The validity and effectivity of learning using STEAM module with biotechnology game

Hilya Wildana Sofia, Anjar Putro Utomo, Slamet Hariyadi, Bevo Wahono, Erlia Narulita


Provision of teaching materials in term of module can be an alternative to meet the learning needs of science. The study aimed at describing science module constructed based on Science, Technology, Engineering, Art and Mathematics (STEAM) equipped with valid and effective biotechnology games for learning science in junior high school. This Research and Development (R&D) was developed using the 4D model (Thiagarajan). This research was conducted at MTsN (State of Islamic Secondary School) 2 Jember, involved 30 IX graders. The design used was one group pretest-posttest design as the test of effectiveness. This study used STEAM-based science module equipped with biotechnology games, test, and validation sheets as research instruments. The validation results by experts were converted into categories. The effectivity test data was analyzed using N-gain and paired samples t-test. The average of validation results of material, media, and users was 87.17 (very valid). The effectivity test results showed the increase of students’ cognitive learning outcome [N-gain value = 0.72 (high category), t(29) = 9.030, p < 0.05]. Therefore, the module developed is valid and effective in improving the learning of biotechnology science which means that the use of this module is recommended to be implemented in biotechnology learning process.


STEAM module; biotechnology game; cognitive learning outcome

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Abualrob, M. M. A., & Shah, M. (2012). Science technology and society modules development process and testing on its effectiveness. 4th World Conference on Educational Sciences, 811–816. doi:

Barko, T., & Sadler, T. (2013). Learning outcomes associated with classroom implementation of a biotechnology-themed video game. The American Biology Teacher, 75(1), 29–33. doi:

Bartel, A., & Hagel, G. (2014). Engaging students with a mobile game-based learning system in university education. International Journal of Interactive Mobile Technologies (IJIM), 8(4), 56–60. doi:

Bequette, J., & Bequette, M. (2012). A place for art and design education in the STEM conversation. Art Education, 65(2), 40–47. doi:

Biagioli, M., Kenney, M., Martin, B. R., & Walsh, J. P. (2019). Academic misconduct, misrepresentation and gaming: A reassessment. Research Policy, 48(2), 401–413. doi:

Choi, G., & Morawitz, E. (2017). Giving a new makeover to STEAM: establishing youtube beauty gurus as digital literacy educators through messages and effects on viewers. Computers in Human Behavior, 73, 80–91. doi:

Conner, L. D., Tzou, C., Tsurusaki, B., Guthrie, M., Pompea, S., & Sullivan, P. (2017). Designing STEAM for broad participation in science. Creative Education, 8(14), 2222–2231. doi:

Connor, A., Karmokar, S., & Whittington, C. (2015). From STEM to STEAM: Strategies for enhancing engineering & technology education. International Journal of Engineering Pedagogies, 5(2), 37–47. doi:

Conradty, C., & Bogner, F. (2019). From STEM to STEAM: cracking the code? How creativity & motivation interacts with inquiry-based learning. Journal Creativity Research Journal, 31(3), 284–295. doi:

Dhaliwal, N., Simpson, F., & Sing, A. K. (2018). Self-paced online learning modules for pharmacy practice educators: Development and preliminary evaluation. Currents in Pharmacy Teaching and Learning, 10(7), 964–974. doi:

Eastwood, J., & Sadler, T. (2013). Teachers’ implementation of a game-based biotechnology curriculum. Computers & Education, 66, 11–24. doi:

Elder, J. J., Franco, K. A., Gulley, S. L., Hughes, C. T., & Infanti, L. M. (2019). Implementation of required electronic learning modules to enhance nursing pharmacotherapy knowledge of select hematopoietic stem cell transplant topics. Biology of Blood and Marrow Transplantation, 25(3), 303–310. doi:

Enke, J., Kraft, K., & Metternich, J. (2015). Competency-oriented design of learning modules. Procedia CIRP, 32, 7–12. doi:

Feng, G., Liu, M., Huang, K., Qiang, X., & Chang, Q. (2019). Development of a math module of shell and tube phase-change energy storage system used in TRNSYS. Energy, 183, 428–436. doi:

Firat, E. A., & Koksal, M. S. (2019). Effects of instruction supported by web 2.0 tools on prospective teachers’ biotechnology literacy. Computers & Education, 135, 61–74. doi:

Georgette, Y., & Hyonyong, L. (2012). Exploring the exemplary STEAM education in the U.S. as a practical educational framework for Korea. Journal of The Korean Association For Science Education, 32(6), 1072–1086. doi:

Goh, W. W. B., & Sze, C. C. (2019). Artificial intelligence paradigms for teaching biotechnology. Trends in Biotechnology, 37(1), 1–5. doi:

Haddad, M., & Sepehrnoori, K. (2017). Development and validation of an explicitly coupled geomechanics module for a compositional reservoir simulator. Journal of Petroleum Science and Engineering, 149, 281–291. doi:

Hiepe, P., Ros, C., Reichenbach, J., & Herrmann, K. (2009). Diffusion weighted ZOOM imaging in the lumbar spine based on single-shot STEAM. World Congress on Medical Physics and Biomedical Engineering. doi:

Huizenga, J., Admiraal, W., Akkerman, S., & Dam, G. (2009). Mobile game-based learning in secondary education: Engagement, motivation and learning in a mobile city game. Journal of Computer Assisted Learning, 25(4), 332–344. doi:

Jun, Y., & Ping, G. Y. (2008). Biotechnology education for future: Learning motivation and innovation. Journal of Biotechnology, 136, 770–771. doi:

