MODELING OF READING PROBLEMS EXPERIENCED BY PRIMARY SCHOOL STUDENTS THROUGH ARTIFICIAL NEURAL NETWORKS

Year 2023, Volume: 12 Issue: 2, 94 - 117, 30.06.2023

Cemal Çelik , Hülya Kartal

https://doi.org/10.55020/iojpe.1117626

Abstract

The aim of this study is to investigate the causes of reading problems experienced by third-grade students because of the instructional malpractices in education and develop a modeling with artificial neural networks. It was carried out according to the exploratory sequential model and consisted of two stages. In the qualitative part, a data pool with 35 items is created for the shortcomings caused by educational practices that underlie the reading problems experienced by the students through the opinions of 47 classroom teachers participating in this study. The second part is where the checklist designed based on the data obtained in the first part is administered to 174 classroom teachers who lecture the third graders. The numerical values are processed into MATLAB, and two different models, forecast and classification models, are developed for the shortcomings caused by educational practices that underlie the reading problems experienced by the students through artificial neural networks. In this regard, this study intends to identify solutions to the potential reading problems that students may experience due to the shortcomings caused by educational practices before they arise, and to develop preventive actions.

Keywords

Reading, reading difficulty, artificial neural networks, education and training.

References

• Adalı, O. (1990). Bilgilendirici metinlerin okunması [Reading Informative Texts] . In J. Baysal, N. İpşiroğlu, Z. İpşiroğlu, & Ş. Ozil (Ed.), Yaratıcı toplum yolunda çağdaş eğitim [in Turkish] (p. 61–69). İstanbul: ÇYDD Yayınları.
• Ainley, J. ve R. Carstens (2018), "Teaching and Learning International Survey (TALIS) 2018 Conceptual Framework", OECD Education Working Papers , No. 187, OECD Publishing, Paris, https://doi.org/10.1787/ 799337c2-tr
• Akalın, M. (2018). Örnek açıklamalarıyla sosyal bilimlerde araştırma tekniği: Anket [Survey: Research Technique in Social Sciences with Example Explanations] (2th edition). Ankara: Seçkin Yayıncılık.
• Akar, C. (2017). Determining the effectiveness of audio-recording method in the treatment of reading disability. Reading Improvement, 54(2), 45-66.
• Akyol, H. (2016). Türkçe öğretim yöntemleri [Turkish teaching methods]. (8 th edition). Ankara: Pegem Akademi.
• Akyol, H., & Ketenoğlu Kayabaşı, Z. E. (2018). Improving the reading skills of a students with reading difficulties: An action research. Education and Science, 43(193), 143-158. doi: 10.15390/EB.2018.7240
• Akyol, H., & Kodan, H. (2016). A practice for eliminating reading difficulty: The use of fluent reading strategies. Ondokuz Mayis University Journal of Faculty of Education, 35(2), 7-21. doi:10.7822/omuefd.35.2.1
• Amerikan Psikiyatri Birliği. (2013). Ruhsal bozuklukların tanısal ve sayımsal el kitabı, beşinci baskı (DSM-5), tanı ölçütleri başvuru el kitabı. [Desk Reference to the Diagnostic Criteria from DSM-5]
• Aydın, H., & Kartal, H. (2017). Solving difficulties faced by classroom teachers teaching literacy through in-service training. Academy Journal of Educational Sciences, 1(1), 34-54. doi:10.31805/acjes.347649
• Balcı, Ali. (2016). Sosyal bilimlerde araştırma: Yöntem, teknik ve ilkeler [Research in social sciences methods, techniques and principles] (12 th edition). Ankara: Pegem Akademi.
• Bamberger, R. (1990). Okuma alışkanlığını geliştirme [Promoting the reading habit] (Çev. B. Çapar) Ankara: Kültür Bakanlığı.
