Abstract
The current study aimed to identify stable and interpretable profiles of 18,338 Chinese secondary school students in eighth grade on the basis of three aspects of reading engagement: behavioral, emotional, and cognitive engagement. Furthermore, the relationship between reading comprehension and these reading engagement profiles was investigated. Latent profile analysis revealed six groupings of individuals representing different patterns of the three aspects of reading engagement. These consistent patterns were labeled Large Amount/Strong Engagement (LA/SE) and Small Amount/Weak Engagement (SA/WE), respectively (0.50–1.75 SD above/below the mean), while the mixed patterns were labeled Large Amount/Moderate Engagement (LA/ME), Large Amount/Weak Engagement (LA/WE), Small Amount/Moderate Engagement (SA/ME), and Small Amount/Strong Engagement (SA/SE). The results (derived from the statistical analyses of consistent patterns) revealed that to some extent, the reading engagement profiles were linearly associated with reading comprehension. On the other hand, the mixed patterns suggest that the reading engagement profiles could be differentially associated with reading comprehension. The findings support the utility of exploring multidimensional reading engagement profiles in planning instruction to improve Chinese secondary school students’ reading skills. Implications for reading instruction and research are discussed.
Similar content being viewed by others
Change history
07 June 2021
A Correction to this paper has been published: https://doi.org/10.1007/s11145-021-10171-4
References
Almasi, J. F., & McKeown, M. G. (1996). The nature of engaged reading in classroom discussions of literature. Journal of Literacy Research, 28, 107–146. https://doi.org/10.1080/10862969609547913
Asparouhov, T., & Muthén, B. O. (2014). Variable-specific entropy contribution [Technical appendix]. Retrieved from https://www.statmodel.com/download/UnivariateEntropy.pdf
Bae, C. L., & DeBusk-Lane, M. (2019). Middle school engagement profiles: Implications for motivation and achievement in science. Learning and Individual Differences, 74, 13. https://doi.org/10.1016/j.lindif.2019.101753
Baker, L., Afflerbach, P., & Reinking, D. (2012). Developing engaged readers in school and home communities. Routledge.
Bao-xin, L. (2012). 论学生课业压力的形成与释放机制[On the mechanism of schoolwork pressure’s formation and release]. Journal of Educational Science of Hunan Normal University, (5), 15–21.
Bauer, D. J., & Shanahan, M. J. (2007). Modeling complex interactions: Person-centered and variable-centered approaches. In T. D. Little, J. A. Bovaird, & N. A. Card (Eds.), Modeling contextual effects in longitudinal studies (pp. 255–283). Erlbaum.
Brasseur-Hock, I. F., Hock, M. F., Kieffer, M. J., Biancarosa, G., & Deshler, D. D. (2011). Adolescent struggling readers in urban schools: Results of a latent class analysis. Learning and Individual Differences, 21, 438–452. https://doi.org/10.1016/j.lindif.2011.01.008
Bray, B. C., Lanza, S. T., & Tan, X. (2015). Eliminating bias in classify-analyze approaches for latent class analysis. Structural Equation Modeling: A Multidisciplinary Journal, 22(1), 1–11. https://doi.org/10.1080/10705511.2014.935265
Buckendahl, C. W., Smith, R. W., Impara, J. C., & Plake, B. S. (2002). A comparison of Angoff and bookmark standard setting methods. Journal of Educational Measurement, 39, 253–263. https://doi.org/10.1111/j.1745-3984.2002.tb01177.x
Cheung, K. C., Mak, S. K., Sit, P. S., & Soh, K. C. (2016). A typology of student reading engagement: Preparing for response to intervention in the school curriculum. Studies in Educational Evaluation, 48, 32–42. https://doi.org/10.1016/j.stueduc.2015.12.001
Chinese Student Physical Fitness and Health Research Group. (2016). 2014年中国学生体质与健康调研报告[Report on the physical fitness and health surveillance of Chinese school students]. Higher Education Press.
