Tailored gamification in education: A literature review and future agenda
Open accessAbstract
Gamification has been widely used to design better educational systems aiming to increase students’ concentration, motivation, engagement, flow experience, and others positive experiences. With advances in research on gamification in education, over the past few years, many studies have highlighted the need to tailor the gamification design properties to match individual students’ needs, characteristics and preferences. Thus, different studies have been conducted to personalize the gamification in education. However, the results are still contradictory and need to be better understood to advance this field. To provide a complete understanding of this research domain, we conducted a systematic literature review to summarize the results and discussions on studies that cover the field of tailored gamified education. Following a systematic process, we analysed 2108 studies and identified 19 studies to answer our research questions. The results indicate that most of the studies only consider students’ gamer types to tailor the systems, and most of the experiments do not provide sufficient statistical evidence, especially regarding learning performance using tailored gamified systems. Based on the results, we also provided an agenda with different challenges, opportunities, and research directions to improve the literature on tailored gamification in education. Our study contributes to the field of gamification design in education.
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Discrepancies in gamification effects may stem from variations in implementation, student characteristics, or subject areas.
“Such discrepancies may stem from variations in implementation (González-Fernández et al., 2022), student characteristics, or subject areas (Oliveira et al., 2023).”
From Gamification on Mathematics Engagement and Motivation in Secondary School and Higher Education: A Systematic Review and Meta-Analysis (2026) · cites this paper as Oliveira et al., 2023
The Introduction says students’ characteristics can affect their experience and performance in gamified education, supporting that part of the explanation. The passages reviewed do not link discrepancies in gamification effects to subject areas. The citing sentence attributes implementation differences to a different source. (LLM, conf=0.85)
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Cites
(2002) · Cited by 13,211 · see citing works
Does Gamification Work? -- A Literature Review of Empirical Studies on Gamification
Hamari, J., Koivisto, J., & Sarsa, H. (2014) · 2014 47th Hawaii International Conference on System Sciences · doi:10.1109/hicss.2014.377 · Cited by 5,201 · see citing works
Self-citation(2004) · Cited by 5,198 · see citing works
Experimentation in Software Engineering
Wohlin, C., Runeson, P., Höst, M., Ohlsson, M. C., Regnell, B., & Wesslén, A. (2012) · doi:10.1007/978-3-642-29044-2 · Cited by 4,460 · see citing works
Empirical studies of agile software development: A systematic review
Dybå, T., & Dingsøyr, T. (2008) · Information and Software Technology · doi:10.1016/j.infsof.2008.01.006 · Cited by 2,668 · see citing works
Gamification in theory and action: a survey
Seaborn, K., & Fels, D. I. (2015) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2014.09.006 · Cited by 2,515 · see citing works
Sailer, M., Hense, J. U., Mayr, S. K., & Mandl, H. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2016.12.033 · Cited by 2,064 · see citing works
The Rise of Motivational Information Systems: A Review of Gamification Research
Koivisto, J., & Hamari, J. (2017) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2018.10.013 · Cited by 1,944 · see citing works
Self-citationHanus, M. D., & Fox, J. (2015) · Computers & Education · doi:10.1016/j.compedu.2014.08.019 · Cited by 1,918 · cited 3× · see citing works
“…the learner traits used to personalize gamified educational settings or the impact of gamification personalization on students’ learning experience (e.g., learning outcomes and psychological states) (Orji, 2014; Hanus & Fox, 2015; Hamari et al., 2016; Monterrat et al., 2017; Toda et al., 2017).”
BackgroundHamari, J., Shernoff, D. J., Rowe, E., Coller, B., Asbell-Clarke, J., & Edwards, T. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2015.07.045 · Cited by 1,713 · see citing works
Self-citationThe gamification of learning: a meta-analysis
Sailer, M., & Homner, L. (2020) · Educational Psychology Review · doi:10.1007/s10648-019-09498-w · Cited by 1,458 · cited 1× · see citing works
“If for one side, using gamification in education, in general, increases student engagement and motivation (Koivisto and Hamari, 2019; Sailer & Homner, 2019; Bai et al., 2020b), on the other side, there are cases where gamification causes the opposite effects, discouraging or impairing the learning…”
BackgroundYee, N. (2006) · Presence: Teleoperators and Virtual Environments · doi:10.1162/pres.15.3.309 · Cited by 1,276 · see citing works
Bai, S., Hew, K. F., & Huang, B. (2020) · Educational Research Review · doi:10.1016/j.edurev.2020.100322 · Cited by 689 · cited 3× · see citing works
“According to different secondary studies (Hamari et al., 2014; Koivisto and Hamari, 2019; Bai et al., 2020b), the first studies on gamification began to be published in 2011.”
