Vol. 11 No. 8 (2025): August
Open Access
Peer Reviewed

The Relationship between Students' 21st Century Skills and Learning Outcomes on Virus Material for Grade X of Senior High School Stage E

Authors

DOI:

10.29303/jppipa.v11i8.11560

Published:

2025-08-31

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Abstract

This study investigates the relationship between 21st-century skills and students’ learning outcomes on the topic of viruses in Grade X at SMA Negeri 1 Rao, Pasaman Barat, Indonesia. Employing a quantitative approach with a correlational research design, data were obtained from two instruments: a 21st-century skills questionnaire and a summative test on the virus topic. The questionnaire measured four core dimensions: critical thinking, creativity, collaboration, and communication. Data analysis was conducted using Pearson’s product–moment correlation to assess the strength and significance of the relationship between the variables. The results indicated a very weak and statistically non-significant correlation between 21st-century skills and summative learning outcomes. These findings suggest that while 21st-century skills are vital for fostering deep conceptual understanding and the practical application of scientific knowledge, they are not adequately captured by assessments focused primarily on rote memorization and factual recall. The study highlights the need for integrating learning approaches that embed competency-based evaluation, such as project-based learning, case studies, and collaborative problem-solving tasks. Such approaches would enable a more comprehensive measurement of students’ abilities and better align assessment practices with the demands of contemporary education

Keywords:

21st -Century Learning learning out comes Viruses

References

Adam, U., Lameed, S., Ayodele, B., & Muraina, I. (2023). Beyond the Confines of Achievement in Secondary School Biology: Higher-order thinking in Focus. Journal of Educational Sciences. https://doi.org/10.31258/jes.7.1.p.12-26

Agustine, J., Nizkon, N., & Nawawi, S. (2020). Analisis keterampilan berpikir kritis peserta didik SMA kelas X IPA pada materi virus. Assimilation: Indonesian Journal of Biology Education. https://doi.org/10.17509/aijbe.v3i1.23297

Ali-Abadi, T., Babamohamadi, H., & Nobahar, M. (2020). Critical thinking skills in intensive care and medical-surgical nurses and their explaining factors. Nurse Education in Practice, 45, 102783. https://doi.org/10.1016/j.nepr.2020.102783

Aliah, N., Natsir, N., Tinggi, S., Admiistrasi, I., Makassar, Y., Universitas, Z., & Madura, T. (2023). Development of Innovative Assessment Methods in the Context of Modern Learning. International Journal of Education, Language, Literature, Arts, Culture, and Social Humanities. https://doi.org/10.59024/ijellacush.v1i4.424

Amanda*, F. F., Sumitro, S., Lestari, S. R., & Ibrohim, I. (2023). Enhancing Critical Thinking And Problem Solving Skills By Complexity Science-Problem Based Learning Model. Multidisciplinary Journal of Educational Research. https://doi.org/10.17583/remie.9409

Anggraeni, D., Prahani*, B., Suprapto, N., Shofiyah, N., & Jatmiko*, B. (2023). Systematic Review of Problem Based Learning Research in Fostering Critical Thinking Skills. Thinking Skills and Creativity. https://doi.org/10.1016/j.tsc.2023.101334

Antonio, R. (2022). Effectiveness of Blended Instructional Approach in Improving Students’ Scientific Learning Outcomes: A Meta-Analysis. Journal of Higher Education Theory and Practice. https://doi.org/10.33423/jhetp.v22i5.5217

Antonov, O., Gordiichuk, S., Kovalchuk, V., Papizhuk, V., & Poplavska, S. (2024). Study of the effectiveness of modern learning technologies in preparing future professionals. Revista Amazonia Investiga. https://doi.org/10.34069/ai/2024.75.03.11

Asri, Asniwati, & Irwan. (2024). The Impact of Learning Skills on Academic Achievement and Learning Outcomes in High School. Journal for Lesson and Learning Studies. https://doi.org/10.23887/jlls.v7i1.68104

