The Evolution of Digital Reading Research: A Bibliometric Analysis Attention, Engagement, Literacy and Learning Outcomes
Jennifer P. Solis
Discipline: Education
Abstract:
The rapid integration of digital technology in education has transformed students on how to read, access information, and engage with learning. While online text, multimedia resources, and interactive learning plat- forms has become essential to education practice, digital reading pro- gress as a significant area of inquiry. Even though it is a growing im- portance, the intellectual advancement and thematic structure of the field remain disintegrated. This study investigated the evolution of digital reading research utilizing bibliometric analysis of 562 English-language publications indexed in Scopus from 1992 to 2025. The publications were retrieved using search key related to digital reading, education, at- tention, engagement, comprehension and learning outcomes. Publication trend analysis, bibliographic coupling and co-word analysis were per- formed using VOSviewer. The findings revealed a marked increase in re- search output, particularly in 2020, presenting the expanding role of dig- ital learning environments in education. Bibliographic coupling recog- nized five major search streams: digital reading engagement and self-reg- ulation, technology-enhanced comprehension, online reading literacy and information evaluation, screen-versus-print reading, and reading modality with digital distractions. Co-word analysis showed four the- matic domains covering technology-mediated learning, cognitive and be- havioral mechanisms, digital literacy and strategic reading, and online reading comprehension within the New Literacies framework. Generally, the findings specified that digital reading research has advanced beyond print-versus-screen comparisons toward a broader emphasis on digital literacy, self-regulated learning, attention management, and information evaluation. The study presents a comprehensive overview of the intellec- tual landscape field and recognize the emerging directions, including ar- tificial intelligence, learning analytics, adaptive reading technologies, and digital literacy development, offering insights for researchers, educators, curriculum developers and policy makers.
References:
- Acuña-Muñoz MJ, Carvajal-Trujillo E, Orts-Cardador JJ, Liébana-Cabanillas F (2026), “A five-decade review of academic research on healthcare supply chain: abibliometric approach using co-word analysis and bibliographic coupling”. Int J Health Care Qual Assur, Vol.39 No.1 pp. 1–21, doi: https://doi.org/10.1108/IJHCQA-01-2024-0003
- Adhya, D. H., & Panda, S. (2026). An integrative systematic review analysis of research on technology enabled personalized learning and self-regulated learning. Smart Learning Environments, 13(1). https://doi.org/10.1186/s40561-025-00428-8
- Al-Jarf, R. (2026). A systematic review of studies on adult reading practices, interests, habits and challenges. Journal of Humanities and Social Sciences Studies https://doi.org/10.32996/jhsss.2026.8.3.9
- Ballesteros-Ballesteros, V. A. (2025). Mapping the conceptual structure of research on open innovation in university–industry collaborations: A bibliometric analysis. Frontiers in Research Metrics and Analytics, 10, 1693969. https://doi.org/10.3389/frma.2025.1693969
- Baron, N. S., Calixte, R. M., & Havewala, M. (2017). The persistence of print among uni-versity students: An exploratory study. Telematics and Informatics, 34(5), 590–604. https://doi.org/10.1016/j.tele.2016.11.008
- Berget, G., & Fagernes, S. (2021). Reading experiences and reading efficiency among adults with dyslexia: An accessibility study. In M. Kurosu (Ed.), Human-Computer Interaction. Design and User Experience (HCII 2021) (Lecture Notes in Computer Science,Vol.12762,pp.227–242).Springer.https://doi.org/10.1007/978-3-030-780951_17
