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Articles
Published: 2025-12-30

How serious are serious game assessments of reading and reading-related skills?

Niilo Mäki Institute
Niilo Mäki Institute
Centre for Applied Language Studies, University of Jyväskylä; Jyväskylän kenttäurheilijat (JKU)
Centre for Applied Language Studies, University of Jyväskylä
Pirha - The Wellbeing Services County of Pirkanmaa
Niilo Mäki Institute
Centre for Applied Language Studies, University of Jyväskylä
reading fluency digital serious game assessment assessment of reading and reading-related skills transparent orthography GraphoLearn

Abstract

Purpose: This study examined the validity of serious game–based assessments (SGAs) for measuring Finnish primary school children’s (Grades 1–4; n = 735) reading, spelling, and related cognitive skills. Methods: Performance in the digital SGAs was compared with corresponding paper-and-pencil tasks assessing word and pseudoword reading, sentence reading fluency, spelling, and underlying skills including phonological processing, rapid automatized naming, short-term memory, receptive vocabulary, and associative learning. Results: The SGAs showed good concurrent and construct validity for reading fluency, reading accuracy, spelling, rapid automatized naming, and vocabulary. The SGA tasks explained 72–80% of the variance in traditional reading fluency measures and 51–66% in reading accuracy. Conclusions: The findings indicate that serious game–based assessments provide a valid and engaging alternative to traditional literacy assessment tools. Implications for digital assessment and intervention in reading development are discussed.

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References

  1. Ahonen, T., Tuovinen, S., & Leppäsaari, T. (2003). Nopean sarjallisen nimeämisen testi [The test of rapid serial naming]. ER-Paino OY: Haukkarannan koulun julkaisut, Niilo Mäki Instituutti, Lievestuore.
  2. American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). Washington, DC: Author. DOI: https://doi.org/10.1176/appi.books.9780890425596
  3. Aro, M., & Wimmer, H. (2003). Learning to read: English in comparison to six more regular orthographies. Applied Psycholinguistics, 24, 621–635. https://doi.org/10.1017/s0142716403000316 DOI: https://doi.org/10.1017/S0142716403000316
  4. Auphan, P., Ecalle, J., & Magnan, A. (2019). Computer-based assessment of reading ability and subtypes of readers with reading comprehension difficulties: A study in French children from G2 to G9. European Journal of Psychology of Education, 34, 641–663. https://doi.org/10.1007/s10212-018-0396-7 DOI: https://doi.org/10.1007/s10212-018-0396-7
  5. Bennett, R. E. (2015). The changing nature of educational assessment. Review of Research in Education, 39, 370–407. https://doi.org/10.3102/0091732x14554179 DOI: https://doi.org/10.3102/0091732X14554179
  6. Björn, P. M., Aro, M. T., Koponen, T. K., Fuchs, L. S., & Fuchs, D. H. (2016). The many faces of special education within RTI frameworks in the United States and Finland. Learning Disability Quarterly, 39, 58–66. https://doi.org/ 10.1177/0731948715594787 DOI: https://doi.org/10.1177/0731948715594787
  7. Black, P., & Wiliam, D. (1998). Assessment and classroom learning. Assessment in Education: Principles, Policy & Practice, 5(1), 7–74. https://doi.org/10.1080/0969595980050102 DOI: https://doi.org/10.1080/0969595980050102
  8. Blok, H., Oostdam, R., Otter, M. E., & Overmaat, M. (2002). Computer-assisted instruction in support of beginning reading instruction: A review. Review of Educational Research, 72(1), 101–130. https://doi.org/10.3102/00346543072001101 DOI: https://doi.org/10.3102/00346543072001101
  9. Bolanos, D. (2012, December). The bavieca open-source speech recognition toolkit. In 2012 IEEE Spoken Language Technology Workshop (SLT) (pp. 354-359). IEEE. DOI: https://doi.org/10.1109/SLT.2012.6424249
  10. Borleffs, E., Glatz, T. K., Daulay, D. A., Richardson, U., Zwarts, F., & Maassen, B. A. (2018). GraphoGame SI: The development of a technology-enhanced literacy learning tool for Standard Indonesian. European Journal of Psychology of Education, 33, 595–613. https://doi.org/10.1007/s10212-017-0354-9 DOI: https://doi.org/10.1007/s10212-017-0354-9