Collins, L. M., & Lanza, S. T. (2010). Latent class and latent transition analysis. Wiley.
Dotterer, A. M., & Lowe, K. (2011). Classroom context, school engagement, and academic achievement in early adolescence. Journal of Youth and Adolescence, 40, 1649–1660. https://doi.org/10.1007/s10964-011-9647-5
Enders, C. K. (2005). Maximum likelihood estimation. Encyclopedia of Statistics in Behavioral Science. https://doi.org/10.1002/0470013192.bsa200
Erickson, E. (1992). Ethnographic analysis of interaction. In M. D. LeCompte, W. L. Millroy, & J. Preissle (Eds.), Handbook of qualitative research in education (pp. 201–223). Academic Press Inc.
Fredricks, J. A., Blumenfeld, P. C., & Paris, A. H. (2004). School engagement: Potential of the concept, state of the evidence. Review of Educational Research, 74, 59–109.
Fredricks, J. A., & McColskey, W. (2012). The measurement of student engagement: A comparative analysis of various methods and student self-report instruments. In S. L. Christenson, A. L. Reschly, & C. Wylie (Eds.), Handbook of research on students engagement (pp. 763–782). Springer.
Guo, Y., Sun, S., Breit-Smith, A., Morrison, F. J., & Connor, C. M. (2015). Behavioral engagement and reading achievement in elementary-school-age children: A longitudinal cross-lagged analysis. Journal of Educational Psychology, 107, 332–347. https://doi.org/10.1037/a0037638
Guthrie, J. T. (2008). Engaging adolescents in reading. Corwin Press.
Guthrie, J. T., & Anderson, E. (1999). Engagement in reading: Processes of motivated, strategic, knowledgeable, social readers. In Guthrie J.T. & Alvermann D. E. (Eds.), Engaged reading: Processes, practices, and policy implication (pp. 17–45). New York: Teacher College Press.
Guthrie, J. T., & Cox, K. E. (2001). Classroom conditions for motivation and engagement in reading. Educational Psychology Review, 13, 283–302. https://doi.org/10.1023/A:1016627907001
Guthrie, J. T., Cox, K. E., Knowles, K. T., Buehl, M., Mazzoni, S. A., & Fasulo, L. (2000). Building toward coherent instruction. In L. Baker, M. J. Dreher, & J. T. Guthrie (Eds.), Engaging young readers: Promoting achievement and motivation (pp. 209–237). Guilford Press.
Guthrie, J. T., Schafer, W. D., & Huang, C. W. (2001). Benefits of opportunity to read and balanced instruction on the NAEP. Journal of Educational Research, 94, 145–162. https://doi.org/10.1080/00220670109599912
Guthrie, J. T., & Wigfield, A. (2000). Engagement and motivation in reading. In M. L. Kamil, P. B. Mosenthal, P. D. Pearson, & R. Barr (Eds.), Handbook of reading research (Vol. 3, pp. 403–422). Erlbaum.
Guthrie, J. T., Wigfield, A., Metsala, J. L., & Cox, K. E. (1999). Motivational and cognitive predictors of text comprehension and reading amount. Scientific Studies of Reading, 3, 231–256. https://doi.org/10.1207/s1532799xssr0303_3
Ho, E. S. C., & Lau, K. (2018). Reading engagement and reading literacy performance: effective policy and practices at home and in school. Journal of Research in Reading, 41, 657–679. https://doi.org/10.1111/1467-9817.12246
Jacobs, V. A. (2008). Adolescent literacy: Putting the crisis in context. Harvard Educational Review, 78, 7–39. https://doi.org/10.17763/haer.78.1.c577751kq7803857
Jerrim, J., & Shure, N. (2016). Achievement of 15-year-olds in England: PISA 2015 national report. Department for Education, London, UK.