- Braun, H. I., Shavelson, R. J., Zlatkin-Troitschan-skaia, O., & Borowiec, K. (2020). Performance assessment of critical thinking: Conceptualization, design, and implementation. Frontiers in Education, 5, Article 156. https://doi.org/10.3389/feduc.2020.00156
- Bucci, M. P., Caldani, S., Boutillier, B., Goulème, N., Wiener-Vacher, S., & Bui-Quoc, E. (2022). Immaturity of oculomotor capabilities during a reading task in children born prematurely: An eye tracker study. Perceptual and Motor Skills, 129(4), 1043–1060. https://doi.org/10.1177/00315125221088548
- Chen, C.-M., Wang, J.-Y., & Chen, Y.-C. (2013). Facilitating English-language reading performance by a digital reading annotation system with self-regulated learning mecha-nisms. Educational Technology & Society, 17(1), 102–114
- Chen, I.-J., & Yen, J.-C. (2013). Hypertext annotation: Effects of presentation formats and learner proficiency on reading comprehen-sion and vocabulary learning in foreign languages. Computers & Education, 63, 416–423. https://doi.org/10.1016/j.compedu.2013.01.005
- Chen, C.-M., & Chen, F.-Y. (2014). Enhancing digital reading performance with a collaborative reading annotation system. Computers & Education, 77, 67–81. https://doi.org/10.1016/j.compedu.2014.04.010
- Chen, C.-M., & Huang, S.-H. (2014). Web-based reading annotation system with an attention-based self-regulated learning mechanism for promoting reading performance. British Journal of Educational Technology, 45(5), 959–980. https://doi.org/10.1111/bjet.12119
- Chen, C.-M., Li, M.-C., & Chen, T.-C. (2020). A web-based collaborative reading annotation system with gamification mechanisms to improve reading performance. Computers & Education, 144, Article 103697. https://doi.org/10.1016/j.compedu.2019.103697
- Chen, C.-M., Li, M.-C., & Chen, Y.-T. (2022). The effects of web-based inquiry learning mode with the support of collaborative digital reading annotation system on information literacy instruction. Computers & Education, 179, Article 104428. https://doi.org/10.1016/j.compedu.2021.104428
- Chuenban, K., & Chinwonno, A. (2026). Global Englishes Reading Instruction: An Instructional Reform for Reading Comprehension and Digital Literacy.LEARN Journal: Language Education and Acquisition Research Network,19(1), 509–536. https://doi.org/10.70730/HDAZ5462
- Clinton, V. (2018). Savings without sacrifice: A case report on open-source textbook adoption. Open Learning: The Journal of Open, Distance and e-Learning, 33(3), 177189. https://doi.org/10.1080/02680513.2018.1486184
- Clinton-Lisell, V., & Litzinger, C. (2026). Decod-ing digital reading: A network meta-analy-sis of comprehension across devices. Educa-tion and Information Technologies. Advance online publication. https://doi.org/10.1007/s10639-025-13843-8
- Coiro, J. (2011). Predicting reading comprehen-sion on the Internet: Contributions of offline reading skills, online reading skills, and prior knowledge. Journal of Literacy Research, 43(4), 352–392. https://doi.org/10.1177/1086296X11421979
- Coiro, J. (2011a). Talking about reading as thinking: Modeling the hidden complexities of online reading comprehension. Theory Into Practice, 50(2), 107–115. https://doi.org/10.1080/00405841.2011.558435
- Coiro, J., & Dobler, E. (2007). Exploring the online reading comprehension strategies used by sixth-grade skilled readers to search for and locate information on the Internet. Reading Research Quarterly, 42(2), 214–257. https://doi.org/10.1598/RRQ.42.2.2
- Cutumisu, M., & Turgeon, K. L. (2026). Using an eye tracker to capture reading skills as measured by a digital adaptation of TOWRE-2. Education and Information Technologies. Advance online publication. https://doi.org/10.1007/s10639-025-13796-y
- Dahan Golan, D., Barzillai, M., & Katzir, T. (2018). The effect of presentation mode on children's reading preferences, performance, and self-evaluations. Computers & Educa-tion, 126, 346–358. https://doi.org/10.1016/j.compedu.2018.08.001