Bagban, T., Patil, S., Gat, A., & Shirgave, S. (2017). On Selection of Assessment Methods in Outcome Based Education (OBE). Journal of Electrical Engineering & Technology, 30, 327–332. https://doi.org/10.16920/JEET/2017/V30I3/110610

Barraket, J. (2004). E-learning and access : getting behind the hype. https://consensus.app/papers/elearning-and-access-getting-behind-the-hype-barraket/5f0e32f5728b500b934ba2247c2637e6/

Berliana, G. Y., Sugiyanto, S., & Fardhani*, I. (2023). Student’s Learning Outcomes and Scientific Literacy Improvement Through the Implementation of Reading to Learn and Discovery Learning Models. Jurnal Penelitian Pendidikan IPA. https://doi.org/10.29303/jppipa.v9i5.2573

Bozkurt, A. (2020). Educational Technology Research Patterns in the Realm of the Digital Knowledge Age. Journal of Interactive Media in Education, 2020. https://doi.org/10.5334/JIME.570

Budiyanto, Kabri, K., Harapan, E., & Purwanto, M. (2024). 21st Century English Learning: a Revolution in Skills, Critical Thinking, Creativity, and Visual Communication. Asian Journal of Applied Education (AJAE). https://doi.org/10.55927/ajae.v3i1.7841

Bulman, G., & Fairlie, R. (2015). Technology and Education: Computers, Software, and the Internet. ERN: Technology (Topic). https://doi.org/10.1016/B978-0-444-63459-7.00005-1

Cázares, A. (2010). Proficiency and attitudes toward information technologies’ use in psychology undergraduates. Comput. Hum. Behav., 26, 1004–1008. https://doi.org/10.1016/j.chb.2010.02.015

Christensen, R., & Knezek, G. (2017). Validating the Technology Proficiency Self-Assessment Questionnaire for 21st Century Learning (TPSA C-21). Journal of Digital Learning in Teacher Education, 33, 20–31. https://doi.org/10.1080/21532974.2016.1242391

Darío, D., & Medina, P. H. (2024). A Neutrosophic multi-criteria approach for implementing technology in education. International Journal of Neutrosophic Science. https://doi.org/10.54216/ijns.240418

Dilekçi, A., & Karatay, H. (2023). The Effects Of The 21st Century Skills Curriculum On The Development Of Students’ Creative Thinking Skills. Thinking Skills and Creativity. https://doi.org/10.1016/j.tsc.2022.101229

Escueta, M., Nickow, A., Oreopoulos, P., & Quan, V. (2020). Upgrading Education with Technology: Insights from Experimental Research. Journal of Economic Literature, 58, 897–996. https://doi.org/10.1257/jel.20191507

Feyza, N., & Seyda, S. Y. (2023). 21st Century Skills and Learning Environments: ELT Students Perceptions. Educational Research and Reviews. https://doi.org/10.5897/err2023.4332

Ghavifekr, S., & Yue, W. (2022). Technology Leadership in Malaysian Schools: The Way Forward to Education 4.0 - ICT Utilization and Digital Transformation. Int. J. Asian Bus. Inf. Manag., 13, 1–18. https://doi.org/10.4018/ijabim.20220701.oa3

González-Pérez, L. I., & Ramírez-Montoya, M. (2022). Components of Education 4.0 in 21st Century Skills Frameworks: Systematic Review. Sustainability. https://doi.org/10.3390/su14031493

Grinde, B. (2013). Herpesviruses: latency and reactivation – viral strategies and host response. Journal of Oral Microbiology, 5. https://doi.org/10.3402/jom.v5i0.22766

Hafeez, M. (2021). Systematic Review on Modern Learning Approaches, Critical Thinking Skills and Students Learning Outcomes. https://doi.org/10.23887/ijerr.v4i1.33192