Jianming, L. (2004). 拓宽语文学习领域 培养创新实践能力[Broaden the field of chinese learning to cultivate innovative practical ability]. Journal of The Chinese Society of Education, 49–59.
Karantonis, A., & Sireci, S. (2006). The Bookmark standard-setting method: A literature review. Educational Measurement: Issues and Practice, 25, 4–12.
Klauda, S. L., & Guthrie, J. T. (2015). Comparing relations of motivation, engagement, and achievement among struggling and advanced adolescent readers. Reading and Writing, 28, 239–269. https://doi.org/10.1007/s11145-014-9523-2
Korhonen, J., Linnanmäki, K., & Aunio, P. (2014). Learning difficulties, academic well-being and educational dropout: A person-centred approach. Learning and Individual Differences, 31, 1–10. https://doi.org/10.1016/j.lindif.2013.12.011
Lau, K.-L., & Chen, X.-B. (2013). Perception of reading instruction and self-regulated learning: A comparison between Chinese students in Hong Kong and Beijing. Instructional Science, 41, 1083–1101. https://doi.org/10.1007/s11251-013-9265-6
Lau, S., & Nie, Y. (2008). Interplay between personal goals and classroom goal structures in predicting student outcomes: A multilevel analysis of person-context interactions. Journal of Educational Psychology, 100, 15–29. https://doi.org/10.1037/0022-0663.100.1.15
Lianghua, L., & Jiahui, F. (2016). 人文教育的核心素养是文武双全[The core of humanistic education is the combination of knowledge and practice]. Journal of Educational Science of Hunan Normal University, 15, 11–13.
Lo, Y., Mendell, N. R., & Rubin, D. B. (2001). Testing the number of components in a normal mixture. Biometrika, 88, 767–778.
Lutz, S. L., Guthrie, J. T., & Davis, M. H. (2006). Scaffolding for engagement in elementary school reading instruction. Journal of Educational Research, 100, 3–20. https://doi.org/10.3200/joer.100.1.3-20
Luyten, H., Peschar, J., & Coe, R. (2008). Effects of schooling on reading performance, reading engagement, and reading activities of 15-year-olds in England. American Educational Research Journal, 45, 319–342. https://doi.org/10.3102/0002831207313345
Mak, S. K. (2013). Explanation of gender differences in reading literacy for 15-year-old students in Macao: Mediating effects of reading engagement. Unpublished doctoral thesis, University of Macau. Macao, People’s Republic of China.
Marsh, H. W., Lüdtke, O., Trautwein, U., & Morin, A. J. S. (2009). Classical latent profile analysis of academic self-concept dimensions: Synergy of person- and variable-centered approaches to theoretical models of self-concept. Structural Equation Modeling, 16, 191–225.
Masyn, K. E. (2013). Latent class analysis and finite mixture modeling. In T. D. Little (Ed.), The Oxford handbook of quantitative methods: Statistical analysis (vol. 2) (pp. 551–611, Chapter xviii, 765 Pages). Oxford University Press.
McLachlan, G., & Peel, D. (2000). Finite mixture models. Wiley.
Meece, J. L., Blumenfeld, P. C., & Hoyle, R. H. (1988). Students goal orientations and cognitive engagment in classroom activities. Journal of Educational Psychology, 80, 514–523. https://doi.org/10.1037/0022-0663.80.4.514
Meeus, W., Van de Schoot, R., Klimstra, T., & Branje, S. (2011). Personality types in adolescence: Change and stability and links with adjustment and relationships: A five-wave longitudinal study. Developmental Psychology, 47, 1181–1195. https://doi.org/10.1037/a0023816
Ministry of Education of the People’s Republic of China. (2012). 义务教育语文课程标准 (2011 年版) [Standard of compulsory education curriculum for Chinese language art (2011 edition)]. Beijing Normal University Press.