- Dalton, B., Proctor, C. P., Uccelli, P., Mo, E., & Snow, C. E. (2011). Designing for diversity: The role of reading strategies and interactive vocabulary in a digital reading environment for fifth-grade monolingual English and bilingual students. Journal of Literacy Research, 43(1), 68–100. https://doi.org/10.1177/1086296X10397872
- Dang, H. T., & Habók, A. (2026). Digital reading comprehension assessment in English language education: A systematic review. Co-gent Education, 13(1). https://doi.org/10.1080/2331186X.2026.2633011
- Ding, S. (2026). Reading motivation's hidden divide: Eye-tracking evidence of implicit explicit dissociations and their attentional consequences. BMC Psychology, 14. https://doi.org/10.1186/s40359-026-04396-7
- Diotaiuti, P., Di Siena, F., Vitiello, S., & Di Tore, P. A. (2025). Eye-tracking in school-age specific learning disorders: A practice-oriented narrative review of assessment and gaze-contingent interventions. Frontiers in Education, 10. https://doi.org/10.3389/feduc.2025.1759299
- Dobler, E. (2015). E-textbooks: A personalized learning experience or a digital distraction? Journal of Adolescent & Adult Literacy, 58(6), 482–491. https://doi.org/10.1002/jaal.391
- Gran Ekstrand, A. C., Nilsson Benfatto, M., Öqvist Seimyr, G., & Jacobson, C. (2021). Screening for reading difficulties: Compar-ing eye tracking outcomes to neuropsychological assessments. Frontiers in Education, 6, Article 643232. https://doi.org/10.3389/feduc.2021.643232
- Halamish, V., & Elbaz, E. (2020). Children's reading comprehension and metacomprehension on screen versus on paper. Computers & Education, 145, Article 103737. https://doi.org/10.1016/j.compedu.2019.103737
- Hashmi, Z. F., Iqbal, J., Asghar, M. Z., & colleagues. (2026). The influence of online learning interactions on self-regulated learning: Mediating role of technology proficiencies among higher education students. Open Learning: The Journal of Open, Distance and e-Learning. https://doi.org/10.1080/02680513.2025.2492657
- Ho, E. S. C., & Lau, K.-L. (2018). Reading engagement and reading literacy performance: Effective policy and practices at home and in school. Journal of Research in Reading, 41(4), 657–679. https://doi.org/10.1111/1467-9817.12246
- Hutt, S., Wong, A., Papoutsaki, A., Baker, R. S., Gold, J. I., & Mills, C. (2024). Webcam-based eye tracking to detect mind wandering and comprehension errors. Behavior Research Methods, 56(1), 1–17. https://doi.org/10.3758/s13428-022-02040-x
- Huang, H.-C., Chern, C.-L., & Lin, C.-C. (2009). EFL learners' use of online reading strategies and comprehension of texts: An exploratory study. Computers & Education, 52(1), 13–26. https://doi.org/10.1016/j.compedu.2008.06.003
- Hwang, G.-J., Tu, Y.-F., & Chu, H.-C. (2023). Conceptions of the metaverse in higher edu-cation: A draw-a-picture analysis and surveys to investigate the perceptions of students with different motivation levels. Computers & Education, 203, Article 104868. https://doi.org/10.1016/j.compedu.2023.104868
- Jia, L., Wahi, W., & Sulaiman, N. A. (2026). English reading anxiety, metacognition, and self-regulation: A mediated model in media discourse settings. Journal of Education for Students Placed at Risk. Advance online publication. https://doi.org/10.1080/10824669.2026.2633124
- Kanniainen, L., Kiili, C., Tolvanen, A., Aro, M., & Leppänen, P. H. T. (2019). Literacy skills and online research and comprehension: Struggling readers face difficulties online. Reading and Writing, 32(9), 2201–2222.
- Kiili, C., Leu, D. J., Utriainen, J., Coiro, J., Kanniainen, L., Tolvanen, A., Lohvansuu, K., & Leppänen, P. H. T. (2018). Reading to learn from online information: Modeling the factor structure. Journal of Literacy Research, 50(3), 304–334. https://doi.org/10.1177/1086296X18784640
- Kiili, C., Leu, D. J., Marttunen, M., Hautala, J., & Leppänen, P. H. T. (2018). Exploring early adolescents’ evaluation of academic and commercial online resources related to health. Reading and Writing, 31(3), 533–557.
