Effectiveness of Worksheets in Science Students’ Learning Outcomes: A Meta-Analysis

Authors

DOI:

https://doi.org/10.46328/ijemst.5408

Keywords:

worksheets, learning outcome, science education, meta-analysis

Abstract

Improving students' learning outcomes remains a central goal of science education, as students are expected to engage critically, reason scientifically, and apply knowledge in diverse contexts. Worksheets have long been used in science classrooms to achieve this goal. But despite their widespread use, existing meta-analyses have been limited in scope, often focusing on single disciplines or lacking the influence of moderating variables. This study conducted a meta-analysis, analyzing 38 effect sizes drawn from 33 studies involving 2,465 students. Results revealed a large and statistically significant overall effect (Hedges g = 1.600), confirming that worksheets substantially improve students' learning outcomes in science. Moderator analysis indicated a significant effect based on country, education level, scientific discipline, learning domain, and worksheet variation. The most notable effects were observed in the secondary level, in the field of physics, and in ethnoscience and representation-rich worksheets. This study provides evidence-based insights on the effectiveness of worksheets and the importance of thoughtfully designing them as tools that extend beyond routine practice to support meaningful learning in science education. 

 

References

Studies included in the meta-analysis are marked with an asterisk (*).

*Afrianti, E & Lufri (2022). Development of Student Worksheets (LKPD) based on discovery Learning to improve students’ critical thinking ability on movement system and digestive system materials in Class XI SMA/MA. (2022). International Journal of Multidisciplinary Research and Analysis, 05(06). https://doi.org/10.47191/ijmra/v5-i6-40

*Aiman, U. (2020, October). The Improvement of Science Learning Outcomes of Primary School Students Through the Model of POGIL-Supplemented With the Student Worksheet. In The 5th Progressive and Fun Education International Conference (PFEIC 2020) (pp. 181-188). Atlantis Press. https://doi.org/10.2991/assehr.k.201015.028

*Amila, A., Suyatna, A., & Herlina, K. (2018). Practicality and effectiveness of student’worksheets based on ethno science to improve conceptual understanding in rigid body. International Journal of Advanced Engineering, Management and Science (IJAEMS), 4(5), 400-407. https://dx.doi.org/10.22161/ijaems.4.5.11

Amiruddin, N., Baharuddin, F. R., Takbir, N., & Setialaksana, W. (2023). May student-centered principles affect active learning and its counterpart? An empirical study of Indonesian curriculum implementation. SAGE Open, 13(4). https://doi.org/10.1177/21582440231214375

Anjani, H. R., Syahdi, N., & Dewi, U. P. (2023). Meta-analysis of the effect of using integrated student worksheets innovative natural science learning models to improve high order thinking skills of high school students. Jurnal Penelitian Pendidikan IPA, 9(8), 5806-5815. https://doi.org/10.29303/jppipa.v9i8.2700

Banks, J. A. (Ed.). (2021). Transforming multicultural education policy and practice: Expanding educational opportunity. Teachers College Press.

Bartoňová, M., & Kričfaluši, D. (2021, September). The Methodology for Creating Worksheets for Integrated Science. In Proceedings of the 4th International Baltic Symposium on Science and Technology Education (BalticSTE2021) (pp. 7-15). https://doi.org/10.33225/BalticSTE/2021.07

*Benedicto, S., & Bulay, M. (2024). Effectiveness of Laboratory Worksheet with Problem-Based Learning Approach for Enriching the Least-Learned Competencies in Life Science. Journal of Interdisciplinary Perspectives, 2(12), 268-275. https://doi.org/10.69569/jip.2024.0475

Borenstein, M., Hedges, L. V., Higgins, J. P., & Rothstein, H. R. (2010). A basic introduction to fixed‐effect and random‐effects models for meta‐analysis. Research synthesis methods, 1(2), 97-111. https://doi.org/10.1002/jrsm.12

Borenstein, M. (2022). Comprehensive meta‐analysis software. Systematic reviews in health research: meta‐analysis in context, 535-548. https://doi.org/10.1002/9781119099369.ch27

Burkholder, E., Mohamed-Hinds, N., & Wieman, C. (2021). Evidence-based principles for worksheet design. The Physics Teacher, 59(6), 402-403. https://doi.org/10.1119/5.0020091