BackgroundZainuddin, Z., Shujahat, M., Haruna, H., & Chu, S. K. W. (2019) · Computers & Education · doi:10.1016/j.compedu.2019.103729 · Cited by 536 · see citing works
The maturing of gamification research
Nacke, L. E., & Deterding, S. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2016.11.062 · Cited by 493 · see citing works
A systematic literature review of software requirements prioritization research
Achimugu, P., Selamat, A., Ibrahim, R. B., & Mahrin, M. N. (2014) · Information and Software Technology · doi:10.1016/j.infsof.2014.02.001 · Cited by 423 · see citing works
Tailored gamification: A review of literature
Klock, A. C. T., Gasparini, I., Pimenta, M. S., & Hamari, J. (2020) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2020.102495 · Cited by 409 · see citing works
Self-citationLegaki, N.-Z., Xi, N., Hamari, J., Karpouzis, K. C., & Assimakopoulos, V. (2020) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2020.102496 · Cited by 385 · see citing works
Self-citationEffectiveness of gamification in the engagement of students
Seixas, L. D. R., Gomes, A. S., & Filho, I. J. D. M. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.11.021 · Cited by 383 · see citing works
(2018) · Tampere University Institutional Repository (Tampere University) · Cited by 349 · see citing works
Self-citationLo, C. K., & Hew, K. F. (2018) · Interactive Learning Environments · doi:10.1080/10494820.2018.1541910 · Cited by 342 · see citing works
BrainHex: A neurobiological gamer typology survey
Nacke, L. E., Bateman, C., & Mandryk, R. L. (2013) · Entertainment Computing · doi:10.1016/j.entcom.2013.06.002 · Cited by 338 · see citing works
Gamification: a systematic review of design frameworks
Mora, A., Riera, D., González, C. S. G., & Arnedo-Moreno, J. (2017) · Journal of Computing in Higher Education · doi:10.1007/s12528-017-9150-4 · Cited by 327 · see citing works
Analysing gamification elements in educational environments using an existing Gamification taxonomy
Toda, A. M., Klock, A. C. T., Oliveira, W., Palomino, P. T., Rodrigues, L., Shi, L., Bittencourt, I., Gasparini, I., Isotani, S., & Cristea, A. I. (2019) · Smart Learning Environments · doi:10.1186/s40561-019-0106-1 · Cited by 320 · see citing works
Self-citationThe Dark Side of Gamification: An Overview of Negative Effects of Gamification in Education
Toda, A. M., Valle, P. H. D., & Isotani, S. (2018) · Communications in computer and information science · doi:10.1007/978-3-319-97934-2_9 · Cited by 305 · see citing works
Self-citationStrengthening gamification studies: Current trends and future opportunities of gamification research
Rapp, A., Hopfgartner, F., Hamari, J., Linehan, C., & Cena, F. (2018) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2018.11.007 · Cited by 286 · see citing works
Self-citationA Literature Review of Gamification Design Frameworks
Mora, A., Riera, D., González, C. S. G., & Arnedo-Moreno, J. (2015) · International Conference on Games and Virtual Worlds for Serious Applications · doi:10.1109/vs-games.2015.7295760 · Cited by 285 · see citing works
Adaptive Gamification for Learning Environments
Lavoué, É., Monterrat, B., Desmarais, M. C., & George, S. (2018) · IEEE Transactions on Learning Technologies · doi:10.1109/tlt.2018.2823710 · Cited by 236 · see citing works
Gutiérrez, R. C., & López, J. M. S. (2016) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-016-0003-4 · Cited by 235 · see citing works
Motivating participation in social computing applications: a user modeling perspective
Vassileva, J. (2012) · User Modeling and User-Adapted Interaction · doi:10.1007/s11257-011-9109-5 · Cited by 229 · see citing works
Tailoring persuasive health games to gamer type
Orji, R., Mandryk, R. L., Vassileva, J., & Gerling, K. (2013) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2470654.2481341 · Cited by 227 · see citing works
Serious Games and Gamification in the Corporate Training Environment: a Literature Review
Larson, K. (2019) · TechTrends · doi:10.1007/s11528-019-00446-7 · Cited by 221 · see citing works
Human behaviour as a long-term ecological driver of non-human evolution
Sullivan, A., Bird, D. W., & Perry, G. H. (2017) · Nature Ecology & Evolution · doi:10.1038/s41559-016-0065 · Cited by 189 · see citing works
Towards personalised, gamified systems
Ferro, L. S., Walz, S. P., & Greuter, S. (2013) · doi:10.1145/2513002.2513024 · Cited by 186 · see citing works
Adaptive Gamification in Education: A Literature Review of Current Trends and Developments
Hallifax, S., Serna, A., Marty, J.-C., & Lavoué, É. (2019) · Lecture notes in computer science · doi:10.1007/978-3-030-29736-7_22 · Cited by 176 · see citing works
Hamari, J. (2019) · Wiley eBooks · doi:10.1002/9781405165518.wbeos1321 · Cited by 146 · see citing works
Self-citationPlayer Typology in Theory and Practice
Bateman, C., Lowenhaupt, R., & Nacke, L. (2011) · DiGRA Digital Library · doi:10.26503/dl.v2011i1.562 · Cited by 146 · see citing works
The effects of personalized gamification on students’ flow experience, motivation, and enjoyment
Oliveira, W., Hamari, J., Joaquim, S., Toda, A. M., Palomino, P. T., Vassileva, J., & Isotani, S. (2022) · Smart Learning Environments · doi:10.1186/s40561-022-00194-x · Cited by 143 · see citing works
Self-citationSoftware engineering research for computer games: A systematic review
Ampatzoglou, A., & Stamelos, I. G. (2010) · Information and Software Technology · doi:10.1016/j.infsof.2010.05.004 · Cited by 133 · see citing works
Knowledge-based approaches in software documentation: A systematic literature review