Khazaei, B., Sartakhti, J., Manshaei, M., Zhu, Q., Sadeghi, M., & Mousavi, S. (2017). HIV-1-infected t-cells dynamics and prognosis: An evolutionary game model. Computer Methods and Programs in Biomedicine, 152, 1–14. doi:

Kim, H., Gerber, L., & Kruse, I. H. (2016). Interactive biotechnology: Building your own biotic game setup to play with living microorganisms. CHI’16: CHI Conference on Human Factors in Computing Systems, 1000–1002. doi:

Kulldel, N. (2007). Authentic teaching and learning through synthetic biology. Journal of Biological Engineering, 1(8), 1–8. doi:

Kuo, H., Tseng, Y., & Yang, Y. T. (2019). Promoting college student’s learning motivation and creativity through a STEM interdisciplinary PBL human-computer interaction system design and development course. Thinking Skills and Creativity, 31, 1–10. doi:

Land, M. (2013). Full STEAM ahead: The benefits of integrating the arts into STEM. Computer Science, 20, 547–552. doi:

Loeb, M., Mont, D., Cappa, C., Palma, E. D., Madans, J., & Crialesi, R. (2018). The development and testing of a module on child functioning for identifying children with disabilities on surveys. Disability and Health Journal, 11(4), 495–501. doi:

Madden, M., Baxter, M., Beauchamp, H., Bouchard, K., Habermas, D., Huff, M., & Plague, G. (2013). Rethinking STEM education: An interdisciplinary STEAM curriculum. Computer Science, 20, 541–546. doi:

Millan, G. S. M., Mauri, A., & Casey, D. L. (2014). The scientific openness decision model: “Gaming” the technological and scientific outcomes. Technological Forecasting and Social Change, 86, 132–142. doi:

Moran, J. F. O., Pagador, B., Antequera, J. M., Arco, A., Monteiro, F., & Margallo, F. M. S. (2020). Validation of the online theoretical module of a minimally invasive surgery blended learning course for nurses: A quantitative research study. Nurse Education Today, 89, 1–8. doi:

Ni, H., Qi, D., & Mu, H. (2018). Applying MSSIM combined chaos game representation to genome sequences analysis. Genomics, 110(3), 180–190. doi:

Ningsih, F., Suratno, S., & Narulita, E. (2018). The development of student’s book based on STEM (science technology engineering and mathematics) with LBL (life based learning) integration on the subject of biotechnology in class XII senior high school. Pancaran Pendidikan FKIP Universitas Jember, 7(3), 7–12. doi:

Pablos, V. B., Pozo, M. M., & Repiso, A. G. V. (2017). Project-based learning (PBL) through the incorporation of digital technologies. Computers in Human Behavior, 68, 1–8. doi:

Pal, M., Kiran, V., Rao, P., & Manimaran, P. (2016). Multifractal detrended cross-correlation analysis of genome sequences using chaos-game representation. Physica A: Statistical Mechanics and Its Applications, 456, 288–293. doi:

Putra, P. D., & Iqbal, M. (2016). Implementation of serious games inspired by Baluran National Park to improve students critical thinking ability. Jurnal Pendidikan IPA Indonesia, 5(1), 101–108. doi:

Quigley, C., & Herro, D. (2016). Finding the joy in the unknown: Implementation of STEAM teaching practices in middle school science and math classrooms. Journal of Science Education and Technology, 25, 410–426. doi:

Sochacka, N., Guyotte, K., & Walther, J. (2016). Learning together a collaborative autoethnographic exploration of STEAM (STEM + the arts) education. Journal of Engineering Education, 105(1), 15–42. doi:

Sunwook, H., Namjun, K., Jeongsuk, S., Wonhee, S., Kapjung, L., Seongja, C., & Kyounghoon, L. (2017). Development and effectiveness of STEAM outreach program based on mathematics. Communications of Mathematical Education, 31(4), 389–407. doi:

Thuneberg, H., Salmi, H., & Bogner, F. (2018). How creativity, autonomy and visual reasoning contribute to cognitive learning in a STEAM hands-on inquiry-based math module. Thinking Skills and Creativity, 29, 153–160. doi:

Utomo, A., Narulita, E., & Shimizu, K. (2018). Diversification of reasoning science test items of TIMSS grade 8 based on higher order thinking skills: A case study of Indonesian students. Journal of Baltic Science Education, 17(1), 152–161. Retrieved from

Utomo, A., Novenda, I., Budiarso, A., & Narulita, E. (2017). Development of learning material of biotechnology topic based on STEAM-LW approach for secondary schools in coastal areas. International Journal of Humanities Social Sciences and Education (IJHSSE), 4(11), 121–127. doi:

Wahono, B., & Chang, C. (2019). Assessing teacher’s attitude, knowledge, and application (AKA) on STEM: An effort to foster the sustainable development of STEM education. Sustainability, 11(4), 1–8. doi:

Watson, M. K., Pelkey, J., Noyes, C., & Rodgers, M. (2016). Assessing impacts of a learning-cycle-based module on students’ conceptual sustainability knowledge using concept maps and surveys. Journal of Cleaner Production, 133(1), 544–556. doi:

Weisberg, Z. (2015). Biotechnology as end game: Ontological and ethical collapse in the “biotech century.” Nanoethics, 9, 39–54. doi:

Yakman, G., & Lee, H. (2012). Exploring the exemplary STEAM education in the US as a practical educational framework for Korea. Journal of The Korean Association for Science Education, 32(6), 1072–1086. doi:

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