Mokhtari, K., & Reichard, C. A. (2002). Assessing students’ metacognitive awareness of reading strategies. Journal of Educational Psychology, 94, 249–259. https://doi.org/10.1037//0022-0663.94.2.249
Mol, S. E., & Bus, A. G. (2011). To read or not to read: A meta-analysis of print exposure from infancy to early adulthood. Psychological Bulletin, 137, 267–296. https://doi.org/10.1037/a0021890
Muijselaar, M. M. L., & de Jong, P. F. (2015). The effects of updating ability and knowledge of reading strategies on reading comprehension. Learning and Individual Differences, 43, 111–117. https://doi.org/10.1016/j.lindif.2015.08.011
Muthén, L. K., & Muthén, B. O. (1998–2017). Mplus user’s guide. Eighth edition. Muthén & Muthén.
Nystrand, M., & Gamoran, A. (1991). Instructional discourse, students engagement, and literature achievement. Research in the Teaching of English, 25, 261–290. Retrieved from <Go to ISI>://WOS:A1991GJ32300001
OECD. (2009). PISA 2009 student questionnaire. Retrieved from https://www.um.edu.mo/fed/pisa/09_stu/StdQ_MS09_EN.pdf
OECD. (2010a). PISA 2009 assessment framework: Key competencies in reading, mathematics and science. Retrieved from https://www.oecd-ilibrary.org/docserver/9789264062658-en.pdf?expires=1555642381&id=id&accname=guest&checksum=A7F0CC7C534C2993668E033A1D666569
OECD. (2010b). PISA 2009 result: What students know and can do: Student performance in reading, mathematics and science (vol. 1). OECD Publishing.
OECD. (2010c). PISA 2009 results: Learning to learn——Student engagement, strategies and practices (vol. iii). Retrieved from https://www.oecd-ilibrary.org/docserver/9789264083943-en.pdf?expires=1555896506&id=id&accname=guest&checksum=33AC2E424642750C752A8EC1648DF9DE
OECD. (2017). Student questionnaire for PISA 2018 main survey version. Retrieved from http://www.oecd.org/pisa/data/2018database/CY7_201710_QST_MS_STQ_NoNotes_final.pdf
OECD. (2019). PISA 2018 assessment and analytical framework. Retrieved from https://doi.org/10.1787/b25efab8-en
Parhiala, P., Torppa, M., Vasalampi, K., Eklund, K., Poikkeus, A.-M., & Aro, T. (2018). Profiles of school motivation and emotional well-being among adolescents: Associations with math and reading performance. Learning and Individual Differences, 61, 196–204. https://doi.org/10.1016/j.lindif.2017.12.003
Pastor, D. A., Barron, K. E., Miller, B. J., & Davis, S. L. (2007). A latent profile analysis of college students’ achievement goal orientation. Contemporary Educational Psychology, 32, 8–47. https://doi.org/10.1016/j.cedpsych.2006.10.003
Pei, C. (2017). 网络学习环境对中小学生视力的影响研究[A study on the influence of network learning environment to primary and middle school students’ vision]. (M.E Degree in Computer Application Technology). Central China Normal University, Wuhan.
Pintrich, P. R., & Degroot, E. V. (1990). Motivational and self-regulated learning components of classroom academic performance. Journal of Educational Psychology, 82(1), 33–40. https://doi.org/10.1037/0022-0663.82.1.33
Pintrich, P. R., & Schrauben, B. (1992). Students’ motivational beliefs and their cognitive engagement in classroom academic tasks. In D. H. Schunk & J. L. Meece (Eds.), Student perceptions in the classroom (pp. 149–183). Erlbaum.
Pressley, M., & Afflerbach, P. (1995). Verbal protocols of reading: The nature of constructively responsive reading. Lawrence Erlbaum Associates Inc.
Qinqin, P. (2018). 初中校园阅读文化建设研究[Construction of campus reading culture in junior middle school]. (Master of Education). Hunan University, Hunan.