Hirons, A., Khoury, G., & Purcell, D. (2020). Human T-cell lymphotropic virus type-1: a lifelong persistent infection, yet never truly silent. The Lancet. Infectious Diseases. https://doi.org/10.1016/S1473-3099(20)30328-5

Jamieson, S. (2004). Likert scales: how to (ab)use them. Medical Education, 38. https://doi.org/10.1111/J.1365-2929.2004.02012.X

Johnsen, M. M. W., Sjølie, E., & Johansen, V. (2023). Learning to Collaborate in a Project-based Graduate Course: A Multilevel Study of Student Outcomes. Research in Higher Education, 1–24. https://doi.org/10.1007/s11162-023-09754-7

Joshi, S. (2023). TECHNOLOGY IN EDUCATION. VIDYA - A JOURNAL OF GUJARAT UNIVERSITY. https://doi.org/10.47413/vidya.v2i2.197

Kaczorowska, J., & Van Der Hoek, L. (2020a). Human anelloviruses: diverse, omnipresent and commensal members of the virome. FEMS Microbiology Reviews, 44, 305–313. https://doi.org/10.1093/femsre/fuaa007

Kaczorowska, J., & Van Der Hoek, L. (2020b). Human anelloviruses: diverse, omnipresent and commensal members of the virome. FEMS Microbiology Reviews, 44, 305–313. https://doi.org/10.1093/femsre/fuaa007

Kalemkuş, J. (2021). Investigation of Science Curriculum Learning Outcomes in Terms of 21st Century Skills. Anadolu Journal Of Educational Sciences International. https://doi.org/10.18039/ajesi.800552

Kalinichenko, S., Komkov, D., & Mazurov, D. (2022). HIV-1 and HTLV-1 Transmission Modes: Mechanisms and Importance for Virus Spread. Viruses, 14. https://doi.org/10.3390/v14010152

Khairudin, A., & Tanjung, A. (2024). The Influence of Children Learning in Science Learning Models to Improve Student Learning Outcomes. Holistic Science. https://doi.org/10.56495/hs.v4i2.656

Khotima, D. A., Su’ad, S., Santoso, S., & Pratama, H. (2022). The Effectiveness of Android-Based Science Learning Model to Increase Student Learning Outcomes. Asian Pendidikan. https://doi.org/10.53797/aspen.v2i1.5.2022

Kinasih, T., & Ratnawati, N. (2024). The effectiveness of the project based learning model in improving students’ collaboration skills on creative economic materials. Jurnal Teori Dan Praksis Pembelajaran IPS. https://doi.org/10.17977/um022v9i12024p1

Kutter, J., Spronken, M., Fraaij, P., Fouchier, R., & Herfst, S. (2018). Transmission routes of respiratory viruses among humans. Current Opinion in Virology, 28, 142–151. https://doi.org/10.1016/j.coviro.2018.01.001

Lai, J., & Bower, M. (2019). How is the use of technology in education evaluated? A systematic review. Comput. Educ., 133, 27–42. https://doi.org/10.1016/J.COMPEDU.2019.01.010

Law, N., Yuen, A., & Fox, R. (2011). Education Innovations Beyond Technology. 217–232. https://doi.org/10.1007/978-0-387-71148-5_11

Lee, D., Huh, Y., & Reigeluth, C. (2015). Collaboration, intragroup conflict, and social skills in project-based learning. Instructional Science, 43, 561–590. https://doi.org/10.1007/S11251-015-9348-7

Makhzoum, V., & Jabbour, M. (2020). Critical Thinking and It is Role in Facing Coronavirus. International Journal of Educational Research Review, 5, 389–406. https://doi.org/10.24331/ijere.770575

Mandal, M., Srinivas, K., & Srinivas, P. (2022). Education Technology in Schools. The International Review of Information Ethics. https://doi.org/10.29173/irie492

Matei, F.-L., & Coman, A. R. M. (2023). Modern assessment methods in primary education. Journal of Education, Society & Multiculturalism, 4, 211–224. https://doi.org/10.2478/jesm-2023-0011

