A SYSTEMATIC META-ANALYSIS OF NON-OVERLAPPING DATA ON TECHNOLOGY-ASSISTED INTERVENTIONS FOR INDIVIDUALS WITH SPECIFIC LEARNING DISABILITIES
Abstract
Scientific evidence-based practices and technology-based interventions in special education have become increasingly preferred among experts, researchers, and teachers due to their effectiveness, ease of implementation, ease of measurement, and benefits in achieving outcomes. During the COVID-19 pandemic, the use of online or program-based interventions, including computers, smartphones, and tablets, has increased. The integration of technology-based programs and applications with special education practices has become a critical issue. This study evaluates scientific research that employs single-subject research designs to investigate technology-based interventions for students with learning disabilities. The effectiveness of these interventions is assessed through a systematic review of electronic indexes, inclusion criteria, effect size calculations, and analyses based on WWC (What Works Clearinghouse) and qualitative indicators (Kratochwill, 2013). The effectiveness of the interventions is described using non-overlapping data analysis methods such as Improvement Line Overlap Factors (ILOF) and Improvement Rate Difference (IRD) (Rakap, 2020). The study aims to: (1) Identify the research designs used in studies that explore the use of technology in learning disabilities, (2) Determine the interventions implemented in these studies and the technological functions they are based on, (3) Examine how the technologies employed affect the performance of students with learning disabilities, and (4) Calculate the effect sizes of technology-based interventions using ILOF and IRD to determine their effectiveness. In this context, a systematic review of the literature was conducted in detail. The literature review revealed that most of the studies were published between 2010 and 2020. Additionally, it was found that the majority of the studies utilized single-subject research methods, particularly multiple-baseline designs. The participants were typically students in formal education settings, particularly those receiving instruction in inclusive classrooms. For the descriptive analysis of the reviewed studies, DigitizeIt software (digitizeit.xyz) was used for graphical analysis, while the ILOF and IRD effect size calculation program available at http://www.singlecaseresearch.org/calculators/ird (Vannest et al., 2011) was employed for effect size calculations.
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Altun, H. & Kahveci, G. (2019). The Effectiveness of Virtual Reality-Based Teaching Material on Geometry-Related Problem-Solving in Students with Learning Disabilities. Necatibey Faculty of Education Electronic Journal of Science and Mathematics Education Vol. 13, Issue 1, June 2019, pp.460-482. https://doi.org/10.17522/balikesirnef.562047
Boon, R. T., Fore, C., Blankenship, T., & Chalk, J. (2007). Technology-Based Practices in Social Studies Instruction for Students with High-Incidence Disabilities: A Review of the Literature. Journal of Special Education Technology, 22(4), 41–56. https://doi.org/10.1177/016264340702200404
Chai, Z., Ayres, K. M., & Vail, C. O. (2016). Using an iPad App to Improve Phonological Awareness Skills in Young English-Language Learners with Disabilities. Journal of Special Education Technology, 31(1), 14–25. https://doi.org/10.1177/0162643416633332
Ciullo, S., Falcomata, T. S., Pfannenstiel, K., & Billingsley, G. (2015). Improving Learning With Science and Social Studies Text Using Computer-Based Concept Maps for Students with Disabilities. Behavior Modification, 39(1), 117–135. https://doi.org/10.1177/0145445514552890
Doğan, S., & Delialioğlu, O. (2020). A systematic review on use of technology in learning disabilities. Ankara University Faculty of Educational Sciences Journal of Special Education, 21(3), 611-638. https://doi.org/10.21565/ozelegitimdergisi.563763
Emily C. Bouck, Jiyoon Park & Kelly Stenzel (2020). Virtual manipulatives as assistive technology to support students with disabilities with mathematics, Preventing School Failure: Alternative Education for Children and Youth, 64:4, 281-289, https://doi.org/10.1080/1045988X.2020.1762157
Fitzgerald, N. S., Miller, S. P., Higgins, K., Pierce, T., & Tandy, D. (2012). Exploring the Efficacy of Online Strategy Instruction for Improving the Reading Abilities of Students with Learning Disabilities. Journal of Special Education Technology, 27(1), 33–47. https://doi.org/10.1177/016264341202700103
Ganz, J. B., Davis, J. L., Lund, E. M., Goodwyn, F. D., & Simpson, R. L. (2012). Meta-analysis of PECS with individuals with ASD: Investigation of targeted versus non-targeted outcomes, participant characteristics, and implementation phase. Research in Developmental Disorders, 33, 406-418. https://doi.org10.1016/j.ridd.2011.09.023.
Gonzalez-Ledo, M., Barbetta, P. M., & Unzueta, C. H. (2015). The Effects of Computer Graphic Organizers on the Narrative Writing of Elementary School Students with Specific Learning Disabilities. Journal of Special Education Technology, 30(1), 29–42. https://doi.org/10.1177/016264341503000103
Horner, R. H., Carr, E. G., Halle, J., McGee, G., Odom, S., & Wolery, M. (2005). The use of single-subject research to identify evidence-based practice in special education. Exceptional Children, 71(2), 165–179. https://doi.org/10.1177/001440290507100203
Hunt, J. H., & Vasquez, E. (2014). Effects of Ratio Strategies Intervention on Knowledge of Ratio Equivalence for Students with Learning Disability. The Journal of Special Education, 48(3), 180–190. https://doi.org/10.1177/0022466912474102
Kazdin, A. E. (1982). Single-case research designs: Methods for clinical and applied settings. New York, NY: Oxford Press.
