The Use of Single-Subject Research Methods in Sport Sciences: A Systematic Review
DOI:
https://doi.org/10.5281/zenodo.18432524Keywords:
Single-subject research, sport sciences, adapted physical activity, multiple-baseline design, individuals with special needsAbstract
The purpose of this study was to systematically review national and international research conducted using single-subject research methods in the field of sport sciences and to identify methodological trends in the literature. Accordingly, studies published between 2020 and 2025 in the international literature and studies published without any time restriction in the national literature were searched. International searches were conducted in the PubMed, Web of Science, Scopus, and Google Scholar databases, while national searches were performed in the DergiPark database. Following the searches based on predefined keywords, studies that met the inclusion and exclusion criteria were analyzed using descriptive analysis. The findings indicated that single-subject research designs are widely used in the international literature, whereas only three studies employing these methods were identified in the national sport sciences literature. The reviewed studies predominantly employed multiple-baseline across-participants designs, concurrent multiple-baseline designs, and AB-based designs, and the interventions mainly consisted of adapted physical activity, sport-specific training, and clinical exercise protocols. The results demonstrate that single-subject research methods enable the monitoring of individual performance changes and the detailed evaluation of intervention effectiveness in sport sciences; however, these methods have not yet become widespread at the national level. Based on these findings, recommendations were developed for the broader application of single-subject research methods across different sport branches and diverse groups with special needs.
References
Alberto, P. A. ve Troutman, A. C. (2009). Applied beha¬vior analysis for teacher. (8. baskı). Upper Saddle River, NJ: Pearson Education.
Alnahdi, G. H. (2015). Single-subject designs in special education: Advantages and limitations. Journal of Research in Special Educational Needs, 15(4), 257-265. https://doi.org/10.1111/1471-3802.12039
American Psychological Association. (2020). Publication manual of the American psychological association. American psychological association.
Aslan, A. (2018). Sistematik derleme ve meta-analizi. Acta Medica Alanya, 2(2), 62-63. https://doi.org/10.30565/medalanya.439541
Barker, J., McCarthy, P., Jones, M., & Moran, A. (2011). Single Case Research Methods in Sport and Exercise Psychology. Abingdon, UK: Routledge. https://doi.org/10.4324/9780203861882
Başkonuş, T., & Soykan, Ö. (2024). The importance of exercise-based physical activity for individuals diagnosed with autism spectrum disorder. Global Scientific and Academic Research Journal of Multidisciplinary Studies, 3(7), 8–13
Best, J. W., & Kahn, J. V. (1998). Research in Education (8th ed.). Boston, MA: Allyn & Bacon.
Byiers, B. J., Reichle, J., & Symons, F. J. (2012). Single subject experimental design for evidence based practice. American Journal of Speech Language Pathology, 21(4), 397–414. https://doi.org/10.1044/1058-0360(2012/11-0036)
Cook, B. G. ve Cook, S. C. (2013). Unraveling eviden¬ce-based practices in special education. The Jour¬nal of Special Education, 47(2), 71-82. https://doi.org/10.1177/0022466911420877
Çakıroğlu, O. (2012). Single subject research: applications to special education. British Journal of Special Education, 39(1), 21-29. https://doi.org/10.1111/j.1467-8578.2012.00530.x
Degroote, L., De Paepe, A., De Bourdeaudhuij, I., Van Dyck, D., & Crombez, G. (2021). Effectiveness of the mHealth intervention 'MyDayPlan' to increase physical activity: an aggregated single case approach. The international journal of behavioral nutrition and physical activity, 18(1), 92. https://doi.org/10.1186/s12966-021-01163-2
Favero, T. G. (2019). Undergraduate research using single-subject research design in exercise physiology. Advances in physiology education, 43(3), 392-396. https://doi.org/10.1152/advan.00053.2019
Gökgöz, Y., Öztürk, M. A., & Pınar, S. (2019). Oyun konsollu fiziksel aktivite programı ile otizm spektrumundaki bireylerde fiziksel uygunluğun geliştirilmesi. Beden Eğitimi ve Spor Araştırmaları Dergisi, 11(1), 1-11. https://doi.org/10.30655/besad.2019.11
Haff, G. G. (Ed.). (2010). Sport science [Roundtable discussion]. Strength & Conditioning Journal, 32(2), 33–45. https://doi.org/10.1519/SSC.0b013e3181d59c74
Hopkins, W. G. (2000). Measures of reliability in sports medicine and science. Sports Medicine, 30(1), 1–15. https://doi.org/10.2165/00007256-200030010-00001
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
Hume, K.,Steinbrenner, J. R.,Odom, S. L.,Morin, K. L.,Nowell, S. W.,Tomaszewski, B.,Szendrey, S.,McIntyre, N. S.,Yucesoy-Ozkan, S., & Savage, M. N. (2021). Evidence-based practices for children, youth, and young adults with autism: Third generation review. Journal of Autism and Developmental Disorders, 51(11), 4013-4032. https://doi.org/https://doi.org/10.1007/s10803-020-04844-2
Kazdin, A. E. (2021). Single-case experimental designs: Characteristics, changes, and challenges. Journal of the Experimental Analysis of Behavior, 115(1), 56-85. https://doi.org/10.1002/jeab.638
Kennedy, C. H. (2005). Single-case designs for educa¬tional research. Boston, MA: Pearson Education.