  11. Brandenburg, J., Klesczewski, J., Fischbach, A., Schuchardt, K., Büttner, G., & Hasselhorn, M. (2015). Working memory in children with learning disabilities in reading versus spelling: Searching for overlapping and specific cognitive factors. Journal of Learning Disabilities, 48(6), 622–634. https://doi.org/10.1177/0022219414521665 DOI: https://doi.org/10.1177/0022219414521665
  12. Caravolas, M. (2004). Spelling development in alphabetic writing systems: A cross-linguistic perspective. European Psychologist, 9(1), 3–14. https://doi.org/10.1027/1016-9040.9.1.3 DOI: https://doi.org/10.1027/1016-9040.9.1.3
  13. Carson, K., Boustead, T., & Gillon, G. (2014). Predicting reading outcomes in the classroom using a computer-based phonological awareness screening and monitoring assessment (Com-PASMA). International Journal of Speech-Language Pathology, 16, 552–561. https://doi.org/10.3109/17549507.2013.855261 DOI: https://doi.org/10.3109/17549507.2013.855261
  14. Cho, E., Compton, D. L., Fuchs, D., Fuchs, L. S., & Bouton, B. (2014). Examining the predictive validity of a dynamic assessment of decoding to forecast response to tier 2 intervention. Journal of Learning Disabilities, 47, 409–423. https://doi.org/10.1177/0022219412466703 DOI: https://doi.org/10.1177/0022219412466703
  15. Clemens, N. H., Hagan-Burke, S., Luo, W., Cerda, C., Blakely, A., Frosch, J. … & Jones, M. (2015). The Predictive Validity of a Computer-Adaptive Assessment of Kindergarten and First-Grade Reading Skills. School Psychology Review, 44(1), 76–97. https://doi.org/10.17105/spr44-1.76-97 DOI: https://doi.org/10.17105/SPR44-1.76-97
  16. Costello, A. B., & Osborne, J. (2005). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical assessment, research, and evaluation, 10(1), 7. https://doi.org/10.7275/jyj1-4868
  17. de Jong, P. F., & van der Leij, A. (1999). Specific contributions of phonological abilities to early reading acquisition: Results from a Dutch latent variable longitudinal study. Journal of Educational Psychology, 91(3), 450–476. https://doi.org/10.1037/0022-0663.91.3.450 DOI: https://doi.org/10.1037//0022-0663.91.3.450
  18. de Jong, P. F., & van der Leij, A. (2003). Developmental changes in the manifestation of a phonological deficit in dyslexic children learning to read a regular orthography. Journal of Educational Psychology, 95(1), 22–40. https://doi.org/10.1037/0022-0663.95.1.22 DOI: https://doi.org/10.1037//0022-0663.95.1.22
  19. DeGraff, A. J. (2005). Monitoring Growth in Early Reading Skills: Validation of a Computer Adaptive Test. Retrieved from http://purl.flvc.org/fsu/fd/FSU_migr_etd-0788
  20. Dunn, L. M., Dunn, L. M., Bulheller, S., & Häcker, H. (1965). Peabody picture vocabulary test. Circle Pines, MN: American Guidance Service.
  21. Eklund, G., Sundqvist, C., Lindell, M., & Toppinen, H. (2021). A study of Finnish primary school teachers’ experiences of their role and competences by implementing the three-tiered support. European Journal of Special Needs Education, 36(5), 729-742. https://doi.org/10.1080/08856257.2020.1790885 DOI: https://doi.org/10.1080/08856257.2020.1790885
  22. Eklund, K., Torppa, M., Aro, M., Leppänen, P. H., & Lyytinen, H. (2015). Literacy skill development of children with familial risk for dyslexia through grades 2, 3, and 8. Journal of Educational Psychology, 107(1), 126–140. https://doi.org/10.1037/a0037121 DOI: https://doi.org/10.1037/a0037121
  23. Fletcher, J. M., Francis, D. J., Foorman, B. R., & Schatschneider, C. (2021). Early detection of dyslexia risk: Development of brief, teacher-administered screens. Learning Disability Quarterly, 44(3), 145-157. https://doi.org/10.1177/0731948720931870 DOI: https://doi.org/10.1177/0731948720931870
  24. Foldnes, N., Uppstad, P. H., Grønneberg, S., & Thomson, J. M. (2024). School entry detection of struggling readers using gameplay data and machine learning. Frontiers in Education, 9, 1487694. https://doi.org/10.3389/feduc.2024.1487694 DOI: https://doi.org/10.3389/feduc.2024.1487694
  25. Fratti, S., Bowden, S. C., & Cook, M. J. (2017). Reliability and validity of the CogState computerized battery in patients with seizure disorders and healthy young adults: Comparison with standard neuropsychological tests. The Clinical Neuropsychologist, 31(3), 569–586. https://doi.org/10.1080/13854046.2016.1256435 DOI: https://doi.org/10.1080/13854046.2016.1256435