Ding, W., Liang, P., Tang, A., & van Vliet, H. (2014) · Information and Software Technology · doi:10.1016/j.infsof.2014.01.008 · Cited by 107 · see citing works
The relationship between user types and gamification designs
Santos, A. C. G., Oliveira, W., Hamari, J., Rodrigues, L., Toda, A. M., Palomino, P. T., & Isotani, S. (2021) · User Modeling and User-Adapted Interaction · doi:10.1007/s11257-021-09300-z · Cited by 102 · see citing works
Self-citationData mining in the e‐learning domain
Hanna, M. (2004) · Campus-Wide Information Systems · doi:10.1108/10650740410512301 · Cited by 100 · see citing works
A Player Model for Adaptive Gamification in Learning Environments
Monterrat, B., Desmarais, M. C., Lavoué, É., & George, S. (2015) · Lecture notes in computer science · doi:10.1007/978-3-319-19773-9_30 · Cited by 96 · see citing works
Variability in quality attributes of service-based software systems: A systematic literature review
Mahdavi-Hezavehi, S., Galster, M., & Avgeriou, P. (2012) · Information and Software Technology · doi:10.1016/j.infsof.2012.08.010 · Cited by 89 · see citing works
Adaptation of Gaming Features for Motivating Learners
Monterrat, B., Lavoué, É., & George, S. (2017) · Simulation & Gaming · doi:10.1177/1046878117712632 · Cited by 88 · see citing works
A process for designing algorithm-based personalized gamification
Knutas, A., van Roy, R., Hynninen, T., Granato, M., Kasurinen, J., & Ikonen, J. (2018) · Multimedia Tools and Applications · doi:10.1007/s11042-018-6913-5 · Cited by 87 · see citing works
Recommender Systems for Personalized Gamification
Tondello, G. F., Orji, R., & Nacke, L. E. (2017) · ACM Conference on User Modeling, Adaptation and Personalization (UMAP) · doi:10.1145/3099023.3099114 · Cited by 86 · see citing works
Shi, L., & Cristea, A. I. (2016) · Lecture notes in computer science · doi:10.1007/978-3-319-39583-8_32 · Cited by 85 · see citing works
Self-citationHallifax, S., Lavoué, É., & Serna, A. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-52237-7_18 · Cited by 82 · see citing works
Contextual Gamification of Social Interaction – Towards Increasing Motivation in Social E-learning
Shi, L., Cristea, A. I., Hadžidedić, S., & Dervishalidovic, N. (2014) · Lecture notes in computer science · doi:10.1007/978-3-319-09635-3_12 · Cited by 74 · see citing works
Self-citationAn Adaptive Learning with Gamification & Conversational UIs
Fadhil, A., & Villafiorita, A. (2017) · ACM Conference on User Modeling, Adaptation and Personalization (UMAP) · doi:10.1145/3099023.3099112 · Cited by 74 · see citing works
Personalized gamification: A literature review of outcomes, experiments, and approaches
Rodrigues, L., Toda, A. M., Palomino, P. T., Oliveira, W., & Isotani, S. (2020) · Ninth International Conference on Technological Ecosystems for Enhancing Multiculturality (TEEM'21) · doi:10.1145/3434780.3436665 · Cited by 73 · see citing works
Self-citationKwon, H. Y., & Özpolat, K. (2020) · INFORMS Transactions on Education · doi:10.1287/ited.2019.0227 · Cited by 71 · see citing works
Personalization of gamification-elements in an e-learning environment based on learners' motivation
Roosta, F., Taghiyareh, F., & Mosharraf, M. (2016) · International Symposium on Telecommunications · doi:10.1109/istel.2016.7881899 · Cited by 69 · see citing works
DESIGN FOR BEHAVIOUR CHANGE: A MODEL-DRIVEN APPROACH FOR TAILORING PERSUASIVE TECHNOLOGIES
Orji, R. (2014) · University Library - University of Saskatchewan (University of Saskatchewan) · Cited by 62 · see citing works
Does Tailoring Gamified Educational Systems Matter? The Impact on Students' Flow Experience
Oliveira, W., Toda, A. M., Toledo, P., Shi, L., Vassileva, J., Bittencourt, I. I., & Isotani, S. (2020) · Hawaii International Conference on System Sciences (HICSS) · doi:10.24251/hicss.2020.152 · Cited by 53 · see citing works
Self-citationTailored Gamification to Educational Technologies
Oliveira, W., & Bittencourt, I. I. (2019) · Springer eBooks · doi:10.1007/978-981-32-9812-5 · Cited by 51 · see citing works
Self-citationEnhancing the engagement of intelligent tutorial systems through personalization of gamification
González, C. S. G., Toledo, P., & Muñoz, V. (2016) · International journal of engineering education · Cited by 48 · see citing works
Oyibo, K., Orji, R., & Vassileva, J. (2017) · Cited by 46 · see citing works
Toward an Adaptive Gamification System for Learning Environments
Monterrat, B., Lavoué, É., & George, S. (2015) · Communications in computer and information science · doi:10.1007/978-3-319-25768-6_8 · Cited by 44 · see citing works
Educational Gamification Based on Personality
Denden, M., Tlili, A., Essalmi, F., & Jemni, M. (2017) · IEEE/ACS International Conference on Computer Systems and Applications (AICCSA) · doi:10.1109/aiccsa.2017.87 · Cited by 41 · see citing works
Motivation for Learning: Adaptive Gamification for Web-based Learning Environments
Monterrat, B., Lavoué, É., & George, S. (2014) · HAL · Cited by 38 · see citing works
A Systematic Literature Review on Adaptive Gamification: Components, Methods, and Frameworks
Rozi, F., Rosmansyah, Y., & Dabarsyah, B. (2019) · doi:10.1109/iceei47359.2019.8988857 · Cited by 37 · see citing works
Towards an optimal personalization strategy in MOOCs
Qaffas, A. A., Kaabi, K., Shadiev, R., & Essalmi, F. (2020) · Smart Learning Environments · doi:10.1186/s40561-020-0117-y · Cited by 36 · see citing works
An Empirical Analysis of the Perception of Mobile Website Interfaces and the Influence of Culture.