*Candra, O. (2024). E-Worksheets with Augmented Reality Technology in Laboratory Learning: Examining Their Effectiveness on Students’ Learning Performance. International Journal of Information and Education Technology, 14(11), 1544-1553. https://doi.org/10.18178/ijiet.2024.14.11.2185

Chotimah, C. (2020, March). A meta-analysis of the effects of using PhET interactive simulations on student’s worksheets toward senior high school students learning result of physics. In Journal of Physics: Conference Series (Vol. 1481, No. 1, p. 012093). IOP Publishing. https://doi.org/10.1088/1742-6596/1481/1/012093

*Chotimah, A. N., Setyawarno, D., & Rosana, D. (2023). Effect of guided inquiry model by PhET Simulations worksheet on science process skills and mastery of concepts. Journal of Science Education Research, 7(2), 100-105.

Chutami, F., & Suhartini, S. (2021). The Effectiveness of Using Student Worksheets in Science Learning on Student Learning Outcomes. Jurnal Penelitian Pendidikan IPA, 7(4), 587-592.

Cohen, J. (1992). Statistical power analysis. Current directions in psychological science, 1(3), 98-101. https://doi.org/10.1111/1467-8721.ep10768783

*Dewi, N. R., Akhlis, I., Aini, F. N., & Taufiq, M. (2018). The Effect of Inquiry-Based Independent Worksheet Using ICT Towards Science Learning to Embody the Student’s Creativity and Characters. International Journal of Engineering & Technology, 7(2), 574-580.

*Ekantini, A., & Wilujeng, I. (2018). The Development of Science Student Worksheet Based on Education for Environmental Sustainable Development to Enhance Scientific Literacy. Universal Journal of Educational Research, 6(6), 1339-1347. https://doi.org/10.13189/ujer.2018.060625

*Febriana, E., Huda, I., & Sarong, M. A. (2020, February). Guided note taking based on students worksheet effect towards students learning outcome. In Journal of Physics: Conference Series (Vol. 1460, No. 1, p. 012073). IOP Publishing. https://doi.org/10.1088/1742-6596/1460/1/012073

*Fenanda, H. E., Herlina, K., & Abdurrahman, A. (2024). Practicality and effectiveness of e-worksheet based on ExPRession learning model activities to train critical thinking skills. Asian Journal of Science Education, 6(1), 118-128. https://doi.org/10.24815/ajse.v6i1.37353

*Fernando, T. J., Darvina, Y., Sari, S. Y., Dwiridal, L., & Rahim, F. R. (2021). The Effect of Hots-Oriented Worksheets with Barcode Assistance in Online Learning on Critical Thinking and Creatives of Students of Class XI SMAN 1 HARAU. Pillar of Physics Education, 14(1), 15.

*Gani, A., Safitri, R., & Mahyana, M. (2017). Improving the Visual-Spatial Intelligence Snd Results of Learning of Juniour High School Students’ with Multiple Intelligences-Based Students Worksheet Learning on Lens Materials. Jurnal Pendidikan IPA Indonesia, 6(1). https://doi.org/10.15294/jpii.v6i1.9594

Gates, P. (2017). The importance of diagrams, graphics and other visual representations in STEM teaching. In STEM education in the junior secondary: The state of play (pp. 169-196). Singapore: Springer Singapore. https://doi.org/10.1007/978-981-10-5448-8_9

Gay, G. (2018). Culturally responsive teaching: Theory, research, and practice. teachers college press.

Haerani, H., Arsyad, M., & Khaeruddin, K. (2023). Development of Experiment-Based Physics worksheets in science in developing students’ science process skills. Jurnal Penelitian Pendidikan IPA, 9(1), 292–298. https://doi.org/10.29303/jppipa.v9i1.2609

Harzing, A.W. (2007) Publish or Perish, available from https://harzing.com/resources/publish-or-perish

*Hasanah, Z., Ritonga, S., Ikhsan, Z., & Suarni, S. (2021). The implementation of problem based learning integrated with STEM-based worksheets to improve learning motivation. Asian Journal of Science Education, 3(2), 102-112. https://doi.org/10.24815/ajse.v3i2.19745

*Hasnunidah, N., Rosidin, U., Maulina, D., & Ismi, R. (2023). Students’ Argumentation Skillstowards Using Biology e-Worksheetbased on Project-Argumentative Learning Model. Eurasian Journal of Educational Research, 103(2), 341-361.10.