Kırcaali-İftar, G. (2018). Tek denekli araştırmaların tarihçesi. E. Tekin-İftar (Ed.), Eğitim ve davranış bilimlerinde tek denekli araştırmalar (2 ed.) Anı Yayıncılık.
Kinugasa, T. (2013). The application of single-case research designs to study elite athletes’ conditioning: An update. Jour2021nal of Applied Sport Psychology, 25(1), 157-166. https://doi.org/10.1080/10413200.2012.709578
Kinugasa, T., Cerin, E., & Hooper, S. (2004). Single-subject research designs and data analyses for assessing elite athletes’ conditioning. Sports medicine, 34(15), 1035-1050. https://doi.org/10.2165/00007256-200434150-00003
Kratochwill, T. R.,Hitchcock, J. H.,Horner, R. H.,Levin, J. R.,Odom, S. L.,Rindskopf, D. M., & Shadish, W. R. (2013). Single-case intervention research design standards. Remedial and Special Education, 34(1), 26-38. https://doi.org/10.1177/0741932512452794
Kuhaneck, H. M., Watling, R., & Glennon, T. J. (2023). Ayres Sensory Integration® for Addressing Play in Autistic Children: A Multiple-Baseline Examination. The American journal of occupational therapy : official publication of the American Occupational Therapy Association, 77(2), 7702205080. https://doi.org/10.5014/ajot.2023.050169
Gast, D. L., & Ledford, J. R. (2018). Research approaches in applied settings. Single case research methodology, 1-26.
Lewis, T. J., & Gage, N. (2013). Single-subject research design. Oxford University Press.
Lockwich, J., Kitzman, P., Skubik-Peplaski, C., Andreatta, R., & Schwartzkopf-Phifer, K. (2025). Pushing the limit to reach meaningful change: the impact of intensity-driven exercise on clinical outcomes for individuals with Parkinson's disease. A single-subject design. Disability and rehabilitation, 47(8), https://doi.org/10.1080/09638288.2024.2388873
Martin, G. L., Thompson, K., & Regehr, K. (2004). Studies using single-subject designs in sport psychology: 30 years of research. The Behavior Analyst, 27(2), 263-280. https://doi.org/10.1007/BF03393185
Martinez, S. K., Miltenberger, R. G., & Deshmukh, S. S. (2024). Comparing video feedback and video modeling plus video feedback for improving soccer skills. Journal of applied behavior analysis, 57(4), 936–946. https://doi.org/10.1002/jaba.2903
Martonick, N. J., Chun, Y., Krumpl, L., & Bailey, J. P. (2022). Lower Extremity Kinematic Waveform Analysis During a Single Leg Drop Task - Including a Single Subject Design. International journal of sports physical therapy, 17(7), 1271–1281. https://doi.org/10.26603/001c.55538
Moher, D., Liberati, A., Tetzlaff, J., & Altman, D. G. (2009). Preferred reporting items for systematic reviews and meta-analyses. BMJ: British Medical Journal, 339, 1-8. https://doi.org/10.1136/bmj.b2535
Monaghan, A. S., Hooyman, A., Dibble, L. E., Mehta, S. H., & Peterson, D. S. (2024). Stability Changes in Fall-Prone Individuals With Parkinson Disease Following Reactive Step Training. Journal of neurologic physical therapy : JNPT, 48(1), 46–53. https://doi.org/10.1097/NPT.0000000000000442
Mujika, I., Yamashita, D., & Solli, G. S. (2025). Writing high-quality case studies in sport science. International Journal of Sports Physiology and Performance, 1(aop), 1-4. https://doi.org/10.1123/ijspp.2025-0025
Odom, S. L.,Brantlinger, E.,Gersten, R.,Horner, R. H.,Thompson, B., & Harris, K. R. (2005). Research in special education: Scientific methods and evidence-based practices. Exceptional Children, 71(2), 137-148. https://doi.org/10.1177/001440290507100201
Olive, M. L. ve Franco, J. H. (2007). (Effect) size mat¬ters: And so does the calculation. The Behavior Analyst Today, 8(2), 76-86.