  26. Fuchs, D., & Fuchs, L. S. (2005). Responsiveness-to-intervention: A blueprint for practitioners, policymakers, and parents. Teaching Exceptional Children, 38(1), 57–61. https://doi.org/10.1177/004005990503800112 DOI: https://doi.org/10.1177/004005990503800112
  27. Furnes, B., & Samuelsson, S. (2010). Predicting reading and spelling difficulties in transparent and opaque orthographies: A comparison between Scandinavian and US/Australian children. Dyslexia, 16(2), 119–142. https://doi.org/10.1002/dys.401 DOI: https://doi.org/10.1002/dys.401
  28. Furnes, B., & Samuelsson, S. (2011). Phonological awareness and rapid automatized naming predicting early development in reading and spelling: Results from a cross-linguistic longitudinal study. Learning and Individual Differences, 21(1), 85–95. https://doi.org/10.1016/j.lindif.2010.10.005 DOI: https://doi.org/10.1016/j.lindif.2010.10.005
  29. Gathercole, S. E., Service, E., Hitch, G. J., Adams, A. M., & Martin, A. J. (1999). Phonological short-term memory and vocabulary development: Further evidence on the nature of the relationship. Applied Cognitive Psychology: The Official Journal of the Society for Applied Research in Memory and Cognition, 13(1), 65–77. https://doi.org/10.1002/(sici)1099-0720(199902)13:1<65::aid-acp548>3.0.co;2-o DOI: https://doi.org/10.1002/(SICI)1099-0720(199902)13:1<65::AID-ACP548>3.0.CO;2-O
  30. Georgiou, G. K., Torppa, M., Landerl, K., Desrochers, A., Manolitsis, G., de Jong, P. F., & Parrila, R. (2020). Reading and spelling development across languages varying in orthographic consistency: Do their paths cross? Child Development, 91(2), e266–e279. https://doi.org/10.1111/cdev.13218 DOI: https://doi.org/10.1111/cdev.13218
  31. Glatz, T., Tops, W., Borleffs, E., Richardson, U., Maurits, N., Desoete, A., & Maassen, B. (2023). Dynamic assessment of the effectiveness of digital game-based literacy training in beginning readers: a cluster randomised controlled trial. PeerJ, 11, e15499. https://doi.org/10.7717/peerj.15499 DOI: https://doi.org/10.7717/peerj.15499
  32. GraphoLearn. (n.d.). Partners. Retrieved from https://info.grapholearn.com/partners/
  33. Hammill, D. D. (2004). What we know about correlates of reading. Exceptional Children, 70, 453–468. https://doi.org/10.1177/001440290407000405 DOI: https://doi.org/10.1177/001440290407000405
  34. Hammill, D. D., Mather, N., Allen, E. A. & Roberts, R. (2002). Using semantics, grammar, phonology, and rapid naming tasks to predict word identification. Journal of Learning Disabilities, 35, 121–136. https://doi.org/10.1177/002221940203500204 DOI: https://doi.org/10.1177/002221940203500204
  35. Heikkilä, R., Korpivaara P., Kettunen, A., Shenouda Khalil, K., Ryssy, J., Stylman, E., Westerholm, J., Hautala, J., & Niskakoski, M. (2023). AKI – Alakoulun DigiLukiseula: luku- ja kirjoitustaidon sähköiset tuen tarpeen tunnistamisen välineet luokille 1–6. [DigiLukiseula - Digital Reading and Spelling Screening Tool for Elementary School] Niilo Mäki Instituutti. Available in: https://digilukiseula.nmi.fi/alakoulun-digilukiseula/
  36. Ho, C. S.-H., Chan, D. W., Tsang, S.-M., Lee, S.-H., & Chung, K. K. H. (2006). Word learning deficit among Chinese dyslexic children. Journal of Child Language, 33, 145–161. https://doi.org/10.1017/s0305000905007154 DOI: https://doi.org/10.1017/S0305000905007154
  37. Hooshyar, D., Yousefi, M., & Lim, H. (2018). A procedural content generation-based framework for educational games: Toward a tailored data-driven game for developing early English reading skills. Journal of Educational Computing Research, 56, 293–310. https://doi.org/10.1177/0735633117706909 DOI: https://doi.org/10.1177/0735633117706909
  38. Hulme, C., Goetz, K., Gooch, D., Adams, J., & Snowling, M. J. (2007). Paired-associate learning, phoneme awareness, and learning to read. Journal of Experimental Child Psychology, 96(2), 150–166. https://doi.org/10.1016/j.jecp.2006.09.002 DOI: https://doi.org/10.1016/j.jecp.2006.09.002
  39. Häyrinen, T., Serenius-Sirve S., & Korkman, M. (2013). Lukilasse 2. Lukemisen, kirjoittamisen ja laskemisen seulontatesti 1.–6. vuosiluokille. [A screening test for reading, spelling, and arithmetic for grades 1-6]. Helsinki: Hogrefe Psykologien Kustannus Oy.