*Hatiti, A., Distrik, I. W., & Rosidin, U. (2021). The Effect of HOTS-Oriented Blended Learning Student Worksheets on Students’ Cognitive Learning Outcomes on Work and Energy Materials. Berkala Ilmiah Pendidikan Fisika, 9(3), 381. https://doi.org/10.20527/bipf.v9i3.11176

*Herlina, K., Abdurrahman, A., Umam, A. N., Nurjanah, A., Rabbani, G. F., & Pratiwi, F. A. I. (2025). Expression-Based E-Worksheet (EBEW): An Effort to Enhance Students' Computational Thinking Skills. Journal of Technology and Science Education, 15(1), 50-63. https://doi.org/10.3926/jotse.2210

*Hidayatulloh, W., Herliandry, L. D., & Kuswanto, H. (2021, March). Graphical Representation Skills in Online Learning During COVID-19 Pandemic Through Augmented Reality Assisted Student Worksheets. In 6th International Seminar on Science Education (ISSE 2020) (pp. 453-460). Atlantis Press. https://doi.org/10.2991/assehr.k.210326.065

*Jalmo, T., & Ertikanto, C. (2018). Effectiveness of guided inquiry model student worksheet to improve critical thinking skill on heat material. International Journal of Advanced Engineering, Management and Science (IJAEMS), 4(7), 564-573. https://dx.doi.org/10.22161/ijaems.4.7.10

Jonassen, D.H. Objectivism versus constructivism: Do we need a new philosophical paradigm?. ETR&D 39, 5–14 (1991). https://doi.org/10.1007/BF02296434

Jones, J., Blecker, S., & Shah, N. R. (2008). Meta-Analysis 101: What You Want to Know in the Era of Comparative Effectiveness. American Health & Drug Benefits, 1(3), 38. https://pmc.ncbi.nlm.nih.gov/articles/PMC4115319/

Kokkonen, T., & Schalk, L. (2020). One Instructional Sequence Fits all? A Conceptual Analysis of the Applicability of Concreteness Fading in Mathematics, Physics, Chemistry, and Biology Education. Educational Psychology Review. https://doi.org/10.1007/s10648-020-09581-7

Kirschner, P. A., & Van Merriënboer, J. J. (2013). Do learners really know best? Urban legends in education. Educational psychologist, 48(3), 169-183. https://doi.org/10.1080/00461520.2013.804395

Koretsky, M., Keeler, J., Ivanovitch, J., & Cao, Y. (2018). The role of pedagogical tools in active learning: a case for sense-making. International Journal of STEM Education, 5(1). https://doi.org/10.1186/s40594-018-0116-5

*Layawon, D. M. F. (2024). Integrating Problem –Based Learning Worksheets as Supplemental Materials with Modular instruction: Its Effect on Learner’ s Critical Thinking Skills on Earthquakes in Grade 8 Earth and Space. International Journal of Research and Innovation in Social Science, 8(3s), 2806-2832. https://dx.doi.org/10.47772/IJRISS.2024.803205S

Lee, C. (2014). Worksheet usage, reading achievement, classes’ lack of readiness, and science achievement: A Cross-Country comparison. International Journal of Education in Mathematics Science and Technology, 2(2). https://doi.org/10.18404/ijemst.38331

Lufri, L., Laili, F., & Anhar, A. (2021). Effect Scientific Approach with Assistance of Student Worksheets based PBL towards Students’ Biology Affective Competence in Bacterial Learning Material. Journal of Physics Conference Series, 1940(1), 012119. https://doi.org/10.1088/1742-6596/1940/1/012119

*Maknun, J., & Herman, N. D. (2024). Developing critical thinking skills in vocational high school students through the application of physics project team learning model integrated with vocational-based worksheets. Revista de Gestão Social e Ambiental, 18(7), 1-15. https://doi.org/10.24857/rgsa.v18n7-042

Mayer, R. E. (2014). Cognitive theory of multimedia learning. In R. E. Mayer (Ed.), The Cambridge handbook of multimedia learning (2nd ed., pp. 43–71). Cambridge University Press. https://doi.org/10.1017/CBO9781139547369.005

Maysara, N., Wahyuni, W. O. A., Marhadi, M. A., Dahlan, N., Haetami, A., & Esnawi, N. (2024). Application of the discovery learning model using student worksheets based on scaffolding on stoichiometric materials to improve learning outcomes. International Journal of Educational Technology and Learning, 16(1), 1–7.