Page, P. (2012). Research designs in sports physical therapy. International journal of sports physical therapy, 7(5), 482.
Phrathep, D., Donohue, B., Kraus, S., Paul, M., & Mercer, J. (2022). A Controlled Evaluation of a Sport-Specific Performance Optimization Program in an Athlete Diagnosed With Attention Deficit Hyperactivity Disorder and Oppositional Defiant Disorder Within the Context of COVID-19. Clinical case studies, 21(3), 209–234. https://doi.org/10.1177/15346501211048508
Rakap, S. (2016). Özel eğitimde bilimsel dayanaklı uy¬gulamalar. V. Aksoy (Ed.), Özel eğitim içinde (ss. 181- 211). Ankara: Pegem Akademi.
Reichow, B. (2016). Evidence-based practice in the con¬text of early childhood special education. B. Re-ichow, B. A. Boyd, E. E. Barton ve S. L. Odom (Ed.), Handbook of early childhood special educa-tion içinde (ss. 107-124). New York, NY: Springer. https://doi.org/10.1007/978-3-319-28492-7_7
Rimmer, J. H. (2008). Promoting inclusive physical activity communities for people with disabilities. President's Council on Physical Fitness and Sports.
Savikangas, T., Valadão, P., Haapala, E. A., & Finni, T. (2024). Effects of multicomponent exercise intervention on cardiometabolic risk factors in children and young adults with cerebral palsy: a multiple-baseline trial. BMC sports science, medicine & rehabilitation, 16(1), 219. https://doi.org/10.1186/s13102-024-01006-0
Sokratous, D., Charalambous, C. C., Zamba-Papanicolaou, E., Michailidou, K., & Konstantinou, N. (2024). A 12-week in-phase bilateral upper limb exercise protocol promoted neuroplastic and clinical changes in people with relapsing remitting multiple sclerosis: A registered report randomized single-case concurrent multiple baseline study. PloS one, 19(10), e0299611. https://doi.org/10.1371/journal.pone.0299611
Southey, B., Spits, D., Austin, D., Connick, M., & Beckman, E. (2025). Determining the Effects of a 6-Week Training Intervention on Reactive Strength: A Single-Case Experimental Design Approach. Journal of functional morphology and kinesiology, 10(2), 191. https://doi.org/10.3390/jfmk10020191
Soykan, O., Başkonuş, T., Çiriş, V., & Akdal, D. (2025). The Effectiveness of Adapted Physical Activity in the Development of Motor Skills in Children Aged 3 to 6 Years With Autism Spectrum Disorder. Pamukkale Journal of Sport Sciences, 16, 1-25. https://doi.org/10.54141/psbd.1661623
Steinbrenner, J. R.,Hume, K.,Odom, S. L.,Morin, K. L.,Nowell, S. W.,Tomaszewski, B.,Szendrey, S.,Mcintyre, N. S.,Yücesoy-Özkan, Ş., & Savage, M. N. (2020). Evidence-based practices for children, youth, and young adults with autism spectrum disorder.
Tekin-İftar, E. (Ed.) (2012). Eğitim ve Davranış Bilimlerinde Tek Denekli Araştırmalar. Türk Psikologları Derneği, Ankara.
Vints, W. A. J., Levin, O., van Griensven, M., Vlaeyen, J. W. S., Masiulis, N., Verbunt, J., & van Laake-Geelen, C. C. M. (2024). Neuromuscular electrical stimulation to combat cognitive aging in people with spinal cord injury: protocol for a single case experimental design study. BMC neurology, 24(1), 197. https://doi.org/10.1186/s12883-024-03699-9
Wambaugh, J., & Schlosser, R. (2014). Single-subject experimental design: An overview. Clinical Research Education Library, 2(1), 1. https://doi.org/10.1044/cred-cred-ssd-r101-002
Watson, D. R., Hill, A. P., & Madigan, D. J. (2023). Psychological skills training and perfectionism: A single-subject multiple baseline study. Journal of applied sport psychology, 35(5), 854-873. https://doi.org/10.1080/10413200.2022.2137597
Wilson, P. J., Connick, M. J., Dutia, I. M., Beckman, E. M., Macaro, A., & Tweedy, S. M. (2021). Does sports-specific training improve measures of impairment developed for para sport classification? A multiple-baseline, single-case experiment. Journal of sports sciences, 39(sup1), 81–90. https://doi.org/10.1080/02640414.2021.1883309
Yazar, D., & Alp, H. (2023). Yeme Problemi Olan Otizmli Bireylere Uyarlanmış Fiziksel Aktivite ve Beslenme Programı ile Müdahale. Eurasian Journal of Sport Sciences and Education, 5(2), 211-224. https://doi.org/10.47778/ejsse.1343093
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