Kiru, E. W., Doabler, C. T., Sorrells, A. M., & Cooc, N. A. (2018). A Synthesis of Technology-Mediated Mathematics Interventions for Students With or at Risk for Mathematics Learning Disabilities. Journal of Special Education Technology, 33(2), 111–123. https://doi.org/10.1177/0162643417745835
Kratochwill, T. R., Hitchcock, J., Horner, R. H., Levin, J. R., Odom, S. L., Rindskopf, D. M., & Shadish, W. R. (2010). Single-case designs technical documentation. Retrieved from What Works Clearinghouse website: http://ies.ed.gov/ncee/wwc/pdf/wwc_scd.pdf.
Mize, M, Park, Y. iPad‐assisted reading fluency instruction for fourth graders with reading difficulties: A single case experimental design. J Comput Assist Learn. 2020; 1– 10. https://doi.org/10.1111/jcal.12503
Mize, M., Park, Y., Schramm-Possinger, M., & Coleman, M. B. (2020). Developing a Rubric for Evaluating Reading Applications for Learners with Reading Difficulties. Intervention in School and Clinic, 55(3), 145–153. https://doi.org/10.1177/1053451219842237
Özkubat, U., Karabulut, A., & Akçayır, İ. (2020). Solving Mathematics Problems Using Schemas: Examining Schema-Based Instructional Interventions from the Perspective of Students with Learning Disabilities. OMU Journal of Education Faculty, 39(2), 327-342. https://doi.org/10.7822/omuefd.774137
Parker, R. I., Vannest, K. J., & Davis, J. L. (2011). Effect Size in Single-Case Research: A Review of Nine Nonoverlap Techniques. Behavior Modification, 35(4), 303–322. https://doi.org/10.1177/0145445511399147
Rakap, S. Yucesoy-Ozkan, S.,& Kalkan, S. (2020). Effect Size Calculations in Single-Case Experimental Research Design: An Investigation of Nonoverlap Methods. Turkish Journal of Psychology, 35(85), 1-63. DOI: 10.31828/tpd1300443320181023m000015
Rogers, L. A.,& Graham, S. (2008). A Meta-Analysis of Single-Subject Design Writing Intervention Research. Journal of Educational Psychology, 100(4), 879-906. https://doi.org/10.1037/0022-0663.100.4.879
Satsangi, R., Billman, R. H., Raines, A. R., & Macedonia, A. M. (2020). Studying the Impact of Video Modelingfor Algebra Instruction for Students With Learning Disabilities. The Journal of Special Education. https://doi.org/10.1177/0022466920937467
Satsangi, R., Hammer, R., & Bouck, E. C. (2020). Using Video Modeling to Teach Geometry Word Problems: A Strategy for Students With Learning Disabilities. Remedial and Special Education, 41(5), 309–320. https://doi.org/10.1177/0741932518824974
Scruggs, T. E., Mastropieri, M. A., & Castro, G. (1987). The quantitative synthesis of single-subject research: Methodology and validation. Remedial and Special Education, 8(2), 24–33. https//doi.org/10.1177/074193258700800206
Scruggs, T. E., Mastropieri, M. A., & Casto, G. (1987). The quantitative synthesis of single-subject research: Methodology and validation. Remedial and Special Education, 8(2), 24-33. https://doi.org/10.1177/074193258700800206
Scruggs, T. E., & Mastropieri, M. A. (2013). PND at 25: Past, present, and future trends in summarizing single-subject research. Remedial and Special Education, 34(1), 9-19. https://doi.org/10.1177/0741932512440730
Shin, M., Bryant, D. P., Bryant, B. R., McKenna, J. W., Hou, F., & Ok, M. W. (2017). Virtual Manipulatives: Tools for Teaching Mathematics to Students With Learning Disabilities. Intervention in School and Clinic, 52(3), 148–153. https://doi.org/10.1177/1053451216644830
Straub, C., & Vasquez, E. (2015). Effects of Synchronous Online Writing Instruction for Students With Learning Disabilities. Journal of Special Education Technology, 30(4), 213–222. https://doi.org/10.1177/0162643415618929
Şen, N., & Şen, S. (2019). Calculation of effect size in single-subject experimental studies: Examination of non-regression-based methods. Journal of Measurement and Evaluation in Education and Psychology 2019; 10(1); 30-48. https://doi.org/10.21031/epod.419625
Tekin-Iftar, E., Olcay, S., Sirin, N., Bilmez, H., Degirmenci, H. D., & Collins, B. C. (2021). Systematic Reviewof Safety Skill Interventions for Individuals With Autism Spectrum Disorder. The Journal of Special Education, 54(4), 239–250. https://doi.org/10.1177/0022466920918247
Terzioğlu, I., Curaoğlu, O. & Yıkmış, A. (2019). Descriptive Analysis of Researches Usıng Computer Assısted Instruction in the Development of Mathematical Skills of Students With Special Learning Difficulty. Bolu Abant İzzet Baysal University Faculty of Education Journal, 19(1), 371-382. https://dx.doi.org/10.17240/ aibuefd.2019.19.43815-450711
Young, M. C., Courtad, C. A., Douglas, K. H., & Chung, Y.-C. (2019). The Effects of Text-to-Speech on Reading Outcomes for Secondary Students With Learning Disabilities. Journal of Special Education Technology, 34(2), 80–91. https://doi.org/10.1177/0162643418786047
DOI: http://dx.doi.org/10.46827/ejse.v11i4.6076
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