• Bruck, M. (1992). Persistence of dyslexics’ phonological awareness deficits. Developmental Psychology, 28(5), 874-886. doi: 10.1037/0012-1649.28.5.874
• Bryant, D. P., Bryant, B. R., & Smith, D. D. (2016). Teaching students with special needs in inclusive classrooms (2th ed.). Canada: SAGE Publications. ISBN: 978-4833-1925-4
• Çayır, A., & Balcı, E. (2017). Effects of the Individualized Reading Program on the reading skills of a primary school student at risk for dyslexia. International Journal of Turkish Literature Culture Education (TLCE), 6(1), 455–470.
• Çeliktürk Sezgin, Z., & Akyol, H. (2015). Improving reading skills of fourth grade elemantary student who has reading disability. Turkish Journal of Education, 4(2), 4-16.
• Chall, J. S., Jacobs, V. A., & Baldwin, L. E. (1990). The reading crisis: Why poor children fall behind (1th ed.). USA: Harward University Press.
• Cheryan, S., Ziegler, S. A., Plaut, V. C., & Meltzoff, A. N. (2014). Designing classrooms to maximize student achievement. Policy Insights from the Behavioral and Brain Sciences, 1(1), 4-12.
• Chiariello, E. (2018). Children’s rights to read-and our responsibilities to protect them. Literacy Today, 36(2), 8-10. https://www.literacyworldwide.org/docs/default-source/communications/literacy-today/literacy-today-rights-to-read.pdf
• Clark, C. (2010). Linking school libraries and literacy: Young people’s reading habits and attitudes to their school library, and an exploration of the relationship between school library use and school attainment. National Literacy Trust. https://files.eric.ed.gov/fulltext/ED513438.pdf
• Cremin, T., Mottram, M., Collins, F., Powell, S., & Safford, K. (2009). Teachers as readers: Building communities of readers. Literacy, 43(1), 11-19.
• Creswell, J. W., & Plano Clark, V. L. (2018). Karma yöntem araştırmaları: Tasarımı ve yürütülmesi [Designing and conducting mixed methods research] (3 th edition; Çev. Y. Dede & S. B. Demir, Ed.). Ankara: Anı Yayıncılık.
• Dağ, N. (2010). A study on regarding the use of the 3P method and the cloze technique in order to correct the reading difficulty. Ankara University Faculty of Educational Sciences Journal of Special Education, 11(1), 63-74.
• Denton, C. A., Montroy, J. J., Zucker, T. A., & Cannon, G. (2021). Designing an intervention in reading and self-regulation for students with significant reading difficulties, including dyslexia. Learning Disability Quarterly, 44(3), 170-182.
• Devana, T., & Agustiani, M. (2019). Exploring the use of Peer-Mediated Instructional Strategy in EFL reading classroom. Edukasi Lingua Sastra, 17(1), 12-24.
• Dickinson, D. K., & McCabe, A. (2001). Bringing it all together: The multiple origins, skills, and environmental supports of early literacy. Learning Disabilities Research and Practice, 16(4), 186-202. doi: 10.1111/0938-8982.00019
• Dökmen, Ü. (1994). Okuma becerisi, ilgisi ve alışkanlığı üzerine psiko-sosyal bir araştırma [A Psychosocial Research on Reading Interest and Habit]. İstanbul: Milli Eğitim Basımevi.
• Dolch, E. W. (1940). A remedial-reading specialist in every school. The Elementary School Journal, 41(3), 206-209. http://www.jstor.org/stable/997331
• Dowdall, N., Melendez‐Torres, G. J., Murray, L., Gardner, F., Hartford, L., & Cooper, P. J. (2020). Shared picture book reading interventions for child language development: A systematic review and meta‐analysis. Child Development, 91(2), e383-e399.