Meylani, R. (2024). A Comparative Analysis of Traditional and Modern Approaches to Assessment and Evaluation in Education. Batı Anadolu Eğitim Bilimleri Dergisi. https://doi.org/10.51460/baebd.1386737

Mudinillah, A., Kuswandi, D., Erwin, E., Sugiarni, S., Winarno, W., Annajmi, A., & Hermansah, S. (2024). Optimizing Project-Based Learning in Developing 21st Century Skills: A Future Education Perspective. Qubahan Academic Journal. https://doi.org/10.48161/qaj.v4n2a352

Muhammad, I. M. S., Tomalá, M. P. C., Coello, C. R. M., Silva, S. A. C., & Del Rocío Cerón Silva, C. (2024). Assessment methods and their impact on learning outcomes in education. LATAM Revista Latinoamericana de Ciencias Sociales y Humanidades. https://doi.org/10.56712/latam.v5i5.2865

Ninad, K., Ugandhara, G., Hemant, K., Seema, J., & Sujata, A. (2023). Improvement And Implementation Of Contemporary Education System. Journal of Engineering Education Transformations. https://doi.org/10.16920/jeet/2023/v37is1/23165

Novia, F., Nurdianti, D., & Purwanto, M. (2024). English Learning and Innovation Skills in 21st: Implementation of Critical Thinking, Creativity, Communication, and Collaboration. Asian Journal of Applied Education (AJAE). https://doi.org/10.55927/ajae.v3i2.8318

Pana, G., & Escarlos, G. (2017). Contemporary Teaching Strategies On Students’ Attitude, Academic Performance And Acquisition Of The 21st Century Skills. International Journal of Scientific & Technology Research, 6, 332–337. https://consensus.app/papers/contemporary-teaching-strategies-on-students-%E2%80%99-attitude-pana-escarlos/4c9217e54caa5721851a82b05c47674b/

Pellegrino, J., Hilton, M., & Skills, S. C. (2013). Education for Life and Work: Developing Transferable Knowledge and Skills in the 21st Century. https://consensus.app/papers/education-for-life-and-work-developing-transferable-pellegrino-hilton/0c09015079755930a749879c739603c9/

Penelitian, J., Ipa, P., Febriya, D., Asrizal, & Usmeldi. (2023). Connected Type Integrated Science Learning Model of Student Learning Outcomes: Meta-Analysis. Jurnal Penelitian Pendidikan IPA. https://doi.org/10.29303/jppipa.v9i12.5213

Pickering, J. (1997). The Internet in universities: liberation or desensitization? Computers & Geosciences, 23, 513–519. https://doi.org/10.1016/S0098-3004(97)00019-8

Plummer, K., Kebritchi, M., Leary, H., & Halverson, D. (2022). Enhancing Critical Thinking Skills through Decision-Based Learning. Innovative Higher Education, 47, 711–734. https://doi.org/10.1007/s10755-022-09595-9

Primahesa, A., Sajidan, S., & Ramli, M. (2023). Improving higher order thinking skills in high school biology: A systematic review. Biosfer. https://doi.org/10.21009/biosferjpb.26724

Putri, I. P. (2022a). Literature Review: The Effect Of Project Based Learning Learning Models On Student Learning Outcomes In Science Learning. Universe. https://doi.org/10.24036/universe.v3i2.213

Putri, I. P. (2022b). Literature Review: The Effect Of Project Based Learning Learning Models On Student Learning Outcomes In Science Learning. Universe. https://doi.org/10.24036/universe.v3i2.213

Qian, M., & Clark, K. (2016). Game-based Learning and 21st century skills: A review of recent research. Comput. Hum. Behav., 63, 50–58. https://doi.org/10.1016/j.chb.2016.05.023