- Kiili, C., Leu, D. J., Utriainen, J., Coiro, J., Kanniainen, L., Tolvanen, A., Lohvansuu, K., & Leppänen, P. H. T. (2018). Reading to learn from online information: Modeling the factor structure. Journal of Literacy Research, 50(3), 304–334. https://doi.org/10.1177/1086296X18784640
- Larson, L. C. (2010). Digital readers: The next chapter in e-book reading and response. The Reading Teacher, 64(1), 15–22. https://doi.org/10.1598/RT.64.1.2
- Lee, Y.-H., & Wu, J.-Y. (2012). The effect of individual differences in the inner and outer states of ICT on engagement in online reading activities and PISA 2009 reading literacy: Exploring the relationship between the old and new reading literacy. Learning and Individual Differences, 22(3), 336–342. https://doi.org/10.1016/j.lindif.2012.01.007
- Lee, Y.-H., & Wu, J.-Y. (2013). The indirect ef-fects of online social entertainment and in-formation seeking activities on reading literacy. Computers & Education, 67, 168–177. https://doi.org/10.1016/j.compedu.2013.03.001
- Lee, J. (2022). Problem-based gaming via an augmented reality mobile game and a printed game in foreign language education. Education and Information Technologies, 27(1), 743–771. https://doi.org/10.1007/s10639-020-10391-1
- Leu, D. J., Forzani, E., Rhoads, C., Maykel, C., Kennedy, C., & Timbrell, N. (2015). The new literacies of online research and comprehension: Rethinking the reading achieve-ment gap. Reading Research Quarterly, 50(1), 37–59. https://doi.org/10.1002/rrq.85
- Leu, D. J., O'Byrne, W. I., Zawilinski, L., McVerry, J. G., & Everett-Cacopardo, H. (2009). Comments on Greenhow, Robelia, and Hughes: Expanding the new literacies conversation. Educational Researcher, 38(4), 264–269. https://doi.org/10.3102/0013189X09336676
- Lim, J., Whitehead, G. E. K., & Choi, Y. (2021). Interactive e-book reading vs. paper-based reading: Comparing the effects of different mediums on middle school students’ reading comprehension. System, 97, Article 102434.
- Liu, C., & Zhang, R. (2026). ICT use predicts reading literacy: A serial multiple mediation model of reading enjoyment and metacognition based on PISA 2018 data. Current Psychology. Advance online publication.
- Liu J,Wang Y,Chang L (2025), "What is effec-tive digital reading? A systematic review of the effectiveness factors of digital reading".The Electronic Library, Vol. 43 No. 1 pp. 77–96, doi: https://doi.org/10.1108/EL-01-2024-0002
- Loh, C. E., & Sun, B. (2019). “I'd still prefer to read the hard copy”: Adolescents’ print and digital reading habits. Journal of Adolescent & Adult Literacy, 62(6), 663–672. https://doi.org/10.1002/jaal.904
- López-Rodríguez, L. G., Ríos-Rodríguez, L. C., Sánchez-Santillán, N., & colleagues. (2025). From diagnostics to implementation: Lectobot for personalized reading comprehension support in university students. Education Sciences, 16(1), Article 10. https://www.mdpi.com/2227-7102/16/1/10
- Luo, J., Cao, J., Chan, K., & Yeung, P. (2025). Examining the effects of digital academic reading among university students: An integrated framework of three-level digital divide and executive function. International Journal of Human–Computer Interaction.Advance online publication. https://doi.org/10.1080/10447318.2025.2476708
- Louwen, S. C., Van der Vliet, R., Adams, H., Verhoeven, L., & Van Leeuwen, T. H. (2026). Eye movements in natural silent reading and their motor and cognitive correlates: A large-scale population-based study of pre-adolescents. Reading and Writing. Advance online publication. https://doi.org/10.1007/s11145-026-10789-2
- Luo, J., Cao, J., Chan, K., & Yeung, P. (2025). Examining the effects of digital academic reading among university students: An integrated framework of three-level digital divide and executive function. International Journal of Human–Computer Interaction.Advance online publication. https://doi.org/10.1080/10447318.2025.2476708
- Lyu, P., Liu, X., & Yao, T. (2026). A bibliometric analysis of literature on bibliometrics in recent half-century. Journal of Information Science. Advance online publication. https://doi.org/10.1177/01655515231191233