  40. Jamshidifarsani, H., Garbaya, S., Lim, T., Blazevic, P., & Ritchie, J. M. (2019). Technology-based reading intervention programs for elementary grades: An analytical review. Computers & Education, 128, 427–451. https://doi.org/10.1016/j.compedu.2018.10.003 DOI: https://doi.org/10.1016/j.compedu.2018.10.003
  41. Jiménez, J. E., García, E., & Balade, J. (2024). Advancing Dyslexia Assessment in Children through Computerized Testing. J. Vis. Exp, 210, e67031. https://doi.org/10.3791/67031 DOI: https://doi.org/10.3791/67031
  42. Juul, H., Poulsen, M., & Elbro, C. (2014). Separating speed from accuracy in beginning reading development. Journal of Educational Psychology, 106(4), 1096–1106. https://doi.org/10.1037/a0037100 DOI: https://doi.org/10.1037/a0037100
  43. Kingston, N. M. (2008). Comparability of computer- and paper-administered multiple-choice tests for K–12 populations: A synthesis. Applied Measurement in Education, 22(1), 22–37. https://doi.org/10.1080/08957340802558326 DOI: https://doi.org/10.1080/08957340802558326
  44. Kirby, J. R., Georgiou, G. K., Martinussen, R., & Parrila, R. (2010). Naming speed and reading: From prediction to instruction. Reading Research Quarterly, 45(3), 341–362. https://doi.org/10.1598/rrq.45.3.4 DOI: https://doi.org/10.1598/RRQ.45.3.4
  45. Korkman, M., Kirk, U., & Kemp, S. (2007). NEPSY-II. San Antonio, TX: Pearson.
  46. Korkman, M., Kirk, U., & Kemp, S. L. (1998). NEPSY: Lasten neuropsykologinen tutkimus [The neuropsychological assessment of children]. Helsinki: Psykologien kustannus.
  47. Kroehne, U., Buerger, S., Hahnel, C., & Goldhammer, F. (2019). Construct equivalence of pisa reading comprehension measured with paper‐based and computer‐based assessments. Educational Measurement: Issues and Practice, 38(3), 97–111. https://doi.org/10.1111/emip.12280 DOI: https://doi.org/10.1111/emip.12280
  48. Landerl, K., Freudenthaler, H. H., Heene, M., De Jong, P. F., Desrochers, A., Manolitsis, G., ... & Georgiou, G. K. (2019). Phonological awareness and rapid automatized naming as longitudinal predictors of reading in five alphabetic orthographies with varying degrees of consistency. Scientific Studies of Reading, 23(3), 220–234. https://doi.org/10.1080/10888438.2018.1510936 DOI: https://doi.org/10.1080/10888438.2018.1510936
  49. Landerl, K., & Wimmer, H. (2008). Development of word reading fluency and spelling in a consistent orthography: An 8-year follow-up. Journal of Educational Psychology, 100(1), 150–161. https://doi.org/10.1037/0022-0663.100.1.150 DOI: https://doi.org/10.1037/0022-0663.100.1.150
  50. Leppänen, U., Niemi, P., Aunola, K., & Nurmi, J. E. (2006). Development of reading and spelling Finnish from preschool to grade 1 and grade 2. Scientific Studies of Reading, 10(1), 3–30. https://doi.org/10.1207/s1532799xssr1001_2 DOI: https://doi.org/10.1207/s1532799xssr1001_2
  51. Lerkkanen, M.-K., Poikkeus A.-M., Ahonen, T., Siekkinen, M., Niemi, P., & Nurmi, J.-E. (2010). Luku- ja kirjoitustaidon kehitys sekä motivaatio esi- ja alkuopetusvuosina. [The development of reading and spelling skills and motivation during early school grades]. Kasvatus, 41(2), 116–128.