Ramsay, C. M., & Sperling, R. A. (2010). Designating reader perspective to increase comprehension and interest. Contemporary Educational Psychology, 35, 215–227. https://doi.org/10.1016/j.cedpsych.2010.04.005
Ricketts, J., Lervåg, A., Dawson, N., Taylor, L. A., & Hulme, C. (2020). Reading and oral vocabulary development in early adolescence. Scientific Studies of Reading, 24, 380–396. https://doi.org/10.1080/10888438.2019.1689244
Rueda, R., MacGillivray, L., Monzó, L., & Arzubiaga, A. (2001). Engaged reading: A multi-level approach to considering sociocultural factors with diverse learners. In D. M. McInerney & S. V. Etten (Eds.), Research on sociocultural influences on motivation and learning (Vol. 1, pp. 233–264). Information Age Publishing.
Salmela-Aro, K., Moeller, J., Schneider, B., Spicer, J., & Lavonen, J. (2016). Integrating the light and dark sides of student engagement using person-oriented and situation-specific approaches. Learning and Instruction, 43, 61–70. https://doi.org/10.1016/j.learninstruc.2016.01.001
Schaffner, E., Schiefele, U., & Ulferts, H. (2013). Reading amount as a mediator of the effects of intrinsic and extrinsic reading motivation on reading comprehension. Reading Research Quarterly, 48, 369–385.
Schiefele, U., & Loeweke, S. (2018). The nature, development, and effects of elementary students’ reading motivation profiles. Reading Research Quarterly, 53, 405–421. https://doi.org/10.1002/rrq.201
Sideridis, G. D., Mouzaki, A., Simos, P., & Protopapas, A. (2006). Classification of students with reading comprehension difficulties: The roles of motivation, affect, and psychopathology. Learning Disability Quarterly, 29, 159–180. https://doi.org/10.2307/30035505
Singh, K., Granville, M., & Dika, S. (2002). Mathematics and science achievement: Effects of motivation, interest, and academic engagement. Journal of Educational Research, 95, 323–332. https://doi.org/10.1080/00220670209596607
Skinner, E. A., Kindermann, T. A., & Furrer, C. J. (2009). A motivational perspective on engagement and disaffection: Conceptualization and assessment of children’s behavioral and emotional participation in academic activities in the classroom. Educational and psychological measurement, 69, 493–525. https://doi.org/10.1177/0013164408323233
Specht, J., Luhmann, M., & Geiser, C. (2014). On the consistency of personality types across adulthood: Latent profile analyses in two large-scale panel studies. Journal of Personality and Social Psychology, 107, 540–556. https://doi.org/10.1037/a0036863
Squire, J. R. (1964). The responsesof adolescents while readingfour short stories. NCTE research report No.2. NCTE. Retrieved from https://eric.ed.gov/?id=ED022756
Taboada, A., Tonks, S. M., Wigfield, A., & Guthrie, J. T. (2009). Effects of motivational and cognitive variables on reading comprehension. Reading and Writing, 22(1), 85.
Tofighi, D., & Enders, C. K. (2008). Identifying the correct number of classes in growth mixture models. In G. R. Hancock & K. M. Samuelsen (Eds.), Advances in latent variable mixture models (pp. 317–341). Information Age.
Tuominen-Soini, H., & Salmela-Aro, K. (2014). Schoolwork engagement and burnout among Finnish high school students and young adults: Profiles, progressions, and educational outcomes. Developmental Psychology, 50, 649. https://doi.org/10.1037/a0033898
Tyson, W., Lee, R., Borman, K. M., & Hanson, M. A. (2007). Science, technology, engineering, and mathematics (STEM) pathways: High school science and math coursework and postsecondary degree attainment. Journal of Education for Students Placed at Risk, 12, 243.