- Mangen, A., Walgermo, B. R., & Brønnick, K. (2013). Reading linear texts on paper versus computer screen: Effects on reading comprehension. International Journal of Educational Research, 58, 61–68. https://doi.org/10.1016/j.ijer.2012.12.002
- Maciejewski, W. (2016). Flipping the calculus classroom: An evaluative study. Teaching Mathematics and Its Applications,35(4),187–201. https://doi.org/10.1093/teamat/hrv019
- Martinez-Perez, C., Oliveira, A. P., Baltazar, I., & colleagues. (2026). Visual and oculomotor function in developmental dyslexia: A systematic review and meta-analysis. Ophthalmic and Physiological Optics. Advance online publication. https://doi.org/10.1007/s44402-026-00044-0
- Misuraca, M. (2026). Text mining in bibliometrics and science mapping: A methodological review. Wiley Interdisciplinary Reviews: Computational Statistics. Advance online publication. https://doi.org/10.1002/wics.70066
- Mizrachi, D. (2015). Undergraduates' academic reading format preferences and behaviors. The Journal of Academic Librarianship, 41(3), 301–311. https://doi.org/10.1016/j.acalib.2015.03.009
- Nurtanto, M., Nawanksari, S., Okianna, O., et al. (2026). A systematic literature review on the impact of reading literacy on students' critical thinking skills in vocational education. Journal of Teaching and Learning, 20(1). https://doi.org/10.22329/jtl.v20i1.10049
- Ozuru, Y., Dempsey, K., & McNamara, D. S. (2009). Prior knowledge, reading skill, and text cohesion in the comprehension of science texts. Learning and Instruction, 19(3), 228–242. https://doi.org/10.1016/j.learnin-struc.2008.04.003
- O'Shea, A., Cersosimo, R., & Engelhardt, P. E. (2026). Online metaphor comprehension in adults with autism spectrum disorders: An eye tracking study. Journal of Autism and Developmental Disorders. Advance online publication. https://doi.org/10.1007/s10803-024-06562-5
- Pan, M., Lai, C., & Guo, K. (2025). Effects of Gen AI-empowered interactive support on university EFL students' self-regulated strategy use and engagement in reading. The Internet and Higher Education, 65, Article 100991. https://doi.org/10.1016/j.iheduc.2024.100991
- Papadopoulos, T. C., Acartürk, C., Fella, A., Özkan, A., Klimek-Jankowska, D., Krejtz, I., & Barkana, D. E. (2024, October 7).Eye-Tracking in Reading Research: A Systematic Review of Studies with Children of Var-ying Reading Ability. [Conference object] MultiplEYE Mid-Term Conference 2024, Tirana, Albania. https://doi.org/10.23668/psychar-chives.15493
- Parisi, J. M., Rebok, G. W., Xue, Q.-L., Fried, L. P., Seeman, T. E., Tanner, E. K., Grue-newald, T. L., Frick, K. D., & Carlson, M. C. (2012). The role of education and intel-lectual activity on cognition. Journal of Aging Research, 2012, Article 416132. https://doi.org/10.1155/2012/416132
- Pecini, C., Della Rocca, S., & Scrocco, A. (2024). Critical reading of digital texts: The EMILE project—Empowering schools in self-regulation of media and information literacy processes. University of Florence. https://flore.unifi.it/handle/2158/1370714
- Pellicer-Sánchez, A. (2016). Incidental L2 vocabulary acquisition from and while reading: An eye-tracking study. Studies in Second Language Acquisition, 38(1), 97–130. https://doi.org/10.1017/S0272263115000224
- Pfost, M., Dörfler, T., & Artelt, C. (2013). Stu-dents' extracurricular reading behavior and the development of vocabulary and reading comprehension. Learning and Individual Differences, 26, 89–102. https://doi.org/10.1016/j.lindif.2013.04.008
- Ponce, H. R., & Mayer, R. E. (2014). Qualitatively different cognitive processing during online reading primed by different study activities. Computers in Human Behavior, 30, 121–130. https://doi.org/10.1016/j.chb.2013.07.054
- Pongsophon, P. (2026). The role of reading instruction practices in enhancing digital literacy and comprehension strategies in Singapore. Educational Research for Policy and Practice. Advance online publication. https://doi.org/10.1007/s10671-025-09404-y