Oyibo, K., Ali, Y. S., & Vassileva, J. (2016) · Cited by 35 · see citing works
The Model for Gamification of E-learning in Higher Education Based on Learning Styles
Zaric, N., Šćepanović, S., Vujičić, T., Ljucovic, J., & Davcev, D. P. (2017) · Communications in computer and information science · doi:10.1007/978-3-319-67597-8_25 · Cited by 34 · see citing works
Designing Culture-based Persuasive Technology to Promote Physical Activity among University Students
Oyibo, K. (2016) · ACM Conference on User Modeling, Adaptation and Personalization (UMAP) · doi:10.1145/2930238.2930372 · Cited by 31 · see citing works
A systematic review on multi-device inclusive environments
Bittencourt, I. I., Baranauskas, M. C. C., Pereira, R., Dermeval, D., Isotani, S., & Jaques, P. A. (2015) · Universal Access in the Information Society · doi:10.1007/s10209-015-0422-3 · Cited by 27 · see citing works
Self-citationBorges, S. S., Mizoguchi, R., Durelli, V. H. S., Bittencourt, I. I., & Isotani, S. (2016) · Communications in computer and information science · doi:10.1007/978-3-319-52039-1_2 · Cited by 27 · see citing works
Self-citationA Systematic Review on the Use of Ontologies in Requirements Engineering
Dermeval, D., Vilela, J., Bittencourt, I. I., Castro, J. B., Isotani, S., & Brito, P. H. S. (2014) · Brazilian Symposium on Software Engineering · doi:10.1109/sbes.2014.13 · Cited by 25 · see citing works
Self-citationInvestigation of the Social Predictors of Competitive Behavior and the Moderating Effect of Culture
Oyibo, K., Orji, R., & Vassileva, J. (2017) · ACM Conference on User Modeling, Adaptation and Personalization (UMAP) · doi:10.1145/3099023.3099113 · Cited by 25 · see citing works
Personalized Gaming for Motivating Social and Behavioral Science Participation
Harteveld, C., & Sutherland, S. C. (2017) · doi:10.1145/3039677.3039681 · Cited by 23 · see citing works
Tutorial on Personalization for Behaviour Change
Masthoff, J., & Vassileva, J. (2015) · ACM International Conference on Intelligent User Interfaces (IUI) · doi:10.1145/2678025.2716264 · Cited by 22 · see citing works
Towards an Ontology for Gamifying Collaborative Learning Scenarios
Challco, G. C., Moreira, D. D. A., Mizoguchi, R., & Isotani, S. (2014) · Lecture notes in computer science · doi:10.1007/978-3-319-07221-0_50 · Cited by 21 · see citing works
Self-citationPersonalization of E-Learning Environment Using the Kolb's Learning Style Model
Sanjabi, T., & Montazer, G. A. (2020) · International Conference on Web Research (ICWR) · doi:10.1109/icwr49608.2020.9122314 · Cited by 21 · see citing works
Mustafa, A. (2018) · Applied Computing and Informatics · doi:10.1016/j.aci.2018.08.001 · Cited by 20 · see citing works
Games user research and gamification in human-computer interaction
Nacke, L. E. (2017) · XRDS Crossroads The ACM Magazine for Students · doi:10.1145/3123748 · Cited by 18 · see citing works
Machine Learning for Personalized Challenges in a Gamified Sustainable Mobility Scenario
Khoshkangini, R., Marconi, A., & Valetto, G. (2017) · Annual Symposium on Computer-Human Interaction in Play · doi:10.1145/3130859.3131321 · Cited by 18 · see citing works
Student Sentiment Analysis Using Gamification for Education Context
Mostafa, L. (2019) · Advances in intelligent systems and computing · doi:10.1007/978-3-030-31129-2_30 · Cited by 17 · see citing works
Adaptive gamification strategies for education: a systematic literature review
Lopes, V., Reinheimer, W. S., Medina, R. D., Bernardi, G., & Nunes, F. B. (2019) · Anais do ... Simpósio Brasileiro de Informática na Educação/Anais do Simpósio Brasileiro de Informática na Educação · doi:10.5753/cbie.sbie.2019.1032 · Cited by 16 · see citing works
Analyzing and clustering students' application preferences in higher education
Kosztyán, Z. T., Orbán-Mihálykó, É., Mihálykó, C., Csányi, V. V., & Telcs, A. (2020) · Journal of Applied Statistics · doi:10.1080/02664763.2019.1709052 · Cited by 15 · see citing works
The Effect of Gender and Age on the Factors That Influence Healthy Shopping Habits in E-Commerce
Adaji, I., Oyibo, K., & Vassileva, J. (2018) · ACM Conference on User Modeling, Adaptation and Personalization (UMAP) · doi:10.1145/3209219.3209253 · Cited by 13 · see citing works
Micro Design Approach for Gamifying Students’ Assignments
Metwally, A. H. S., Yousef, A. M. F., & Yining, W. (2020) · IEEE International Conference on Advanced Learning Technologies (ICALT) · doi:10.1109/icalt49669.2020.00112 · Cited by 13 · see citing works
Azzi, I., Jeghal, A., Radouane, A., Yahyaouy, A., & Tairi, H. (2020) · Advances in intelligent systems and computing · doi:10.1007/978-981-15-0947-6_44 · Cited by 10 · see citing works
A Review of Methods for Adaptive Gamified Learning Environments
Alomair, Y., & Hammami, S. (2020) · International Conference on Computer Applications & Information Security (ICCAIS) · doi:10.1109/iccais48893.2020.9096871 · Cited by 10 · see citing works
Student-Based Gamification Framework for Online Courses
Calle-Archila, C. R., & Mariño, O. (2017) · Communications in computer and information science · doi:10.1007/978-3-319-66562-7_29 · Cited by 9 · see citing works
A systematic process for obtaining the behavior of context-sensitive systems
Vilela, J., Castro, J. B., & Pimentel, J. H. C. (2016) · Journal of Software Engineering Research and Development · doi:10.1186/s40411-016-0028-3 · Cited by 8 · see citing works
A Novel Gamification Approach to Recomendation Based Mobile Applications
Neeraj, S., Oswald, C., & Sivaselvan, B. (2017) · International Conference on Advanced Computing · doi:10.1109/icoac.2017.8441300 · Cited by 5 · see citing works
Constructing Personal Guiding Theory Using Visual Representation: An Innovative Pedagogical Strategy
Barth, A. L. (2020) · Journal of Creativity in Mental Health · doi:10.1080/15401383.2020.1739583 · Cited by 5 · see citing works
Tsai, C.-Y., & Chu, H. (2019) · International Congress on Advanced Applied Informatics (IIAI-AAI) · doi:10.1109/iiai-aai.2019.00062 · Cited by 4 · see citing works
Flagged first, then by citations
Research works printed but not linked: 9
- Bai, S, Hew, K F, & Huang, B. (2020). Is gamification "bullshit"? Evidence from a meta-analysis and synthesis of qualitative data in educational contexts. Educational Research Review, 100322.
- Bartle, R (1996). Hearts, clubs, diamonds, spades: Players who suit muds. Journal of MUD Research, 1(1), 19.
- Battistella, P E, & von Wangenheim, C G (2016). Engaged: Engaged: A game development process for teaching computing. In Brazilian symposium on computers in education, (Vol. 27 p. 380).
- Bourdieu, P (2017). Habitus. In Habitus: A sense of place (pp. 59-66). Routledge.
- Kapp, K M (2012). Games, gamification, and the quest for learner engagement. T+ D, 66(6), 64-68.
- Orji, R, Mandryk, R L, & Vassileva, J (2014). Selecting effective strategies for tailoring persuasive health games to gamer types. In Graphics, animation and new media (pp. 1-4).
- Santos, W O, Bittencourt, I I, Isotani, S, Dermeval, D, Marques, L B , & Silveira, I F (2018). Flow theory to promote learning in educational systems: Is it really relevant? Brazilian Journal of Computers in Education, 26(02), 29.