  52. Lervåg, A., & Hulme, C. (2009). Rapid automatized naming (RAN) taps a mechanism that places constraints on the development of early reading fluency. Psychological Science, 20(8), 1040–1048. https://doi.org/10.1111/j.1467-9280.2009.02405.x DOI: https://doi.org/10.1111/j.1467-9280.2009.02405.x
  53. Lervåg, A., & Hulme, C. (2010). Predicting the growth of early spelling skills: Are there heterogeneous developmental trajectories? Scientific Studies of Reading, 14(6), 485-513. https://doi.org/10.1080/10888431003623488 DOI: https://doi.org/10.1080/10888431003623488
  54. Ma, W. A., Richie-Halford, A., Burkhardt, A. K., Kanopka, K., Chou, C., Domingue, B. W., & Yeatman, J. D. (2025). ROAR-CAT: Rapid Online Assessment of Reading ability with Computerized Adaptive Testing. Behavior Research Methods, 57(1), 56. https://doi.org/10.3758/s13428-024-02578-y DOI: https://doi.org/10.3758/s13428-024-02578-y
  55. Maassen, B. A., Glatz, T., Borleffs, E., Martínez, C., & de Groot, B. J. (2025). Digital game-based learning for dynamic assessment and early intervention targeting reading difficulties: Cross-linguistic studies of GraphoLearn. Clinical Linguistics & Phonetics, 39(6-8), 576-601. https://doi.org/10.1080/02699206.2025.2452979 DOI: https://doi.org/10.1080/02699206.2025.2452979
  56. McTigue, E. M., Solheim, O. J., Zimmer, W. K., & Uppstad, P. H. (2020). Critically reviewing GraphoGame across the world: Recommendations and cautions for research and implementation of computer-assisted instruction for word-reading acquisition. Reading Research Quarterly, 55(1), 45–73. https://doi.org/10.1002/rrq.256 DOI: https://doi.org/10.1002/rrq.256
  57. Melby-Lervåg, M., Lyster, S. A. H., & Hulme, C. (2012). Phonological skills and their role in learning to read: A meta-analytic review. Psychological Bulletin, 138(2), 322–352. https://doi.org/10.1037/a0026744 DOI: https://doi.org/10.1037/a0026744
  58. Merrell, C., & Tymms, P. (2007). Identifying reading problems with computer-adaptive assessments. Journal of Computer Assisted Learning, 23(1), 27–35. https://doi.org/10.1111/j.1365-2729.2007.00196.x DOI: https://doi.org/10.1111/j.1365-2729.2007.00196.x
  59. Moll, K., Ramus, F., Bartling, J., Bruder, J., Kunze, S., Neuhoff, N., ... & Tóth, D. (2014). Cognitive mechanisms underlying reading and spelling development in five European orthographies. Learning and Instruction, 29, 65–77. https://doi.org/10.1016/j.learninstruc.2013.09.003 DOI: https://doi.org/10.1016/j.learninstruc.2013.09.003
  60. Nergård-Nilssen, T., & Friborg, O. (2022). The Dyslexia Marker Test for Children: Development and Validation of a New Test. Assessment for Effective Intervention, 48(1), 23-33. https://doi.org/10.1177/15345084211063533 DOI: https://doi.org/10.1177/15345084211063533
  61. Niskakoski, M., Määttä, S., Korpivaara, P., & Westerholm, J. (2020). Yläkoulun DigiLukiseula: digitaalinen luku- ja kirjoitustaidon arviointimenetelmä 7. ja 8. -luokkalaisille. [DigiLukiseula - Digital Reading and Spelling Screening Tool for Higschool]. Available in: https://digilukiseula.nmi.fi/ylakoulun-digilukiseula/
  62. Nithart, C., Demont, E., Metz‐Lutz, M. N., Majerus, S., Poncelet, M., & Leybaert, J. (2011). Early contribution of phonological awareness and later influence of phonological memory throughout reading acquisition. Journal of Research in Reading, 34(3), 346–363. https://doi.org/10.1111/j.1467-9817.2009.01427.x DOI: https://doi.org/10.1111/j.1467-9817.2009.01427.x
  63. Norton, E. S., & Wolf, M. (2012). Rapid automatized naming (RAN) and reading fluency: Implications for understanding and treatment of reading disabilities. Annual Review of Psychology, 63, 427–452. https://doi.org/10.1146/annurev-psych-120710-100431 DOI: https://doi.org/10.1146/annurev-psych-120710-100431
  64. Ouellette, G. P. (2006). What’s meaning got to do with it: The role of vocabulary in word reading and reading comprehension. Journal of Educational Psychology, 98(3), 554–566. https://doi.org/10.1037/0022-0663.98.3.554 DOI: https://doi.org/10.1037/0022-0663.98.3.554
