (pp. 39-65). London: Routledge.
- Jin, Z. C., Zhou, X. H., & He, J. (2015). Statistical methods for dealing with
publication bias in meta‐analysis. Statistics in Medicine, 34(2), 343-360.
doi: 10.1002/sim.6342
- Keerthirathne, W. K. D. (2020). Peer learning: an overview. International
Journal of Scientific Engineering and Science, 4(11), 1-6. ISSN (Online):
2456-7361.
- Kung, J., Chiappelli, F., Cajulis, O. O., Avezova, R., Kossan, G., Chew, L., &
Maida, C. A. (2010). From systematic reviews to clinical
recommendations for evidence-based health care: validation of
revised assessment of multiple systematic reviews (R-AMSTAR) for
grading of clinical relevance. The Open Dentistry Journal, 4, 84-91.
- Leung, K. C. (2019). An updated meta-analysis on the effect of peer
tutoring on tutors’ achievement. School Psychology International,
40(2), 200-214. doi: 10.2174/1874210601004020084
- Lin, L. (2020). Hybrid test for publication bias in meta-analysis.
Statistical Methods in Medical Research, 29(10), 2881-2899. doi:
10.1177/0962280220910172
- Loda, T., Erschens, R., Loenneker, H., Keifenheim, K. E., Nikendei, C.,
Junne, F., … Herrmann-Werner, A. (2019). Cognitive and social
congruence in peer-assisted learning – A scoping review. PLoS ONE,
14(9), e0222224. doi: 10.1371/journal.pone.0222224
- Marfo, P., & Okyere, G. A. (2019). The accuracy of effect-size estimates
under normals and contaminated normals in meta-analysis. Heliyon,
5(6), e01838. doi: 10.1016/j.heliyon.2019.e01838.
- Noroozi, O., & De Wever, B. (2023). The power of peer learning: fostering
students' learning processes and outcomes. Amsterdam: Springer
Nature.
- Oh, I. S. (2020). Beyond meta-analysis: Secondary uses of meta-
analytic data. Annual Review of Organizational Psychology and
Organizational Behavior, 7, 125-153. doi: 10.1146/annurev-orgpsych-
012119-045006
- Öz, E. (2023). Effects of peer instruction on academic achievement: a
meta-analysis. Pedagogies: An International Journal, 1-18. doi:
10.1080/1554480X.2023.2246447
- Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C.,
Mulrow, C. D., … Moher, D. (2021). The PRISMA 2020 statement: an
updated guideline for reporting systematic reviews. BMJ, 372, n71. doi:
10.1136/bmj.n71
- Pai, H. H., Sears, D. A., & Maeda, Y. (2015). Effects of small-group learning
on transfer: A meta-analysis. Educational Psychology Review, 27(1), 79-
102. doi: 10.1007/s10648-014-9260-8
- Rees, E. L., Quinn, P. J., Davies, B., & Fotheringham, V. (2016). How does
peer teaching compare to faculty teaching? A systematic review and
meta-analysis. Medical Teacher, 38(8), 829-837. doi:
10.3109/0142159X.2015.1112888
- Rohrbeck, C. A., Ginsburg-Block, M. D., Fantuzzo, J. W., & Miller, T. R.
(2003). Peer-assisted learning interventions with elementary school
students: A meta-analytic review. Journal of educational Psychology,
95(2), 240.
- Tai, J., Molloy, E., Haines, T., & Canny, B. (2016). Same‐level peer‐assisted
learning in medical clinical placements: a narrative systematic review.
Medical Education, 50(4), 469-484. doi: 10.1111/medu.12898
- Topping, K., Buchs, C., Duran, D., & Van Keer, H. (2017). Effective peer
learning: From principles to practical implementation. London:
Routledge.
- Wessel, A. (2015). Peer learning strategies in the classroom. Journal on
Best Teaching Practices, 2(1), 14-16.
- Winstone, N. E., Nash, R. A., Rowntree, J. & Parker, M. (2017). ‘It'd be
useful, but I wouldn't use it’: barriers to university students’ feedback
seeking and recipience. Studies in Higher Education, 42(11), 2026-2041.
https://doi.org/10.1080/03075079.2015.1130032
- Vygotsky, L.S. (1978). Mind in society: Development of higher
psychological processes. Cambridge: Harvard University Press.
https://doi.org/10.2307/j.ctvjf9vz4
- Zeneli, M., Thurston, A., & Roseth, C. (2016). The influence of
experimental design on the magnitude of the effect size-peer tutoring
for elementary, middle and high school settings: A meta-analysis.