• Duke, N. K., & Carlisle, J. (2011). The development of comprehension. In M. L. Kamil, P. D. Pearson, E. B. Moje, & P. P. Afflerbach (Ed.), Handbook of reading research, volume IV (pp. 199-228). New York: Routledge
• Ergül, C. (2012). Evaluation of reading performances of students with reading problems for the risk of learning disabilities. Educational Sciences: Theory & Practice, 12(3), 2033-2057. https://www.idealonline.com.tr/IdealOnline/pdfViewer/index.xhtml?uId=1835&ioM=Paper&preview=true&isViewer=true#pagemode=bookmarks
• EURYDICE. (2011). Avrupa’da okuma öğretimi: Bağlam, politika ve uygulamalar [Teaching reading in Europe: Contexts, policies and practices] http://sgb.meb.gov.tr/eurydice/kitaplar/Avrupada_Okuma_Ogretimi/Avrupada_Okuma_Ogretimi.pdf
• Fletcher, J. M., Lyon, G. R., Fuchs, L. S., & Barnes, M. A. (2018). Learning disabilities: From identification to intervention. Guilford Publications.
• Flowers, L., Meyer, M., Lovato, J., Wood, F., Felton, R., & College, S. (2001). Does third grade discrepancy status predict the course of reading development? Annals of Dyslexia, 51, 49-71. doi: 10.1007/s11881-001-0005-2
• Gersten, R., Haymond, K., Newman-Gonchar, R., Dimino, J., & Jayanthi, M. (2020). Meta-analysis of the impact of reading interventions for students in the primary grades. Journal of Research on Educational Effectiveness, 13(2), 401-427.
• Görgün, B., & Melekoğlu, M. A. (2022). Effects of Reading Fluency and Comprehension Supplemental Education Program (OKA2DEP) on reading skills of students with specific learning disabilities. Reading & Writing Quarterly, 38(4), 297-322.
• Goddard, Y. L., Goddard, R. D., & Tschannen-Moran, M. (2007). A theoretical and empirical investigation of teacher collaboration for school improvement and student achievement in public elementary schools. Teachers College Record, 109(4), 877-896. https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.1062.8181&rep=rep1&type=pdf
• Hakkarainen A., Holopainen L. & Savolainen H. (2013) Mathematical and reading difficulties as predictors of school achievement and transition to secondary education. Scandinavian Journal of Educational Research, 57(5), 488-506, DOI: 10.1080/00313831.2012.696207
• Hargreaves, A. (2019). Teacher collaboration: 30 years of research on its nature, forms, limitations and effects. Teachers and Teaching, 25(5), 603-621.
• Hattie, J. A. C. (2009). Visible learning: A synthesis of over 800 meta-analyses relating to achievement. In International review of education (1th ed.). New York: Routledge. doi: 10.1007/s11159-011-9198-8
• Hebbecker, K., Förster, N., & Souvignier, E. (2019). Reciprocal effects between reading achievement and intrinsic and extrinsic reading motivation. Scientific Studies of Reading, 23(5), 419-436.
• Hooper, M., Mullis, I. V. S., & Martin, M. O. (2016). PIRLS 2016 Context questionnaire framework. In I. V. S. Mullis & M. O. Martin (Ed.), PIRLS 2016 Assessment framework.
• Ibrahim, O. M. (2013). A comparison of methods for assessing the relative importance of input variables in artifical neural networks. Journal of Applied Sciences Research . 9(11), 5692-5700.
• Iii, R. H. G., Simmons, D. C., & Kame, J. (2001). The importance and decision-making utility of a continuum of fluency-based indicators of foundational reading skills for third-grade high-stakes outcomes. Scientific Studies of Reading. 5(3), 257-288. doi:10.1207/S1532799XSSR0503_4
• Jenkins, J. R., Fuchs, L. S., Van den Broek, P., Espin, C., & Deno, S. L. (2003). Sources of individual differences in reading comprehension and reading fluency. Journal of Educational Psychology, 95(4), 719–729. doi:10.1037/0022-0663.95.4.719
• Johnson, B. R., & Onwuegbuzie, A. J. (2004). Mixed methods research: A research paradigm whose time has come. Educational Researcher, 33(7), 14-26. doi:10.3102/0013189X033007014
• Kapoor, N. R., Kumar, A., Meena, C. S., Kumar, A., Alam, T., Balam, N. B., & Ghosh, A. (2021). A systematic review on indoor environmental quality in naturally ventilated school classrooms: A way forward. Advances in Civil Engineering, Special Issue, 1-19.