Risti, I. S., & Irawati, H. (2022). Effect Of Problem Based Learning On Metacognitive And Higher Thinking Ability In High School Biology: Study Of Literature. Jurnal Atrium Pendidikan Biologi. https://doi.org/10.24036/apb.v7i2.12463

Saavedra, A., & Opfer, V. (2012). Learning 21st-Century Skills Requires 21st-Century Teaching. Phi Delta Kappan Magazine, 94, 13–18. https://doi.org/10.1177/003172171209400203

Sani, J., Kamal, Md. M., Biswas, T. K., Chowdhury, S., Roy, S., & Sarwar, S. (2024). Technologies Used in Education. International Journal For Multidisciplinary Research. https://doi.org/10.36948/ijfmr.2024.v06i03.22020

Santosa, T., Festiyed, F., Zulyusri, Z., & Razak, A. (2023). The Development of HOTS Instruments In Biology Learning. Jurnal Mangifera Edu. https://doi.org/10.31943/mangiferaedu.v8i1.166

Sappaile, B., Hartinah, G., Hendrik, H., & Sumanik, E. (2025). The Impact of Project-Based Learning on Students’ Collaboration Skills in Secondary Schools. International Journal of Educational Research Excellence (IJERE). https://doi.org/10.55299/ijere.v4i1.1268

Saputra, H. Y., & Sari, M. (2022). the effect of the guided inquiry learning model on science learning outcomes. Universe. https://doi.org/10.24036/universe.v3i2.215

Sarwanto, S., Fajari, L., & Chumdari, C. (2021). Critical Thinking Skills And Their Impacts On Elementary School Students. Malaysian Journal of Learning and Instruction. https://doi.org/10.32890/mjli2021.18.2.6

Sholikhah, O. H., Suranto, S., & Santosa, S. (2024). Profile of Students’ Critical and Creative Thinking Skills on Virus Material: The Need for Learning Innovation. Jurnal Penelitian Pendidikan IPA. https://doi.org/10.29303/jppipa.v10i10.7222

Shroff, R., Ting, F., & Lam, W. (2019). Development and validation of an instrument to measure students’ perceptions of technology-enabled active learning. Australasian Journal of Educational Technology. https://doi.org/10.14742/AJET.4472

Silaban, F., Manurung, M., Simanjuntak, R., & Yunita, S. (2024). Pembelajaran Ilmu Pengetahuan Sosial pada Era Globalisasi. Indo-MathEdu Intellectuals Journal. https://doi.org/10.54373/imeij.v5i3.1302

Skowron, K., Bauza-Kaszewska, J., Grudlewska-Buda, K., Wiktorczyk-Kapischke, N., Zacharski, M., Bernaciak, Z., & Gospodarek-Komkowska, E. (2022). Nipah Virus–Another Threat From the World of Zoonotic Viruses. Frontiers in Microbiology, 12. https://doi.org/10.3389/fmicb.2021.811157

Susanti, D., & Fitriani, V. (2018). Effectiveness of f The Practical Handbook Based on o n Problem Based Learning. International Journal of Progressive Sciences and Technologies (IJPSAT), 10(1), 67–70.

Susanti, D., Fitriani, V., & Sari, L. Y. (2021). Curriculum and Student Analysis of Interactive Electronic Book Based on Project in Strategy and Design of Learning Subject. Jurnal Penelitian Pendidikan IPA, 7(3), 344. https://doi.org/10.29303/jppipa.v7i3.684

Tang, T., Vezzani, V., & Eriksson, V. (2020). Developing critical thinking, collective creativity skills and problem solving through playful design jams. Thinking Skills and Creativity. https://doi.org/10.1016/j.tsc.2020.100696

Thornhill-Miller, B., Camarda, A., Mercier, M., Burkhardt, J.-M., Morisseau, T., Bourgeois-Bougrine, S., Vinchon, F., Hayek, S. El, Augereau-Landais, M., Mourey, F., Feybesse, C., Sundquist, D., & Lubart, T. (2023). Creativity, Critical Thinking, Communication, and Collaboration: Assessment, Certification, and Promotion of 21st Century Skills for the Future of Work and Education. Journal of Intelligence, 11. https://doi.org/10.3390/jintelligence11030054