International Journal of Educational Research, 76, 211-223. doi:
10.1016/j.ijer.2015.11.010
- Zha, S., Estes, M. D., & Xu, L. (2019). A meta-analysis on the effect of
duration, task, and training in peer-led learning. Journal of Peer
Learning, 12(2), 5-28. https://ro.uow.edu.au/ajpl/vol12/iss1/2
- Zhang, H., Liao, A. W. X., Goh, S. H., Wu, X. V., & Yoong, S. Q. (2022).
Effectiveness of peer teaching in health professions education: A
systematic review and meta-analysis. Nurse Education Today, 118,
105499. doi: 10.1016/j.nedt.2022.105499
- Zhang, Y., & Maconochie, M. (2022). A meta-analysis of peer-assisted
learning on examination performance in clinical knowledge and skills
education. BMC Medical Education, 22(1), 147. doi: 10.1186/s12909-022-
03183-3
Akran Öğreniminin Öğrenci Çıktıları Üzerindeki Etkileri: İkinci Dereceden Bir Meta Analiz
Yıl 2025,
Cilt: 14 Sayı: 1, 347 - 357, 15.01.2025
Metin Kaya
,
A. Taylan Aydın
,
İlker Altunbaşak
Öz
Bu çalışmanın amacı “peer learning”in (PL) öğrenci çıktılarına etkisini incelemektir. Bu doğrultuda 11 first order meta analiz (FOM) araştırması incelenmiştir. FOM’lara Web of Science, Scopus, Medline, Eric, Akademik Search Ultimate, PsycNet and Google Academic veri tabanlarından erişilmiştir. Aramalar 2000-2024 yılları arasını kapsamaktadır. FOM araştırmaları K12 ve yükseköğretim kademesini kapsamaktadır. FOM araştırmalarının beş çalışma Cohen's d etkisini (k=5), on bir çalışma ise Hedge's g etkisini (k=11) raporladı.FOM araştırmalarından elde edilen 16 etki büyüklüğü istatistiksek olarak analiz edilmiştir.Araştırma yöntemi olarak second order meta analiz yöntemi kullanılmıştır. İstatistiksel analizler random model altında yapılmıştır. Etki büyüklüklerinin yayın yanlılığı incelemiştir. Çalışma sonucunda PL’nin öğrenci çıktılarına etkisinin zayıf düzeyde olduğu sonucuna varılmıştır (ES=.40 [CI=.33-.47] p<.01). Akranla öğretimin, akademik başarı üzerindeki etkisinin, duyuşsal, mesleki beceri ve sosyal becerilere göre daha yüksek olduğu gözlenmiştir. PL ve öğrenci çıktıları arasındaki etki büyüklüklerinin düşük düzeyde yayın yanlılığı taşıdığı saptanmıştır. Etki büyüklüklerinin temel araştırmalarının dillerine göre ve FOM araştırmaların yayın yanlılığı statüsüne göre farklılaştığı bulgulanmıştır. Yayın yanlılığı gösteren FOM grubu, yüksek düzeyde etki büyüklüğüne sahip olduğu gözlenmiştir. (diğer gruplar düşük düzeyde etki büyüklükleri üretirken)
Etik Beyan
In the writing process of the study titled “Peer Learning Effects on Students Outcomes: A Second Order Meta Analyses”, there were followed the scientific, ethical and the citation rules; was not made any falsification on the collected data and this study was not sent to any other academic media for evaluation.
Kaynakça
- Alegre Ansuátegui, F. J., Moliner Miravet, L., Lorenzo-Valentin, G., &
Maroto, A. (2018). Peer tutoring and academic achievement in
mathematics: A meta-analysis. EURASIA Journal of Mathematics,
Science and Technology Education, 14(1), 337-354. doi:
10.12973/ejmste/79805
- Alegre Ansuátegui, F. J., Moliner Miravet, L., Maroto, A., & Lorenzo-
Valentin, G. (2019). Peer tutoring in mathematics in primary education:
A systematic review. Educational Review, 71(6), 767-791. doi:
10.1080/00131911.2018.1474176
- Balta, N., Michinov, N., Balyimez, S., & Ayaz, M. F. (2017). A meta-analysis
of the effect of Peer Instruction on learning gain: Identification of
informational and cultural moderators. International Journal of
Educational Research, 86, 66-77. doi: 10.1016/j.ijer.2017.08.009
- Bandura, A. (1986). Human Agency in Social Cognitive Theory (Paper
Presedent at the xxıv International Congress of Psychology) Sydney,
Australia, 1986.