- Stuart, H, Serna, A, Marty, J-C, & Lavoué, E (2019). Adaptive gamification in education: A literature review of current trends and developments. In European conference on technology enhanced learn- ing (EC-TEL) (pp. 294-307).
- Toda, A M, Oliveira, W, Shi, L, Bittencourt, I I, Isotani, S, & Cristea, A. (2019b). Planning gamification strategies based on user characteristics and dm: A gender-based case study. arXiv:1905. 09146.
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Christopoulos, A., & Mystakidis, S. (2023) · Encyclopedia · doi:10.3390/encyclopedia3040089 · Cited by 297 · see citing works
Using gamification to support learning in K‐12 education: A systematic literature review
Dehghanzadeh, H., Farrokhnia, M., Dehghanzadeh, H., Taghipour, K., & Noroozi, O. (2023) · British Journal of Educational Technology · doi:10.1111/bjet.13335 · Cited by 193 · see citing works
Zeng, J., Sun, D., Looi, C., & Fan, A. C. W. (2024) · British Journal of Educational Technology · doi:10.1111/bjet.13471 · Cited by 241 · see citing works
Hong, Y., Saab, N., & Admiraal, W. (2024) · Computers & Education · doi:10.1016/j.compedu.2024.105000 · Cited by 103 · see citing works
Babu, S. S., & Anitha, D. (2023) · Computer Applications in Engineering Education · doi:10.1002/cae.22683 · Cited by 76 · see citing works
New Examination Approach for Real-World Creativity and Problem-Solving Skills in Mathematics
Nilimaa, J. (2023) · Trends in Higher Education · doi:10.3390/higheredu2030028 · Cited by 134 · see citing works
Bachiri, Y.-A., Mouncif, H., & Bouikhalene, B. (2023) · International Journal of Engineering Pedagogy (iJEP) · doi:10.3991/ijep.v13i8.40853 · Cited by 59 · see citing works
Gamification is not Working: Why?
John, D., Hussin, N., Zaini, M. K., Helda, L. I., Ametefe, D. S., & Aliu, A. A. (2024) · Games and Culture · doi:10.1177/15554120241228125 · Cited by 67 · see citing works
Zitha, I., Mokganya, G. M., & Sinthumule, O. (2023) · Education Sciences · doi:10.3390/educsci13121196 · Cited by 56 · see citing works
Kabilan, M. K., Annamalai, N., & Chuah, K.-M. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-11723-7 · Cited by 54 · see citing works
Generative AI and Gamification for Personalized Learning: Literature Review and Future Challenges
Abbes, F., Bennani, S., & Maalel, A. (2024) · SN Computer Science · doi:10.1007/s42979-024-03491-z · Cited by 53 · see citing works
Coelho, F., Rando, B., Aparício, D., Ribeiro, P. C. P. S. V., Gonçalves, D. J. V., & Abreu, A. M. (2025) · Journal of Computers in Education · doi:10.1007/s40692-025-00366-x · Cited by 76 · see citing works
Xiao, Y., & Hew, K. F. (2024) · Learning and Individual Differences · doi:10.1016/j.lindif.2024.102470 · Cited by 66 · see citing works
Sánchez, R. M. (2023) · Metaverse Basic and Applied Research · doi:10.56294/mr202347 · Cited by 47 · see citing works
Exploring the impact of the adaptive gamified assessment on learners in blended learning
Zhang, Z., & Huang, X. (2024) · Education and Information Technologies · doi:10.1007/s10639-024-12708-w · Cited by 65 · see citing works
Zourmpakis, A.-I., Kalogiannakis, M., & Papadakis, S. (2024) · Computers · doi:10.3390/computers13120324 · Cited by 45 · see citing works
Lee, K. C. (2023) · Heliyon · doi:10.1016/j.heliyon.2023.e20420 · Cited by 61 · see citing works
The role and scope of gamification in education: A scientometric literature review
Gini, F., Bassanelli, S., Bonetti, F., Mogavi, R. H., Bucchiarione, A., & Marconi, A. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.105418 · Cited by 67 · see citing works
Cattoni, A., Anderle, F., Venuti, P., & Pasqualotto, A. (2024) · International Journal of Child-Computer Interaction · doi:10.1016/j.ijcci.2024.100633 · Cited by 48 · see citing works
Sun, L., & Liu, J. (2023) · Journal of Educational Computing Research · doi:10.1177/07356331231225269 · Cited by 31 · see citing works
Twitter users perceptions of AI-based e-learning technologies
Stracqualursi, L., & Agati, P. (2024) · Scientific Reports · doi:10.1038/s41598-024-56284-y · Cited by 31 · see citing works
Boom-Cárcamo, E., Buelvas-Gutiérrez, L., Acosta-Oñate, L., & Boom-Cárcamo, D. (2024) · Thinking Skills and Creativity · doi:10.1016/j.tsc.2024.101614 · Cited by 29 · see citing works
Xiao, Y., & Hew, K. F. (2024) · Interactive Learning Environments · doi:10.1080/10494820.2023.2299977 · Cited by 29 · see citing works
Gamification in Health Care Management: Systematic Review of the Literature and Research Agenda
Sánchez, A., Murillo‐Zamorano, L. R., Sánchez, J. Á. L., & Muñoz, C. B. (2023) · SAGE Open · doi:10.1177/21582440231218834 · Cited by 37 · see citing works
Naatonis, R. N., Rusijono, R., Jannah, M., & Malahina, E. A. U. (2024) · Qubahan Academic Journal · doi:10.48161/qaj.v4n3a919 · Cited by 24 · see citing works
“Research on using A.I. to analyze learner behavior and customize gamification elements shows great potential [12].”