  65. Paananen, M., Pöyliö, H., Määttä, S., Hautala, J., Eklund, K., Kinnunen, M., Westerholm, J., & Holopainen, L. (2019). DigiLukiseula: digitaalinen luku- ja kirjoitustaidon arviointimenetelmä nuorille ja aikuisille. [DigiLukiseula - Digital Reading and Spelling Screening Tool for young people and adults]. Available in: https://digilukiseula.nmi.fi/digilukiseula/
  66. Paleczek, L., Seifert, S., & Schöfl, M. (2021). Comparing digital to print assessment of receptive vocabulary with GraWo‐KiGa in Austrian kindergarten. British Journal of Educational Technology, 52(6), 2145-2161 https://doi.org/10.1111/bjet.13163 DOI: https://doi.org/10.1111/bjet.13163
  67. Parrila, R., Kirby, J. R., & McQuarrie, L. (2004). Articulation rate, naming speed, verbal short-term memory, and phonological awareness: Longitudinal predictors of early reading development? Scientific Studies of Reading, 8(1), 3–26. https://doi.org/10.1207/s1532799xssr0801_2 DOI: https://doi.org/10.1207/s1532799xssr0801_2
  68. Paul, R. H., Lawrence, J., Williams, L. M., Richard, C. C., Cooper, N., & Gordon, E. (2005). Preliminary validity of “integneuroTM”: A new computerized battery of neurocognitive tests. International Journal of Neuroscience, 115(11), 1549–1567. https://doi.org/10.1080/00207450590957890 DOI: https://doi.org/10.1080/00207450590957890
  69. Petersen, D. B., Allen, M. M., & Spencer, T. D. (2016). Predicting reading difficulty in first grade using dynamic assessment of decoding in early kindergarten: A large-scale longitudinal study. Journal of Learning Disabilities, 49(2), 200–215. https://doi.org/10.1177/0022219414538518 DOI: https://doi.org/10.1177/0022219414538518
  70. Protopapas, A., & Skaloumbakas, C. (2007). Traditional and computer-based screening and diagnosis of reading disabilities in Greek. Journal of Learning Disabilities, 40(1), 15–36. https://doi.org/10.1177/00222194070400010201 DOI: https://doi.org/10.1177/00222194070400010201
  71. Protopapas, A., Skaloumbakas, C., & Bali, P. (2008). Validation of unsupervised computer-based screening for reading disability in the Greek elementary Grades 3 and 4. Learning Disabilities: A Contemporary Journal, 6(1), 45–69.
  72. Puolakanaho, A., Ahonen, T., Aro, M., Eklund, K., Leppänen, P. H., Poikkeus, A. M., ... & Lyytinen, H. (2007). Very early phonological and language skills: Estimating individual risk of reading disability. Journal of Child Psychology and Psychiatry, 48, 923–931. https://doi.org/10.1111/j.1469-7610.2007.01763.x DOI: https://doi.org/10.1111/j.1469-7610.2007.01763.x
  73. Puolakanaho, A. & Latvala, J. M. (2017). Embedding preschool assessment methods into digital learning games to predict early reading skills. Human Technology, 13, 216–236. https://doi.org/10.17011/ht/urn.201711104212 DOI: https://doi.org/10.17011/ht/urn.201711104212
  74. Rasinski, T., Rikli, A., & Johnston, S. (2009). Reading fluency: More than automaticity? More than a concern for the primary grades?. Literacy Research and Instruction, 48(4), 350–361. https://doi.org/10.1080/19388070802468715 DOI: https://doi.org/10.1080/19388070802468715
  75. Richardson, U., & Lyytinen, H. (2014). The GraphoGame method: The theoretical and methodological background of the technology-enhanced learning environment for learning to read. Human Technology, 10(1), 39–60. https://doi.org/10.17011/ht/urn.201405281859 DOI: https://doi.org/10.17011/ht/urn.201405281859
  76. Sainsbury, M., & Benton, T. (2011). Designing a formative e-assessment: Latent class analysis of early reading skills. British Journal of Educational Technology, 42(3), 500–514. https://doi.org/10.1111/j.1467-8535.2009.01044.x DOI: https://doi.org/10.1111/j.1467-8535.2009.01044.x
  77. Salmi, P., Eklund, K., Järvisalo, E., & Aro, M. (2011). LukiMat-Oppimisen arviointi: Lukemisen ja kirjoittamisen tuen tarpeen tunnistamisen välineet 2. luokalle. Käyttäjän opas. Available in: http://www.lukimat.fi/lukimat-oppimisen-arviointi/materiaalit/tuen-tarpeen-tunnistaminen/2lk/lukeminen/kayttajan-opas