- Bapuji, R., Eagles, D., Ferreira, N., Hecht, N., Zhang, Y., Woo, M. Y., ...
Pageau, P. (2024). Comparison of peer-assisted learning with expert-
led learning in medical school ultrasound education: a systematic
review and meta-analysis. Canadian Journal of Emergency Medicine,
26(3), 188-197. doi: 10.1007/s43678-024-00663-x
- Bengesai, A. V., Amusa, L. B., & Dhunpath, R. (2023). A meta-analysis on
the effect of formal peer learning approaches on course performance
in higher education. Cogent Education, 10(1), 2203990. doi:
10.1080/2331186X.2023.2203990
- Borenstein, M., Hedges, L. V., Higgins, J. P., & Rothstein, H. R. (2021).
Introduction to meta-analysis. West Sussex: John Wiley & Sons.
- Boud, D. (2014). Introduction: making the move to peer learning. In D.
Boud, & R. Cohen, (Eds.). Peer learning in higher education: Learning
from and with each other (pp.1-17). London: Routledge.
- Brierley, C., Ellis, L., & Reid, E. R. (2022). Peer‐assisted learning in medical
education: a systematic review and meta‐analysis. Medical Education,
56(4), 365-373. doi: 10.1111/medu.14672
- Cohen, L. G. (1992). Children with exceptional needs in regular classrooms. District of Columbia: National Education Association.
- Choi, J. A., Kim, O., Park, S., Lim, H., & Kim, J.-H. (2021). The effectiveness
of peer learning in undergraduate nursing students: A meta-analysis.
Clinical Simulation in Nursing, 50(C), 92-101. doi:
10.1016/j.ecns.2020.09.002.
- Cooper, H., & Koenka, A. C. (2012). The overview of reviews: Unique
challenges and opportunities when research syntheses are the
principal elements of new integrative scholarship. American
Psychologist, 67(6), 446-462. doi: 10.1037/a0027119
- Crouch, C.H. & Mazur, E. (2001). Peer instruction: Ten years of
experience and results. American Journal of Physics, 69(9), 970-977.
https://doi.org/10.1119/1.1374249
- Egger, M., & Smith, G. D. (1998). Bias in location and selection of studies.
BMJ, 316(7124), 61-66. doi: 10.1136/bmj.316.7124.61
- Falchikov, N. (2003). Learning together: Peer tutoring in higher
education. London: Routledge.
- Ginsburg-Block, M. D., Rohrbeck, C. A., & Fantuzzo, J. W. (2006). A meta-
analytic review of social, self-concept, and behavioral outcomes of
peer-assisted learning. Journal of Educational Psychology, 98(4), 732-
749. doi: 10.1037/0022-0663.98.4.732
- Guraya, S. Y., & Abdalla, M. E. (2020). Determining the effectiveness of
peer-assisted learning in medical education: A systematic review and
meta-analysis. Journal of Taibah University Medical Sciences, 15(3),
177-184. doi: 10.1016/j.jtumed.2020.05.002
- Hedin, R. J., Umberham, B. A., Detweiler, B. N., Kollmorgen, L., & Vassar, M.
(2016). Publication bias and nonreporting found in majority of
systematic reviews and meta-analyses in anesthesiology journals.
Anesthesia & Analgesia, 123(4), 1018-1025. doi:
10.1213/ANE.0000000000001452
- Higgins, J. P. T., & Green, S. (2011). Cochrane handbook for systematic
reviews of interventions. Hoboken, NJ: Wiley-Blackwell.
- Hogan, D. M., & Tudge, J. R. (2014). Implications of Vygotsky's theory for
peer learning. In A. M. O'Donnell, & A. King, (Eds.) Cognitive perspectives
on peer learning (pp. 39-65). London: Routledge.
- Jin, Z. C., Zhou, X. H., & He, J. (2015). Statistical methods for dealing with
publication bias in meta‐analysis. Statistics in Medicine, 34(2), 343-360.
doi: 10.1002/sim.6342
- Keerthirathne, W. K. D. (2020). Peer learning: an overview. International
Journal of Scientific Engineering and Science, 4(11), 1-6. ISSN (Online):
2456-7361.
- Kung, J., Chiappelli, F., Cajulis, O. O., Avezova, R., Kossan, G., Chew, L., &
Maida, C. A. (2010). From systematic reviews to clinical
recommendations for evidence-based health care: validation of
revised assessment of multiple systematic reviews (R-AMSTAR) for
grading of clinical relevance. The Open Dentistry Journal, 4, 84-91.