• Köksal, K. (2005). Birleştirilmiş sınıflarda öğretim [Teaching in multi-age classrooms]. (4 th edition). Ankara: Pegem A Yayıncılık.
• Kuhn, M. R., & Stahl, S. A. (2003). Fluency: A review of developmental and remedial practices. Journal of Educational Psychology, 95(1), 3-21. doi:10.1037/0022-0663.95.1.3
• Lee, V. E., & Zuze, T. L. (2011). School resources and academic performance in sub-saharan Africa. Comparative Education Review, 55(3), 369-397. doi: 10.1086/660157
• Lewis, M., & Samuels, S. J. (2003). Read more - read better? A meta-analysis of the literature on the relationship between exposure to reading and reading achievement. University of Minnesota, Minneapolis, MN. doi:10.1017/CBO9781107415324.004
• Lovett, M. W., Frijters, J. C., Wolf, M., Steinbach, K. A., Sevcik, R. A., & Morris, R. D. (2017). Early intervention for children at risk for reading disabilities: The impact of grade at intervention and individual differences on intervention outcomes. Journal of Educational Psychology, 109(7), 889-914.
• Lyon, R. G., Fletcher, J. M., Shaywitz, S. E., Shaywitz, B. A., Torgesen, J. K., Wood, F. B., … Olson, R. (2001). Rethinking learning disabilities. In C. E. Finn, A. J. Rotherham, & C. R. Hokanson (Ed.), Rethinking special education for a new century (pp. 259–287). doi:10.1080/09297049.2011.557651
• MacKay, K. L., Young, T. A., Munòz, S. H., & Motzkus, T. L. (2020). Expository texts in first-grade classroom libraries: Issues in teacher selection. Reading Psychology, 41(4), 264-286.
• Manning, M., Wong, G. T., Fleming, C. M., & Garvis, S. (2019). Is teacher qualification associated with the quality of the early childhood education and care environment? A meta-analytic review. Review of Educational Research, 89(3), 370-415.
• Merga, M. K., & Ledger, S. (2019). Teachers' attitudes toward and frequency of engagement in reading aloud in the primary classroom. Literacy, 53(3), 134-142.
• Ministry of National Education [MoNE]. (2018a). Milli eğitim istatistikleri, örgün eğitim [National Education Statistics Formal Education]. http://sgb.meb.gov.tr/meb_iys_dosyalar/2019_09/30102730_meb_istatistikleri_orgun_egitim_2018_2019.pdf
• Morris, D., & Gill, T. (2023). A Commonsense Approach to end-of-grade reading assessment: Implications for differentiated instruction. Reading & Writing Quarterly, 1-11.
• Nas, R. (2003). Türkçe öğretimi [Turkish teaching]. Bursa: Ezgi Kitabevi Yayınları.
• Nation, K. (2019). Children’s reading difficulties, language, and reflections on the simple view of reading. Australian Journal of Learning Difficulties, 24(1), 47-73.
• Nevo, E., & Vaknin-Nusbaum, V. (2020). Enhancing motivation to read and reading abilities in first grade. Educational Psychology, 40(1), 22-41.
• Norbury, C. F., Gooch, D., Baird, G., Charman, T., Simonoff, E., & Pickles, A. (2016). Younger children experience lower levels of language competence and academic progress in the first year of school: Evidence from a population study. Journal of Child Psychology and Psychiatry, 57(1), 65-73.
• OECD (2000). Literacy in the information age: Final report of the international adult literacy survey. http://www.oecd.org/education/skills-beyond-school/41529765.pdf
• Omigie, C. A., & Idiedo, O. V. (2019). Developing classroom libraries for promoting primary education in Nigeria. Library Philosophy and Practice, 1-32.
• Özbay, M. (2006). Environmental factor in reading education. Eurasian Journal of Educational Research, (24), 161-170.
• Özdemir, E. (2004). Okurluk donanımı [Literacy hardware]. Varlık Dergisi, (1157).