Trust, T. (2018). Why Do We Need Technology in Education? Journal of Digital Learning in Teacher Education, 34, 54–55. https://doi.org/10.1080/21532974.2018.1442073

Tusha, Colaco, P., Katyal, A., Gupta, A., Walia, A., Madan, P., & Lamoria, J. (2024). Assessing the Impact of Cultural Differences on Educational Technology Acceptance. Evolutionary Studies In Imaginative Culture. https://doi.org/10.70082/esiculture.vi.1178

Vogler, J., Thompson, P., Davis, D., Mayfield, B., Finley, P., & Yasseri, D. (2018). The hard work of soft skills: augmenting the project-based learning experience with interdisciplinary teamwork. Instructional Science, 46, 457–488. https://doi.org/10.1007/S11251-017-9438-9

Wahbeh, D., Najjar, E., Sartawi, A., Abuzant, M., & Daher, W. (2021). The Role of Project-Based Language Learning in Developing Students’ Life Skills. Sustainability. https://doi.org/10.3390/SU13126518

Walipah, W., Firdaus, R., & Chasanah, F. (2024). Effectiveness of Problem-Based Learning and Discovery Learning Models on Learning Outcomes of Social Science Students. Tarbiyah : Jurnal Ilmiah Kependidikan. https://doi.org/10.18592/tarbiyah.v13i1.12848

Widiana, R., Susanti, S., & Susanti, D. (2017). Student Needs to Practicum Guidance in Physiology of Animals Based on Guided Inquiry. Journal of Physics: Conference Series, 895(1). https://doi.org/10.1088/1742-6596/895/1/012005

Wilden, E., & Porsch, R. (2020). Teachers’ self‐reported L1 and L2 use and self‐assessed L2 proficiency in primary EFL education. Studies in Second Language Learning and Teaching, 10, 631–655. https://doi.org/10.14746/SSLLT.2020.10.3.9

Woolhouse, M., & Brierley, L. (2017). Epidemiological characteristics of human-infective RNA viruses. Scientific Data, 5. https://doi.org/10.1038/sdata.2018.17

Yamamoto, C., & Kinoshita, Y. (2019). Self-Assessment Surveys – A Tool for Independent Learning in Lower-tier Dependent Classrooms. Studies in Self-Access Learning Journal. https://doi.org/10.37237/100306

Yang, J., Gong, Y., Zhang, C., Sun, J., Wong, G., Shi, W.-F., Liu, W., Gao, G., & Bi, Y. (2022). Co-existence and co-infection of influenza A viruses and coronaviruses: Public health challenges. The Innovation, 3. https://doi.org/10.1016/j.xinn.2022.100306

Zhang, J. (2007). A cultural look at information and communication technologies in Eastern education. Educational Technology Research and Development, 55, 301–314. https://doi.org/10.1007/S11423-007-9040-Y

Zhu, H., Jibo, & Yang, G. (2025). Research on Improving and Assessing Higher-Order Thinking Skills among Secondary School Students in Biology. International Journal of New Developments in Education. https://doi.org/10.25236/ijnde.2025.070105

Author Biographies

Rina Widiana, Universitas PGRI Sumatera Barat

Author Origin : Indonesia

Diana Susanti

Author Origin : Indonesia
Biology eduacation

Yola Asri, Universitas PGRI Sumatera Barat

Author Origin : Indonesia

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How to Cite

Widiana, R., Susanti, D., & Asri, Y. (2025). The Relationship between Students’ 21st Century Skills and Learning Outcomes on Virus Material for Grade X of Senior High School Stage E. Jurnal Penelitian Pendidikan IPA, 11(8), 694–702. https://doi.org/10.29303/jppipa.v11i8.11560