BackgroundContinuous learning at work: the power of gamification
Torresan, S., & Hinterhuber, A. (2023) · Management Decision · doi:10.1108/md-12-2020-1669 · Cited by 24 · see citing works
Krath, J., Altmeyer, M., Schürmann, L., Kordyaka, B., Morschheuser, B., Klock, A. C. T., Nacke, L. E., Hamari, J., & von Korflesch, H. F. O. (2024) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2024.103314 · Cited by 24 · see citing works
Self-citationEvaluating Learner Engagement with Gamification in Online Courses
Puig, A., Rodríguez, I., Rodríguez, Á., & Gallego, I. (2023) · Applied Sciences · doi:10.3390/app13031535 · Cited by 24 · see citing works
Tsai, P. (2023) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2023.103698 · Cited by 22 · see citing works
Gamification in collaborative learning: synthesizing evidence through meta-analysis
Slamet, T. I., & Meng, C. (2025) · Journal of Computers in Education · doi:10.1007/s40692-024-00349-4 · Cited by 22 · see citing works
Valverde, G. J., Fabre-Mitjans, N., Paniagua, C. H., & Guimerà-Ballesta, G. (2025) · Education Sciences · doi:10.3390/educsci15030300 · Cited by 25 · see citing works
Terblanche, W., Lubbe, I., Papageorgiou, E., & van der Merwe, N. (2022) · South African Journal of Accounting Research · doi:10.1080/10291954.2022.2101328 · Cited by 23 · see citing works
The Consistency of Gamification User Types: A Study on the Change of Preferences over Time
Santos, A. C. G., Oliveira, W., Hamari, J., Joaquim, S., & Isotani, S. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3611068 · Cited by 21 · see citing works
Self-citationHuang, J., Jiang, C., & Zhou, L. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1286463 · Cited by 27 · see citing works
Mellado, R., Cubillos, C., Vicari, R. M., & Gasca‐Hurtado, G. P. (2024) · Applied Sciences · doi:10.3390/app14177933 · Cited by 26 · see citing works
Teachers’ views on gameful practices – A scoping review
Bacsa-Károlyi, B., & Fehérvári, A. (2024) · Teaching and Teacher Education · doi:10.1016/j.tate.2024.104730 · Cited by 18 · see citing works
How does adaptive gamification impact different types of student motivation over time?
Reyssier, S., Serna, A., Hallifax, S., Marty, J.-C., Simonian, S., & Lavoué, É. (2023) · Interactive Learning Environments · doi:10.1080/10494820.2023.2248220 · Cited by 17 · see citing works
AlQudah, M. Z., & Bariviera, A. F. (2025) · Journal of Financial Regulation and Compliance · doi:10.1108/jfrc-11-2024-0232 · Cited by 17 · see citing works
Unveiling personalized and gamification-based cybersecurity risks within financial institutions
Shahzadi, A., Ishaq, K., Nawaz, N. A. H., Rosdi, F., & Khan, F. A. (2025) · PeerJ Computer Science · doi:10.7717/peerj-cs.2598 · Cited by 17 · see citing works
Rethinking Gamification Failure: A Model and Investigation of Gamified System Maladaptive Behaviors
Tseng, S.-L., Sun, H., Santhanam, R., Lu, S., & Thatcher, J. B. (2023) · Information Systems Research · doi:10.1287/isre.2021.0284 · Cited by 16 · see citing works
Sambo, K. U., Shishah, W., & Isiaku, L. (2025) · Information Development · doi:10.1177/02666669251331268 · Cited by 26 · see citing works
An LLM based learning framework for adaptive feedback mechanisms in gamified XR
Gianni, A. M., Nikolakis, N., & Antoniadis, N. (2025) · Computers & Education X Reality · doi:10.1016/j.cexr.2025.100116 · Cited by 15 · see citing works
Campos, H. Á. (2023) · Región Científica · doi:10.58763/rc202397 · Cited by 15 · see citing works
Santos, A. C. G., Muramatsu, P. K., Oliveira, W., Joaquim, S., Hamari, J., & Isotani, S. (2023) · Scientific Reports · doi:10.1038/s41598-023-45544-y · Cited by 14 · see citing works
Self-citationUser-centered personalized gamification: an umbrella review
Phosanarack, M., Avril, E., Lepreux, S., Wallard, L., & Kolski, C. (2025) · User Modeling and User-Adapted Interaction · doi:10.1007/s11257-024-09423-z · Cited by 14 · see citing works
Alwakid, W., & Dahri, N. A. (2025) · Education and Information Technologies : Official Journal of the IFIP technical committee on Education · doi:10.1007/s10639-025-13777-1 · Cited by 10 · see citing works
Ishaq, K., Alvi, A., Haq, M. I. U., Rosdi, F., Choudhry, A. N., Anjum, A., & Khan, F. A. (2024) · PeerJ Computer Science · doi:10.7717/peerj-cs.2310 · Cited by 13 · see citing works
Lynn, S., Carroll, A., Nankervis, K. L., & Antrobus, E. (2024) · Review of Education · doi:10.1002/rev3.70019 · Cited by 12 · see citing works
Gamification for air quality education: A systematic literature review
Daemei, A. B., Lovreglio, R., Feng, Z., Paes, D., & Miller, C. C. (2025) · Building and Environment · doi:10.1016/j.buildenv.2025.112526 · Cited by 12 · see citing works
Gaurina, M., Alajbeg, A., & Weber, I. (2025) · Education Sciences · doi:10.3390/educsci15010104 · Cited by 26 · see citing works
Ristianto, S. D., Putri, A., & Rosmansyah, Y. (2025) · IEEE Access · doi:10.1109/access.2025.3552826 · Cited by 19 · see citing works
Elsawah, W. (2025) · International Journal of Educational Research Open · doi:10.1016/j.ijedro.2025.100465 · Cited by 20 · see citing works
Ajani, O. A. (2023) · International Journal of Innovative Technologies in Social Science · doi:10.31435/rsglobal_ijitss/30062023/8005 · Cited by 17 · see citing works
Ratinho, E., Figueiredo, M., Estêvão, D., Faísca, L., & Martins, C. (2026) · Educational Psychology Review · doi:10.1007/s10648-025-10108-1 · Cited by 11 · see citing works
“Such discrepancies may stem from variations in implementation (González-Fernández et al., 2022), student characteristics, or subject areas (Oliveira et al., 2023).”