• Özkara, Y. (2010). An application on improving the reading levels of students having difficulty in reading. [Okuma güçlüğü olan öğrencilerin okuma düzeylerinin geliştirilmesine yönelik bir uygulama]. Pamukkale University Journal of Social Sciences Institute, 90(5), 109-119.
• Özsoy, Y. (1984). Okuma yetersizliği [Reading disability]. Anadolu Üniversitesi Eğitim Fakültesi Dergisi, (1), 17-21.
• Peng, P., Fuchs, D., Fuchs, L. S., Elleman, A. M., Kearns, D. M., Gilbert, J. K., ... & Patton III, S. (2019). A longitudinal analysis of the trajectories and predictors of word reading and reading comprehension development among at-risk readers. Journal of Learning Disabilities, 52(3), 195-208.
• Richardson, J. S., Morgan, R. F., & Fleener, C. (2012). Reading to learn in the content areas. Cengage Learning. https://books.google.com.tr/books?hl=tr&lr=&id=hXYKAAAAQBAJ&oi=fnd&pg=PR5&dq=reading+%26+learning&ots=_Dkdk0DFRe&sig=WAJJvW_U77vnoHM_ANd2cgWE27c&redir_esc=y#v=snippet&q=reading%20%26%20learning%20we%20look%20at%20reading&f=false
• Russell, K. M., & Airasian, W. P. (2011). Classroom assessment: Concepts and applications (7th ed.). New York: McGraw-Hill.
• Ruşen, M. (1999). Hızlı okuyarak anlama ve seçmeli okuma yöntemleri [Reading fluently, comprehension and selective reading methods]. (18th edition). İstanbul: ALFA Basım Yayın Dağıtım.
• Sangkaeo, S. (1999). Reading habit promotion in Asean libraries. 65th IFLA Council and General Conference Bangkok, Thailand, August 20 - August 28, 1999. https://archive.ifla.org/IV/ifla65/papers/091-114e.htm
• Schneider, M. (2002). Do school facilities affect academic outcomes? National Clearinghouse for Educational Facilities, Washington, DC.
• Schwanenflugel, P. J., Meisinger, E. B., Wisenbaker, J. M., Kuhn, M. R., Straus, G. P., & Morris, R. D. (2006). Becoming a fluent and automatic reader in the early elementary school years. Reading Research Quarterly, 41(4), 496-522. doi: 10.1598/RRQ.41.4.4
• Smart, D., Youssef, G. J., Sanson, A., Prior, M., Toumbourou, J. W., & Olsson, C. A. (2017). Consequences of childhood reading difficulties and behaviour problems for educational achievement and employment in early adulthood. British Journal of Educational Psychology, 87(2), 288-308.
• Snow, C. E., Burns, M. S., & Griffin, P. (1998). Reading difficulties in young children. Washington DC: National Academy Press.
• Snowling, M. J., & Hulme, C. (2012). Annual Research Review: The nature and classification of reading disorders-a commentary on proposals for DSM‐5. Journal of Child Psychology and Psychiatry, 53(5), 593-607.
• Spangler, M. (2016). 5 Steps for assessing dyslexia from a reading specialist. Contemporary Pediatrics, 33(8), 26-27.
• Spear-Swerling, L. (2006). Children’s reading comprehension and oral reading fluency in easy text. Reading and Writing, 19(2), 199-220. doi: 10.1007/s11145-005-4114-x
• Spear-Swerling, L. (2013). A road map for understanding reading disabilities and other reading problems, redux. In D. E. Alverman, N. J. Unrau, & R. B. Ruddell (Ed.), Theoretical models and processes of reading (6th Ed., pp. 412-436). doi:10.2307/326762
• Stewart, P. (2018). School library design, facilities and resources for sustainable cognitive and social development of students: An evaluative case study. School Libraries Worldwide, 24(2), 30-45.
• Stanford, G., & Oakland, T. (2000). Cognitive deficits underlying learning disabilities. School Psychology International, 21(3), 306-321. doi:10.1177/0143034300213007
• Suggate, S. P., Schaughency, E. A., & Reese, E. (2013). Children learning to read later catch up to children reading earlier. Early Childhood Research Quarterly, 28(1), 33-48.