  78. Seifert, S., & Paleczek, L. (2021). Digitally Assessing Text Comprehension in Grades 3-4: Test Development and Validation. Electronic Journal of e-Learning, 19(5), 336–348. https://doi.org/10.34190/ejel.19.5.2467 DOI: https://doi.org/10.34190/ejel.19.5.2467
  79. Seymour, P. H., Aro, M., & Erskine, J. M. (2003). Foundation literacy acquisition in European orthographies. British Journal of Psychology, 94(2), 143–174. https://doi.org/10.1348/000712603321661859 DOI: https://doi.org/10.1348/000712603321661859
  80. Siegel, L. S., & Ryan, E. B. (1989). The development of working memory in normally achieving and subtypes of learning disabled children. Child Development, 973–980. https://doi.org/10.2307/1131037 DOI: https://doi.org/10.1111/j.1467-8624.1989.tb03528.x
  81. Singleton, C., Thomas, K., & Horne, J. (2000). Computer-based cognitive assessment and the development of reading. Journal of Research in Reading, 23(2), 158–180. https://doi.org/10.1111/1467-9817.00112 DOI: https://doi.org/10.1111/1467-9817.00112
  82. Snyder, L. S., & Downey, D. M. (1995). Serial rapid naming skills in children with reading disabilities. Annals of Dyslexia, 45, 29–49. https://doi.org/10.1007/bf02648211 DOI: https://doi.org/10.1007/BF02648211
  83. Swanson, H. L., Zheng, X., & Jerman, O. (2009). Working memory, short-term memory, and reading disabilities: A selective meta-analysis of the literature. Journal of Learning Disabilities, 42(3), 260–287. https://doi.org/10.1177/0022219409331958 DOI: https://doi.org/10.1177/0022219409331958
  84. Torppa, M., Georgiou, G. K., Niemi, P., Lerkkanen, M-K., & Poikkeus, A-M. (2017). The precursors of double dissociation between reading and spelling in a transparent orthography. Annals of Dyslexia, 67, 42–62. https://doi.org/10.1007/s11881-016-0131-5 DOI: https://doi.org/10.1007/s11881-016-0131-5
  85. Torppa, M., Lyytinen, P., Erskine, J., Eklund, K., & Lyytinen, H. (2010). Language development, literacy skills, and predictive connections to reading in Finnish children with and without familial risk for dyslexia. Journal of Learning Disabilities, 43(4), 308–321. https://doi.org/10.1177/0022219410369096 DOI: https://doi.org/10.1177/0022219410369096
  86. Torppa, M., Parrila, R., Niemi, P., Lerkkanen, M. K., Poikkeus, A. M., & Nurmi, J. E. (2013). The double deficit hypothesis in the transparent Finnish orthography: A longitudinal study from kindergarten to Grade 2. Reading and Writing, 26(8), 1353–1380. https://doi.org/10.1007/s11145-012-9423-2 DOI: https://doi.org/10.1007/s11145-012-9423-2
  87. Vaessen, A., & Blomert, L. (2010). Long-term cognitive dynamics of fluent reading development. Journal of Experimental Child Psychology, 105(3), 213–231. https://doi.org/10.1016/j.jecp.2009.11.005 DOI: https://doi.org/10.1016/j.jecp.2009.11.005
  88. Vaessen, A., Gerretsen, P., & Blomert, L. (2009). Naming problems do not reflect a second independent core deficit in dyslexia: Double deficits explored. Journal of Experimental Child Psychology, 103(2), 202–221. https://doi.org/10.1016/j.jecp.2008.12.004 DOI: https://doi.org/10.1016/j.jecp.2008.12.004
  89. Van den Bos, K. P., Zijlstra, B. J., & Spelberg, H. C. (2002). Life-span data on continuous-naming speeds of numbers, letters, colors, and pictured objects, and word-reading speed. Scientific Studies of Reading, 6(1), 25–49. https://doi.org/10.1207/s1532799xssr0601_02 DOI: https://doi.org/10.1207/S1532799XSSR0601_02
  90. Virinkoski, R., Lerkkanen, M. K., Holopainen, L., Eklund, K., & Aro, M. (2018). Teachers’ ability to identify children at early risk for reading difficulties in Grade 1. Early Childhood Education Journal, 46(5), 497–509. https://doi.org/10.1007/s10643-017-0883-5 DOI: https://doi.org/10.1007/s10643-017-0883-5
  91. Wang, S., Jiao, H., Young, M. J., Brooks, T., & Olson, J. (2008). Comparability of computer-based and paper-and-pencil testing in K–12 reading assessments: A meta-analysis of testing mode effects. Educational and Psychological Measurement, 68(1), 5–24. https://doi.org/10.1177/0013164407305592 DOI: https://doi.org/10.1177/0013164407305592
  92. Wechsler D. (2010). Wechsler intelligence scale for children—Fourth Edition Finnish. Helsinki: Psykologien Kustannus Oy.