The Effects of Gamification on Learners’ Engagement According to Their Gamification User Types
dos Santos, L. F., Oliveira, W., Corrêa de Lima, A., de Castro Junior, A. A., & Hamari, J. (2026) · Technology, Knowledge and Learning · doi:10.1007/s10758-025-09866-2 · Cited by 11 · see citing works
Self-citationAlmufarreh, A. (2026) · Algorithms · doi:10.3390/a19020143 · Cited by 25 · see citing works
Educational games in nursing education: A bibliometric and content analysis
GÜNGÖR, D. C., Soybaş, M., Orgun, F., & Özkütük, N. (2024) · Nurse Education in Practice · doi:10.1016/j.nepr.2024.104231 · Cited by 11 · see citing works
Gamification in midwifery education: a systematic review
Najafi, T. F., Andaroon, N., Bolghanabadi, N., Sharifi, N., & Dashti, S. (2025) · BMC Medical Education · doi:10.1186/s12909-025-06880-x · Cited by 11 · see citing works
Effect of using digital resources on mathematics achievement: Results from PISA 2022
Joshi, D. R., Chapai, K. P. S., Upadhayaya, P. R., Adhikari, K. P., & Belbase, S. (2025) · Cogent Education · doi:10.1080/2331186x.2025.2488161 · Cited by 11 · see citing works
The Relationship between Users’ Behavior and Their Flow Experience in Gamified Systems
Oliveira, W., Hamari, J., & Isotani, S. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3611032 · Cited by 11 · see citing works
Self-citationGamified metacognitive prompts in a higher education flipped classroom
Smith, A., Galeote, D. F., Legaki, N.-Z., & Hamari, J. (2023) · International Academic Mindtrek Conference (Mindtrek) · doi:10.1145/3616961.3616990 · Cited by 10 · see citing works
Self-citationLearning Landscape in Gamification: The Need for a Methodological Protocol in Research Applications
Orsoni, M., Dubé, A. K., Prandi, C., Giovagnoli, S., Benassi, M., Mazzoni, E., & Benvenuti, M. (2023) · Perspectives on Psychological Science · doi:10.1177/17456916231202489 · Cited by 12 · see citing works
Gamification in Real-World Applications: Interactive Maps and Augmented Reality
Predescu, A., & Mocanu, M. (2024) · IntechOpen eBooks · doi:10.5772/intechopen.1004870 · Cited by 10 · see citing works
A Review on Personalization of Gamified Learning Environments*
Ertan, K., & Kocadere, S. A. (2024) · Kuramsal Eğitimbilim · doi:10.30831/akukeg.1478810 · Cited by 10 · see citing works
Playful Study Design: A Novel Approach to Enhancing Student Well-Being and Academic Performance
Costantini, A., Bakker, A. B., & Scharp, Y. S. (2025) · Educational Psychology Review · doi:10.1007/s10648-025-10022-6 · Cited by 10 · see citing works
Khanchai, S., Worragin, P., Ariya, P., Intawong, K., & Puritat, K. (2025) · Education Sciences · doi:10.3390/educsci15080966 · Cited by 13 · see citing works
Estrella, T., Alfonso, C., Ramos-Castro, J. J., Alsina, A., & Capdevila, L. (2023) · JMIR Serious Games · doi:10.2196/46351 · Cited by 9 · see citing works
GamiDOC: The Importance of Designing Gamification in a Proper Way
Bassanelli, S., Bucchiarone, A., & Gini, F. (2024) · IEEE Transactions on Games · doi:10.1109/tg.2024.3364061 · Cited by 9 · see citing works
Ruiz-Navas, S., Ackaradejraungsri, P., & Dijk, S. (2024) · Frontiers in Education · doi:10.3389/feduc.2024.1306298 · Cited by 9 · see citing works
Metaverse VR technologies in contemporary Chinese music education
Zhang, H. (2024) · Interactive Learning Environments · doi:10.1080/10494820.2024.2361377 · Cited by 9 · see citing works
The Relationship Between Gamification User Types, Demographic Factors, and Gaming Habits
Santos, A. C. G., dos Santos, W. O., Vassileva, J., Hamari, J., & Isotani, S. (2025) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2446498 · Cited by 9 · see citing works
Self-citationThe effects of demographic factors on learners’ flow experience in gamified educational quizzes
Issabek, A., dos Santos, W. O., Hamari, J., & Bogdanchikov, A. (2025) · Smart Learning Environments · doi:10.1186/s40561-025-00378-1 · Cited by 9 · see citing works
Self-citationMontero-Benavides, P., Albort-Morant, G., & Moreno, I. C. M. (2025) · The International Journal of Management Education · doi:10.1016/j.ijme.2025.101266 · Cited by 9 · see citing works
AI-enabled adaptive game-based language learning: looking back and looking forward
Yang, L., & Li, R. (2025) · Innovation in Language Learning and Teaching · doi:10.1080/17501229.2025.2586140 · Cited by 9 · see citing works
García, Á. P., García, L. C. F., & Rodríguez, I. S. (2024) · Edutec Revista Electrónica de Tecnología Educativa · doi:10.21556/edutec.2024.88.3109 · Cited by 9 · see citing works
Gamificación para la enseñanza en entornos virtuales de aprendizaje: Una revisión de literatura.