- Reiber-Kuijpers, M., Kral, M., & Meijer, P. (2021). Digital reading in a second or foreign language: A systematic literature review. Computers & Education, 163, Article 104115. https://doi.org/10.1016/j.compedu.2020.104115
- Rutar, S., & Baloh, B. (2026). Opportunities and challenges in reading literacy development in a digital context: Preservice teachers. Educational Research for Policy and Practice. Advance online publication. https://doi.org/10.1007/s10671-026-09417-1
- Sabatini, J., Mullis, I. V. S., & Martin, M. O. (2023). PIRLS 2026 reading assessment framework. In M. von Davier & A. Kennedy (Eds.), PIRLS 2026 assessment frameworks. International Association for the Evaluation of Educational Achievement (IEA). https://tims-sandpirls.bc.edu/pirls2026/frameworks/
- Salinas, J. (2021). Self-regulated learning and technology-enhanced learning environ-ments in higher education: A scoping review. Sustainability, 13(13), 7281. https://doi.org/10.3390/su13137281
- Salmerón, L., & García, V. (2011). Reading skills and children's navigation strategies in hypertext. Computers in Human Behavior, 27(3), 1143–1151. https://doi.org/10.1016/j.chb.2010.12.008
- Salmerón, L., Sampietro, A., & Delgado, P. (2020). Using Internet videos to learn about controversies: Evaluation and integration of multiple and multimodal documents by pri-mary school students. Computers & Education, 148, Article 103796. https://doi.org/10.1016/j.compedu.2019.103796
- Segers, E., Cho, B.-Y., & Naumann, J. (2025). Digital reading and what makes it hard for whom: Individual differences in learning from digital texts. Learning and Individual Differences, 124, 102801. https://doi.org/10.1016/j.lin-dif.2025.102801
- Shafiee Rad, H. (2025). Reinforcing L2 reading comprehension through artificial intelli-gence intervention: Refining engagement to foster self-regulated learning. Smart Learning Environments, 12(1). https://doi.org/10.1186/s40561-025-00377-2
- Shao, J., Tang, S., & Zhuang, Z. (2026). A gamified interactive e-book incorporating meta-cognitive self-regulation: Effects on physics achievement, learning motivation, and metacognitive self-regulation. Frontiers in Psy-chology, 17. https://doi.org/10.3389/fpsyg.2026.1832021
- Shen, Y. (2025). Distractions in digital reading: A meta-analysis of attentional interference effects. Frontiers in Psychology, 16, Article 1671214. https://doi.org/10.3389/fpsyg.2025.1671214
- Singer, L. M., & Alexander, P. A. (2017). Read-ing across mediums: Effects of reading digital and print texts on comprehension and calibration. The Journal of Experimental Education, 85(1), 155–172. https://doi.org/10.1080/00220973.2016.1143794
- Singer Trakhman, L. M., Alexander, P. A., & Berkowitz, L. E. (2019). Effects of pro-cessing time on comprehension and calibration in print and digital mediums. The Journal of Experimental Education, 87(1), 101–115. https://doi.org/10.1080/00220973.2017.1411877
- Spencer, L. J., Barker, B. A., & Tomblin, J. B. (2003). Exploring the language and literacy outcomes of pediatric cochlear implant users. Ear and Hearing, 24(3), 236–247. https://doi.org/10.1097/01.AUD.0000069231.72244.94
- Støle, H., Mangen, A., & Schwippert, K. (2020). Assessing children's reading comprehension on paper and screen: A mode-effect study. Computers & Education, 151, Article 103861. https://doi.org/10.1016/j.compedu.2020.103861
- Subrahmanyam, K., Michikyan, M., Clemmons, C., Carrillo, R., Uhls, Y. T., & Greenfield, P. M. (2013). Learning from paper, learning from screens: Impact of screen reading and multitasking conditions on reading and writing among college students. International Journal of Cyber Behavior, Psychology and Learning, 3(4), 1–27. https://doi.org/10.4018/IJCBPL.2013100101
- Suk, N. (2017). The effects of extensive reading on reading comprehension, reading rate, and vocabulary acquisition. Reading Research Quarterly, 52(1), 73–89. https://doi.org/10.1002/rrq.152