Mahyuna, M., Adlim, M., & Saminan, I. (2018, September). Developing guided-inquiry-student worksheets to improve the science process skills of high school students on the heat concept. In Journal of Physics: Conference Series (Vol. 1088, No. 1, p. 012114). IOP Publishing. https://doi.org/10.1088/1742-6596/1088/1/012114

Misbah, M., Dewantara, D., Hasan, S. M., & Annur, S. (2018). The Development of Student Worksheet by Using Guided Inquiry Learning Model to Train Student’s Scientific Attitude. Unnes Science Education Journal, 7(1).

Moher, D., Shamseer, L., Clarke, M., Ghersi, D., Liberati, A., Petticrew, M., ... & Prisma-P Group. (2015). Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement. Systematic reviews, 4(1), 1. https://doi.org/10.1186/2046-4053-4-1

*Nadrah, N. (2023). The Effectiveness of Providing Student Worksheets in an Effort to Improve Science Learning Outcomes for Class V Elementary School Students. International Journal of Multidisciplinary: Applied Business and Education Research, 4(2), 413-420.

*Nurulsari, N., Viyanti, V., & Yassine, B. (2023). HOTS-Oriented student worksheets with blended learning: Improving students’ science process skills. Online Learning in Educational Research, 3(1), 47-58. https://doi.org/10.58524/oler.v3i1.228

*Okit, J. L., Miñoza, J., & Bentuan, J. L. F. (2023). Electronic learning activity sheets (e-LAS): Its effect on the academic performance and attitude of grade 10 science students. Psychology and Education: A Multidisciplinary Journal, 14(9), 1-1.

Orulebaja, Y. T., Owolabi, O. L., & Akintoye, H. (2021). Effects of Multiple representations and Problem- solving learning strategies on Physics students’ problem-solving abilities. International Journal for Innovation Education and Research, 9(4), 350–365. https://doi.org/10.31686/ijier.vol9.iss4.3045

Patresia, I., Silitonga, M., & Ginting, A. (2020). Developing biology students’ worksheet based on STEAM to empower science process skills. JPBI (Jurnal Pendidikan Biologi Indonesia), 6(1), 147–156. https://doi.org/10.22219/jpbi.v6i1.10225

Paul, J., & Barari, M. (2022). Meta‐analysis and traditional systematic literature reviews—What, why, when, where, and how? Psychology & Marketing, 39(6), 1099–1115. https://doi.org/10.1002/mar.21657

Putri, I. Y., Desnita, D., Putra, A., & Murtiani, M. (2022). Meta Analysis of the Effect of Student Worksheet Use on Student Learning Outcomes. DOAJ (DOAJ: Directory of Open Access Journals).

*Putri, N. A., & Sani, R. A. (2023). The Impact of Student-Oriented Worksheets for Differentiated Learning (LKPD) on Students' Physics Learning Outcomes at MAN Binjai. Jurnal Pendidikan Fisika dan Teknologi, 9(2), 315-324. https://dx.doi.org/10.29303/jpft.v9i2.5302

Rasch, T., & Schnotz, W. (2009). Interactive and non-interactive pictures in multimedia learning environments: Effects on learning outcomes and learning efficiency. Learning and Instruction, 19(5), 411-422.https://doi.org/10.1016/j.learninstruc.2009.02.008

*Rudibyani, R. B. R. (2020). The Effectiveness of Problem Solving-Based Student Worksheet to Improve Students’ Critical Thinking Skills. Jurnal Pendidikan Progresif, 10(2), 279-291. http://dx.doi.org/10.23960/jpp.v10.i2.202012

Senisum, M., Susilo, H., Suwono, H., & Ibrohim, N. (2022). GIRESIMCO: A learning model to scaffold students’ science process skills and Biology cognitive learning Outcomes. Education Sciences, 12(4), 228. https://doi.org/10.3390/educsci12040228

Septyowaty, R., Azizahwati, N., & Syafii, M. (2023). Application of the guided inquiry model to improve psychomotor skills and interest in learning physics. Jurnal Penelitian Pendidikan IPA, 9(10), 8106–8113. https://doi.org/10.29303/jppipa.v9i10.4434

*Sindani, Vanessa & Darvina, Yenni & Ramli, Ramli & Satria Dewi, Wahyuni. (2021). The Effect of The Implementation of Worksheet Based-Problem Solving on Students’ Critical Thinking Skills in Rotational Dynamics and Elasticity. Pillar of Physics Education. http://dx.doi.org/10.24036/10144171074

Stein, S. (2021). Reimagining global citizenship education for a volatile, uncertain, complex, and ambiguous (VUCA) world. Globalisation, Societies and Education, 19(4), 482–495.