  93. Verhoeven, L., van Leeuwe, J., & Vermeer, A. (2011). Vocabulary growth and reading development across the elementary school years. Scientific Studies of Reading, 15(1), 8–25. https://doi.org/10.1080/10888438.2011.536125 DOI: https://doi.org/10.1080/10888438.2011.536125
  94. Wimmer, H., & Schurz, M. (2010). Dyslexia in regular orthographies: manifestation and causation. Dyslexia, 16(4), 283–299. https://doi.org/10.1002/dys.411 DOI: https://doi.org/10.1002/dys.411
  95. Wimmer, H., Mayringer, H., & Landerl, K. (1998). Poor reading: A deficit in skill-automatization or a phonological deficit? Scientific Studies of Reading, 2(4), 321–340. https://doi.org/10.1207/s1532799xssr0204_2 DOI: https://doi.org/10.1207/s1532799xssr0204_2
  96. Windfuhr, K. L., & Snowling, M. J. (2001). The relationship between paired associate learning and phonological skills in normally developing readers. Journal of Experimental Child Psychology, 80(2), 160–173. https://doi.org/10.1006/jecp.2000.2625 DOI: https://doi.org/10.1006/jecp.2000.2625
  97. Wolf, M., Bowers, P. G., & Biddle, K. (2000). Naming-speed processes, timing, and reading: A conceptual review. Journal of Learning Disabilities, 33(4), 387–407. https://doi.org/10.1177/002221940003300409 DOI: https://doi.org/10.1177/002221940003300409
  98. Woodcock, R. W., McGrew, K. S., & Mather, N. (2001). Woodcock-Johnson III tests of cognitive abilities (pp. 371–401). Riverside Pub.
  99. Yeatman, J. D., Tran, J. E., Burkhardt, A. K., Ma, W. A., Mitchell, J. L., Yablonski, M., ... & Richie-Halford, A. (2024). Development and validation of a rapid and precise online sentence reading efficiency assessment. Frontiers in Education (Vol. 9, p. 1494431). https://doi.org/10.3389/feduc.2024.1494431 DOI: https://doi.org/10.3389/feduc.2024.1494431
  100. Ziegler, J. C., Perry, C., Ma-Wyatt, A., Ladner, D., & Schulte-Körne, G. (2003). Developmental dyslexia in different languages: Language-specific or universal? Journal of Experimental Child Psychology, 86(3), 169–193. https://doi.org/10.1016/s0022-0965(03)00139-5 DOI: https://doi.org/10.1016/S0022-0965(03)00139-5
  101. Zygouris, N. C., Vlachos, F., Styliaras, S. K., Tziallas, G. D., & Avramidis, E. (2025). Validation of the Askisi-Lexia neuropsychological web-based screener: A neuropsychological battery for screening cognitive and phonological skills of children with dyslexia. Applied Neuropsychology: Child, 1–17. https://doi.org/10.1080/21622965.2025.2461192 DOI: https://doi.org/10.1080/21622965.2025.2461192

How to Cite

Heikkilä, R., Hautala, J. ., Rantanen, V., Nieminen, L. ., Pocknell, M., Latvala, J.-M., & Richardson, U. . (2025). How serious are serious game assessments of reading and reading-related skills?. Human Technology, 21(3), 548–575. https://doi.org/10.14254/1795-6889.2025.21-3.4