Lecca, S. M. V. (2023) · Etic net Revista científica electrónica de Educación y Comunicación en la Sociedad del Conocimiento · doi:10.30827/eticanet.v23i2.28101 · Cited by 8 · see citing works
Exploring the Use of Unplugged Gamification on Programming Learners’ Experience
Bezerra, G. D. C. B., Oliveira, W., Santos, A. C. G., & Hamari, J. (2024) · ACM Transactions on Computing Education · doi:10.1145/3686165 · Cited by 8 · see citing works
Self-citationSystemization of Knowledge (SoK): Goals, Coverage, and Evaluation in Cybersecurity and Privacy Games
Huang, Y., Grobler, M. M., Ferro, L. S., Psaroulis, G., Das, S., Wei, J., & Janicke, H. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713798 · Cited by 8 · see citing works
Jiménez-Valverde, G., Fabre-Mitjans, N., & Guimerà-Ballesta, G. (2025) · De Computis · doi:10.3390/computers14090384 · Cited by 15 · see citing works
Gamification in Learning Management Systems: A Systematic Literature Review
Λαμπρόπουλος, Γ., Mukta, B. G., & Anastasiadis, T. (2025) · Information · doi:10.3390/info16121094 · Cited by 8 · see citing works
ARPocketLab—A Mobile Augmented Reality System for Pedagogic Applications
Nunes, M., Adão, T. O., Shahrabadi, S., Capela, A., Carneiro, D., Branco, P., Magalhães, L., Morais, R., & Peres, E. (2024) · Computers · doi:10.3390/computers13060148 · Cited by 8 · see citing works
Thinking styles and conflict management: a gamified empirical study
Hendijani, R., & Ahmadi, M. M. (2023) · International journal of organizational analysis · doi:10.1108/ijoa-12-2022-3538 · Cited by 7 · see citing works
Player Types in Gamified Learning: Conceptualization, Validation, and Profiling
Xiao, Y., Chen, X., Jin, Y., & Hew, K. F. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2338664 · Cited by 7 · see citing works
Chang, H. H., Lin, Y.-H., Lu, Y.-Y., & Lee, C. L. (2024) · Information Technology and Management · doi:10.1007/s10799-024-00440-3 · Cited by 7 · see citing works
The Effect of Gamification on Students’ Learning
Naseri, R. N. N., Abdullah, R. N. R., & Esa, M. M. (2023) · International Journal of Academic Research in Progressive Education and Development · doi:10.6007/ijarped/v12-i1/16253 · Cited by 13 · see citing works
Wahyuningsih, T. H., Sediyono, E., Hartomo, K. D., & Sembiring, I. (2023) · Journal of Education and Learning (EduLearn) · doi:10.11591/edulearn.v18i1.20823 · Cited by 7 · see citing works
Rodríguez, L. R., Sánchez‐Alzola, A., & Salazar, A. (2025) · Computer Applications in Engineering Education · doi:10.1002/cae.70021 · Cited by 6 · see citing works
Serna, A., Hallifax, S., & Lavoué, É. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3611030 · Cited by 6 · see citing works
Binh, A. D. T., Hoang, T.-H., & Quang, H. T. (2024) · Evaluation Review · doi:10.1177/0193841x241291752 · Cited by 9 · see citing works
Yao, J., Song, D., Xiao, T., & Zhao, J. (2025) · JMIR Serious Games · doi:10.2196/66793 · Cited by 6 · see citing works
Gianni, A. M., & Antoniadis, N. (2023) · Information · doi:10.3390/info14090498 · Cited by 6 · see citing works
Cohesive Online Education Model Using Emergent Technologies to Improve Accessibility and Impact
Swanepoel, J. A. (2024) · Education Sciences · doi:10.3390/educsci14050522 · Cited by 7 · see citing works
GamiDOC: A Tool for Designing and Evaluating Gamified Solutions
Bassanelli, S., & Bucchiarone, A. (2022) · Annual Symposium on Computer-Human Interaction in Play · doi:10.1145/3505270.3558345 · Cited by 6 · see citing works
Kratochvíl, T., Lebedíková, M. Š., Vaculík, M., Procházka, J., & Lieberoth, A. (2025) · Learning and Individual Differences · doi:10.1016/j.lindif.2025.102708 · Cited by 5 · see citing works
Nadelson, L. S., Walthall, B., Faidley, E. W., & Filer, J. D. (2025) · The Journal of Educational Research · doi:10.1080/00220671.2025.2511229 · Cited by 7 · see citing works
Guo, X. (2024) · Accounting Education · doi:10.1080/09639284.2024.2303079 · Cited by 8 · see citing works
Okariz, A., Huebra, M. M., Sarasola, A., Ibarretxe, J., Bidegain, G., & Zubimendi, J. L. (2023) · Education Sciences · doi:10.3390/educsci13030302 · Cited by 12 · see citing works
Game-Based Solutions and the Plastic Problem: A Systematic Review
Vecchio, L. P., & Greco, A. D. (2023) · Sustainability · doi:10.3390/su15065558 · Cited by 12 · see citing works
Systematic Review on Educational Data Mining in Educational Gamification
Bošnjaković, N., & Babić, I. Đ. (2023) · Technology Knowledge and Learning · doi:10.1007/s10758-023-09686-2 · Cited by 7 · see citing works
ГЕЙМІФІКОВАНЕ АКТИВНЕ НАВЧАННЯ ТА 3D-ТЕХНОЛОГІЇ ДЛЯ ПІДВИЩЕННЯ АКАДЕМІЧНИХ ДОСЯГНЕНЬ СТУДЕНТІВ
Bulgakova, O., & Zosimov, V. (2023) · Information Technologies and Learning Tools · doi:10.33407/itlt.v96i4.5380 · Cited by 5 · see citing works
- Authors
- Oliveira, W., Hamari, J., Shi, L., Toda, A. M., Rodrigues, L., Palomino, P. T., & Isotani, S.
- Affiliations
- Tampere University (FI)
- Durham University (GB)
- Universidade de São Paulo (BR)
- Corresponding author
- Oliveira, Wilk
- ORCID
- Venue
- Education and Information Technologies
- Published
- 2022-06-29
- Volume
- 28
- Issue
- 1
- Pages
- 373-406
- ISSN
- 1360-2357 (ISSN-L)
- 1573-7608
- OpenAlex
- W4293060971
- Cited by
- 341
- References
- 90
- Citations by year
- 2026: 65 · 2025: 97 · 2024: 101 · 2023: 73 · 2022: 5
- FWCI
- 105.07
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Education and Information Technologies (publishedVersion, cc-by)
- Durham Research Online (Durham University) (publishedVersion, other-oa)
- Durham Research Online (Durham University) (submittedVersion, cc-by)
- Tampere University Institutional Repository (Tampere University) (submittedVersion, cc-by)
- Newcastle University ePrints (Newcastle Univesity) (cc-by)
- Funders
- Fundação de Amparo à Pesquisa do Estado de São Paulo (2020/02801-4, 2018/15917-0)
- Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Educational Games and Gamification
- Social Sciences › Sociology and Political Science › Digital Games and Media
- Physical Sciences › Computer Science › Computer Science Applications › Online Learning and Analytics
- Keywords
- gamification, personalized learning, student motivation, student engagement, flow experience, gamification design, learning performance
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