*Suniasih, N. W., & Sujana, I. W. (2023). Interactive LKPD Based on Guided Discovery in Improving Science Learning Outcomes of Grade V Elementary School Students. Journal of Education Research and Evaluation, 7(1), 121-128. https://doi.org/10.23887/jere.v7i1.59627

*Sutarto, S., Indrawati, I., Prihatin, J., & Dwi, P. A. (2018). Geometrical optics process image-based worksheets for enhancing students’ higher-order thinking skills and self-regulated learning. Jurnal Pendidikan IPA Indonesia, 7(4), 376-382.

Sweller, J. (1994). Cognitive load theory, learning difficulty, and instructional design. Learning and instruction, 4(4), 295-312. https://doi.org/10.1016/0959-4752(94)90003-5

Syahdi, N., Desnita, Murtiani, & Dewi, W. S. (2021). Meta-analysis of the effect of use worksheets on students critical thinking skills in learning natural science in junior high school and physics in senior high school. Pillar of Physics Education, 14(3), 235. https://doi.org/10.24036/11887171074

Tomlinson, C. A. (2005). How to differentiate instruction in mixed-ability classrooms. Pearson/Merrill Prentice Hall.

Tuerah, R. M. S. (2019). Constructivism approach in science learning. Proceedings of the 5th International Conference on Education and Technology (ICET 2019). https://doi.org/10.2991/icet-19.2019.59

*Wahyuni, W. O. A., Marhadi, M. A., & Haetami, A. (2024). Application of the discovery learning model using student worksheets based on scaffolding on stoichiometric materials to improve learning outcomes. International Journal of Educational Technology and Learning, 16(1), 1-7. https://doi.org/10.55217/101.v16i1.744

*Wicaktini, A., Juanengsih, N., & Noor, M. F. (2020, January). Problem Based Learning Models With Student Worksheets: Effect on Higher Order Thinking Skills in Digestive System Concept. In ICEMS 2019: Proceedings of the 5th International Conference on Education in Muslim Society, ICEMS 2019, 30 September-01 October 2019, Jakarta, Indonesia (p. 279). European Alliance for Innovation.

Widodo, S. A., Wijayanti, A., Irfan, M., Pusporini, W., Mariah, S., & Rochmiyati, S. (2023). Effects of worksheets on Problem-Solving Skills: Meta-Analytic studies. International Journal of Educational Methodology, 9(1), 151–167. https://doi.org/10.12973/ijem.9.1.151

*Widarti, H. R., & Marfu’ah, S. (2019, June). The Effects of Using Multiple Representations on Prospective Teachers’ Conceptual Understanding of Intermolecular Forces. In Journal of Physics: Conference Series (Vol. 1227, No. 1, p. 012006). IOP Publishing. https://doi.org/10.1088/1742-6596/1227/1/012006

Xia, L., & Guzzo, T. (2025). Meta-analysis: Design, measures, and classic examples. Translational Urology, 171-176. https://doi.org/10.1016/B978-0-323-90186-4.00056-0

Yalyn, D., Sari, D. a. P., & Widodo, W. (2022). The implementation of student worksheets based on problem-based learning to improve students science process skill. JURNAL PIJAR MIPA, 17(5), 569–576. https://doi.org/10.29303/jpm.v17i5.3710

*Yurtyapan, E., & Kandemir, N. (2021). The effectiveness of teaching with worksheets enriched with concept cartoons in science teaching laboratory applications. Participatory Educational Research, 8(3), 62-87. https://doi.org/10.17275/per.21.54.8.3

*Zainil, M., & Kenedi, A. K. (2022). Advancement of STEM-based e-student worksheet to enhance the HOTS of elementary school students. Journal of Education Technology, 6(3), 478-488. https://doi.org/10.23887/jet.v6i3.46202

Downloads

Published

2026-03-01

Issue

Section

Articles

How to Cite

Effectiveness of Worksheets in Science Students’ Learning Outcomes: A Meta-Analysis . (2026). International Journal of Education in Mathematics, Science and Technology, 14(2), 603-624. https://doi.org/10.46328/ijemst.5408