van Rooij, E. C., Jansen, E. P., & van de Grift, W. J. (2017). Secondary school students’ engagement profiles and their relationship with academic adjustment and achievement in university. Learning and Individual Differences, 54, 9–19. https://doi.org/10.1016/j.lindif.2017.01.004
Wang, M. T., & Peck, S. C. (2013). Adolescent educational success and mental health vary across school engagement profiles. Developmental Psychology, 49, 1266–1276. https://doi.org/10.1037/a0030028
Wantchekon, K., & Kim, J. S. (2019). Exploring heterogeneity in the relationship between reading engagement and reading comprehension by achievement level. Reading & Writing Quarterly, 35, 539–555. https://doi.org/10.1080/10573569.2019.1594474
Wei-bing, Y. (2013). 青少年学生视力和体质健康的增龄变化——以浙江省中小学生为例[The vision and physical fitness changes with age growth——Taking the primary and middle school students in Zhejiang Province as an example]. Journal of Beijing Sport University, 36(2), 79–83. https://doi.org/10.19582/j.cnki.11-3785/g8.2013.02.015
Wen, H., Liang, K., & Liu, X. (2016). 家庭环境对中学生阅读能力的影响:阅读投入、阅读兴趣的中介作用[Effect of family environment on reading ability: The mediating effects of reading engagement and reading interest among junior high school students]. Acta Psychologica Sinica, 48, 248–257.
Wigfield, A., & Guthrie, J. T. (2017). Literacy engagement and motivation: Rationale, research, teaching, and assessment. Handbook of research on teaching the English language arts (pp. 57–84). Routledge.
Wigfield, A., Guthrie, J. T., Perencevich, K. C., Taboada, A., Klauda, S. L., McRae, A., & Barbosa, P. (2008). Role of reading engagement in mediating effects of reading comprehension instruction on reading outcomes. Psychology in the Schools, 45, 432–445. https://doi.org/10.1002/pits.20307
Wolff, U. (2010). Subgrouping of readers based on performance measures: a latent profile analysis. Reading and Writing, 23, 209–238. https://doi.org/10.1007/s11145-008-9160-8
Xie, H.-L., Xie, Z.-K., Ye, J., Yang, X.-J., & Jia, Q. (2010). 我国青少年近视现患率及相关因素分析[Analysis of correlative factors and prevalence on China's youth myopia]. National Medical Journal of China, (7), 439–442.
Zhang, S., Su, M., Wang, L., & Hongbo, W. (2014). 教师对学生阅读能力的影响研究:阅读投入的中介效应[The effect of teachers on students’ reading ability: The mediating effect of reading engagement]. Chinese Journal of Special Education, 84–89.
Zhihong, G. (2015). 谁的选择——重要他人对学生阅读的影响研究[The Influence of “significant others” on students’ reading choice]. People’s Publishing House.
Acknowledgements
We acknowledge the financial support received from the Collaborative Innovation Center of Assessment for Basic Education Quality at Beijing Normal University, and we thank all participating teachers, students, and parents. This research was supported by grants from the Collaborative Innovation Center of Assessment for Basic Education Quality at Beijing Normal University (17QYHX-A001), by the Youth Foundation of Social Science and Humanity Research, Ministry of Education of the People’s Republic of China (18YJ880042), and by the Fundamental Research Funds for the Central Universities (310,422,107).
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conception and design. Guomin Zheng is the corresponding author, Jiangze Lin and Qian Li are the co-first authors of the article. Materials preparation, data collection, and analysis were performed by Jiangze Lin. The first draft of the manuscript was written by Jiangze Lin, Qian Li, and Haoqi Sun, and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
The original online version of this article was revised: In the original version the Appendix section was erroneously included which has been removed now.
Rights and permissions
About this article
Cite this article
Lin, J., Li, Q., Sun, H. et al. Chinese secondary school students’ reading engagement profiles: associations with reading comprehension. Read Writ 34, 2257–2287 (2021). https://doi.org/10.1007/s11145-021-10139-4
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11145-021-10139-4