• Şahin, A. E., & Kardaş İşler, N. (2016). Reading disability and comprehension difficulty of a 4th grade student: A case study. Journal of Mother Tongue Education, 4(2), 174-186.
• Torgesen, J. K. (2002). The prevention of reading difficulties. Journal of School Psychology, 40(1), 7-26. doi:10.1016/S0022-4405(01)00092-9
• Tunmer, W. E. (2008). Recent developments in reading intervention research: Introduction to the special issue. Reading and Writing, 21(4), 299-316. doi:10.1007/s11145-007-9108-4
• Tural, S. (1992). Sorulara cevaplarla kültür, edebiyat, dil [Culture, literature, language with answers to questions]. Ankara: Ecdad Yayınları.
• Türkmenoğlu, M., & Baştuğ, M. (2017). The overcoming reading diffuculty through peer tutoring in primary school. Journal of Qualitative Research in Education, 5(3), 36-66. doi:10.14689/issn.2148- 2624.1.5c3s2m
• UNESCO. (2013). Herkes için eğitim (EFA) küresel izleme raporu 2013/4.[The report & education for all (EFA2013/4] http://www.unesco.org.tr/Content_Files/Content/Sektor/Egitim/EFA2013-4.pdf
• Uzunkol, E. (2013). A case study for identifying and overcoming the problems encountered during the fluent reading process. Mersin University Journal of the Faculty of Education, 9(1), 70-83.
• Vangrieken, K., Dochy, F., Raes, E., & Kyndt, E. (2015). Teacher collaboration: A systematic review. Educational Research Review, 15, 17-40.
• Vellutino, F. R., Fletcher, J. M., Snowling, M. J., & Scanlon, D. M. (2004). Specific reading disability (dyslexia): What have we learned in the past four decades? Journal of Child Psychology and Psychiatry and Allied Disciplines, 45(1), 2-40. doi: 10.1046/j.0021-9630.2003.00305.x
• Wigfield, A., Guthrie, J. T., Tonks, S., & Perencevich, K. C. (2004). Children's motivation for reading: Domain specificity and instructional influences. The Journal of Educational Research, 97(6), 299-310.
• Wigfield, A., Gladstone, J. R., & Turci, L. (2016). Beyond cognition: Reading motivation and reading comprehension. Child Development Perspectives, 10(3), 190-195.
• Wonder-Mcdowell, C., Ray Reutzel, D., & Smith, J. A. (2011). Does instructional alignment matter? Effects on struggling second graders’ reading achievement. Elementary School Journal, 112(2), 259-279. doi: 10.1086/661524
• Yang, M., & Lee, H. J. (2022). Do school resources reduce socioeconomic achievement gap? Evidence from PISA 2015. International Journal of Educational Development, 88, 1-14.
• Yazıcıoğlu, Y., & Erdoğan, S. (2014). SPSS Uygulamalı bilimsel araştırma yöntemleri [SPSS Applied scientific research methods]. (4th edition). Ankara: Detay Yayıncılık.
• Yıldırım, A., & Şimşek, H. (2016). Sosyal bilimlerde nitel araştırma yöntemleri [Qualitative research methods in the social sciences]. (10th edition). Ankara: Seçkin Yayıncılık.
• Young, T. A., & Moss, B. (2006). Nonfiction in the classroom library: A literacy necessity. Childhood Education, 82(4), 207-212. doi: 10.1080/00094056.2006.10522824
• Yüksel, A. (2010). A study about improving one’s reading skills who has reading disability. Journal of Theoretical Educational Science, 3(1), 124-134.
• Zijlstra, H., Van Bergen, E., Regtvoort, A., De Jong, P. F., & Van Der Leij, A. (2021). Prevention of reading difficulties in children with and without familial risk: Short-and long-term effects of an early intervention. Journal of Educational Psychology, 113(2), 248-267. Doi:10.1037/edu0000489