- Sulyman, A. S., Olarongbe, S. A., & Zakariyau, M. J. (2026). Digital literacy and reading skills as determinants of digital reading behaviour among library and information sci-ence undergraduates in Kwara State, Nigeria. Bayero Journal of Library and Information Science, 6(3), 205–238. https://doi.org/10.3456/y6vbs841
- Tang, K.-Y., Tseng, Y.-H., & Tu, Y.-F. (2024). Identifying mainstreams of contemporary digital reading research: Insights from a co-citation network analysis and systematic review. Interactive Learning Environments, 32(Suppl. 1), 1–20. https://doi.org/10.1080/10494820.2023.2192757
- Tella, A., & Oladokun, B. D. (2026). Digitization and emotional design of textbooks as determinants of reading habits of LIS students in Nigeria. Information and Learning Sciences. Advance online publication. https://doi.org/10.1108/ILS-09-2025-0182
- Thayer, A., Lee, C. P., Hwang, L. H., Sales, H., Sen, P., & Dalal, N. (2011). The imposition and superimposition of digital reading technology: The academic potential of e-readers. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (pp. 2917–2926). https://doi.org/10.1145/1978942.1979375
- Thuy, L. N. (2026). Evolution and research frontiers of green consumption behavior: Insights from bibliographic coupling and co-occurrence analyses. Social Sciences & Humanities Open, 13, 102500. https://doi.org/10.1016/j.ssaho.2026.102500
- Torppa, M., Niemi, P., Vasalampi, K., Lerkkanen, M.-K., Tolvanen, A., & Poikkeus, A.-M. (2020). Leisure reading (but not any kind) and reading comprehension support each other—A longitudinal study across grades 1 and 9. Child Development, 91(3), 876–900. https://doi.org/10.1111/cdev.13241
- von Davier, M., & Kennedy, A. (Eds.). (2024). PIRLS 2026 assessment frameworks. International Association for the Evaluation of Educational Achievement (IEA). https://tims-sandpirls.bc.edu/pirls2026/frameworks/
- Wang, Y. (2023). Enhancing English reading skills and self-regulated learning through online collaborative flipped classroom: A comparative study. Frontiers in Psychology, 14. https://doi.org/10.3389/fpsyg.2023.1255389
- Wong, W. (2001). Modality and attention to meaning and form in the input. Studies in Second Language Acquisition, 23(3), 345–368. https://doi.org/10.1017/S0272263101003023
- Wright, S., Fugett, A., & Caputa, F. (2013). Using e-readers and Internet resources to support comprehension. Educational Technology & Society, 16(1), 367–379. https://www.jstor.org/stable/jeductech-soci.16.1.367
- Wu, J.-Y. (2014). Gender differences in online reading engagement, metacognitive strate-gies, navigation skills and reading literacy. Journal of Computer Assisted Learning, 30(3), 252–271. https://doi.org/10.1111/jcal.12054
- Wu, J.-Y., & Peng, Y.-C. (2017). The modality effect on reading literacy: Perspectives from students’ online reading habits, cognitive and metacognitive strategies, and web navi-gation skills across regions. Interactive Learning Environments, 25(7), 859–876. https://doi.org/10.1080/10494820.2016.1224251
- Yang, C.-C.-Y., Wu, J.-Y., & Ogata, H. (2025). Learning analytics dashboard-based self-regulated learning approach for enhancing students' e-book-based blended learning. Education and Information Technologies. Advance online publication. https://doi.org/10.1007/s10639-024-12913-7
- Yabukoshi, T., & Mizumoto, A. (2024). Incorpo-rating online writing resources into self-regulated learning strategy-based instruction: An intervention study. Journal of Computer Assisted Learning. Advance online publica-tion. https://doi.org/10.1111/jcal.13081
- Yu W,Jiang Y,Fu T (2025), "Digital reading: a bibliometric andvisualization analysis".Li-brary Hi Tech, Vol. 43 No. 2-3 pp. 513–541,https://doi.org/10.1108/LHT-06-2023-0240
- Zhang, L., Hew, K. F., & Maimaiti, G. (2026). Enhancing self-regulated learning in online environments: Challenges and opportunities for recommender system algorithms. Edu-cational Technology Research and Development.https://doi.org/10.1007/s11423-026-10618-x