- Leung, K. C. (2019). An updated meta-analysis on the effect of peer
tutoring on tutors’ achievement. School Psychology International,
40(2), 200-214. doi: 10.2174/1874210601004020084
- Lin, L. (2020). Hybrid test for publication bias in meta-analysis.
Statistical Methods in Medical Research, 29(10), 2881-2899. doi:
10.1177/0962280220910172
- Loda, T., Erschens, R., Loenneker, H., Keifenheim, K. E., Nikendei, C.,
Junne, F., … Herrmann-Werner, A. (2019). Cognitive and social
congruence in peer-assisted learning – A scoping review. PLoS ONE,
14(9), e0222224. doi: 10.1371/journal.pone.0222224
- Marfo, P., & Okyere, G. A. (2019). The accuracy of effect-size estimates
under normals and contaminated normals in meta-analysis. Heliyon,
5(6), e01838. doi: 10.1016/j.heliyon.2019.e01838.
- Noroozi, O., & De Wever, B. (2023). The power of peer learning: fostering
students' learning processes and outcomes. Amsterdam: Springer
Nature.
- Oh, I. S. (2020). Beyond meta-analysis: Secondary uses of meta-
analytic data. Annual Review of Organizational Psychology and
Organizational Behavior, 7, 125-153. doi: 10.1146/annurev-orgpsych-
012119-045006
- Öz, E. (2023). Effects of peer instruction on academic achievement: a
meta-analysis. Pedagogies: An International Journal, 1-18. doi:
10.1080/1554480X.2023.2246447
- Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C.,
Mulrow, C. D., … Moher, D. (2021). The PRISMA 2020 statement: an
updated guideline for reporting systematic reviews. BMJ, 372, n71. doi:
10.1136/bmj.n71
- Pai, H. H., Sears, D. A., & Maeda, Y. (2015). Effects of small-group learning
on transfer: A meta-analysis. Educational Psychology Review, 27(1), 79-
102. doi: 10.1007/s10648-014-9260-8
- Rees, E. L., Quinn, P. J., Davies, B., & Fotheringham, V. (2016). How does
peer teaching compare to faculty teaching? A systematic review and
meta-analysis. Medical Teacher, 38(8), 829-837. doi:
10.3109/0142159X.2015.1112888
- Rohrbeck, C. A., Ginsburg-Block, M. D., Fantuzzo, J. W., & Miller, T. R.
(2003). Peer-assisted learning interventions with elementary school
students: A meta-analytic review. Journal of educational Psychology,
95(2), 240.
- Tai, J., Molloy, E., Haines, T., & Canny, B. (2016). Same‐level peer‐assisted
learning in medical clinical placements: a narrative systematic review.
Medical Education, 50(4), 469-484. doi: 10.1111/medu.12898
- Topping, K., Buchs, C., Duran, D., & Van Keer, H. (2017). Effective peer
learning: From principles to practical implementation. London:
Routledge.
- Wessel, A. (2015). Peer learning strategies in the classroom. Journal on
Best Teaching Practices, 2(1), 14-16.
- Winstone, N. E., Nash, R. A., Rowntree, J. & Parker, M. (2017). ‘It'd be
useful, but I wouldn't use it’: barriers to university students’ feedback
seeking and recipience. Studies in Higher Education, 42(11), 2026-2041.
https://doi.org/10.1080/03075079.2015.1130032
- Vygotsky, L.S. (1978). Mind in society: Development of higher
psychological processes. Cambridge: Harvard University Press.
https://doi.org/10.2307/j.ctvjf9vz4
- Zeneli, M., Thurston, A., & Roseth, C. (2016). The influence of
experimental design on the magnitude of the effect size-peer tutoring
for elementary, middle and high school settings: A meta-analysis.
International Journal of Educational Research, 76, 211-223. doi:
10.1016/j.ijer.2015.11.010
- Zha, S., Estes, M. D., & Xu, L. (2019). A meta-analysis on the effect of
duration, task, and training in peer-led learning. Journal of Peer
Learning, 12(2), 5-28. https://ro.uow.edu.au/ajpl/vol12/iss1/2
- Zhang, H., Liao, A. W. X., Goh, S. H., Wu, X. V., & Yoong, S. Q. (2022).
Effectiveness of peer teaching in health professions education: A
systematic review and meta-analysis. Nurse Education Today, 118,
105499. doi: 10.1016/j.nedt.2022.105499
- Zhang, Y., & Maconochie, M. (2022). A meta-analysis of peer-assisted
learning on examination performance in clinical knowledge and skills
education. BMC Medical Education, 22(1), 147. doi: 10.1186/s12909-022-
03183-3