Abstract
This study investigated an emergent interaction between word reading fluency and vocabulary knowledge in the prediction of reading comprehension among French immersion students in Grades 2 and 3. A group of 66 students were tested on measures of phonological awareness, rapid automatized naming, word reading accuracy, vocabulary, word reading fluency and reading comprehension in English and French at both time points. Hierarchical regression analyses were conducted to examine whether vocabulary and word reading fluency interact in predicting English and French reading comprehension. Regressions were constructed for each language and grade separately. Results showed that in Grade 2, word reading fluency and vocabulary contributed independently to reading comprehension, though an interaction between these variables was not observed in either language. By Grade 3, an interaction between these constructs emerged and was shown to predict reading comprehension in both English and French. Specifically, vocabulary was positively related to reading comprehension among students with moderate to high levels of fluency, while vocabulary did not uniquely contribute to reading comprehension among those who were less fluent. The emergence of an interaction in Grade 3 suggests that as students’ reading skills become more proficient, reading comprehension outcomes are better explained by taking into account the interaction between reading fluency and vocabulary knowledge.
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Notes
Note that our sample consisted of English-as-First-Language (EL1) students learning French as a second language as well as English-Language-Learners (ELL) acquiring French as a third language. In the interest of simplicity, we refer to the entire sample as either emerging English-French bilinguals or language-diverse students throughout the manuscript.
References
Aiken, L. S., & West, S. G. (1991). Multiple regression: Testing and interpreting interactions. Thousand Oaks, CA: Sage.
August, D., Carlo, M., Dressler, C., & Snow, C. (2005). The critical role of vocabulary development for English language learners. Learning Disabilities Research & Practice, 20, 50–57.
Au-Yeung, K., Hipfner-Boucher, K., Chen, X., Pasquarella, A., D’Angelo, N., & Deacon, S. H. (2015). Development of English and French language and literacy skills in EL1 and EL French immersion students in the early grades. Reading Research Quarterly, 50, 233–254.
Beitchman, J. H., Jiang, H., Koyama, E., Johnson, C. J., Escobar, M., Atkinson, L., et al. (2008). Models and determinants of vocabulary growth from kindergarten to adulthood. Journal of Child Psychology and Psychiatry, 49, 626–634.
Carlo, M. S., August, D., McLaughlin, B., Snow, C. E., Dressler, C., Lippman, D. N., et al. (2004). Closing the gap: Addressing the vocabulary needs of English-language learners in bilingual and mainstream classrooms. Reading Research Quarterly, 39, 188–215.
Chall, J. S. (1983). Stages of reading development. New York, NY: McGraw-Hill.
Coleman, D., & Pimentel, S. (2012). Revised publishers’ criteria for the common core state standards in English language arts and literacy, Grades 3–12. Washington, DC: National Governors Association Centre for Best Practices & Council of Chief State School Officers.
Comeau, L., Cormier, P., Grandmaison, E., & Lacroix, D. (1999). A longitudinal study of phonological processing skills in children learning to read in a second language. Journal of Educational Psychology, 91, 29–43.
Crosson, A. C., & Lesaux, N. K. (2010). Revisiting assumptions about the relationship of fluent reading to comprehension: Spanish-speakers’ text-reading fluency in English. Reading and Writing: An Interdisciplinary Journal, 23, 475–494.
Cutting, L. E., & Scarborough, H. S. (2006). Prediction of reading comprehension: Relative contributions of word recognition, language proficiency, and other cognitive skills can depend on how comprehension is measured. Scientific Studies of Reading, 10, 277–299.
Dominguez de Ramirez, R., & Shapiro, E. S. (2007). Cross-language relationship between Spanish and English oral reading fluency among Spanish-speaking English language learners in bilingual education classrooms. Psychology in the Schools, 44, 795–806.
Droop, M., & Verhoeven, L. (2003). Language proficiency and reading ability in first- and second-language learners. Reading Research Quarterly, 38, 78–103.
Dunn, L. M., & Dunn, D. M. (2007). Peabody picture vocabulary test (4th ed.). Bloomington, MN: Pearson Assessments.
Dunn, L. M., Thériault-Whalen, C. M., & Dunn, L. M. (1993). Echelle de vocabulaire en images Peabody (EVIP): Adaptation française du Peabody Picture Vocabulary Test. Richmond Hill, ON: Psycan.
Espin, C. A., & Foegen, A. (1996). Validity of general outcome measures for predicting secondary students’ performance on content-area tasks. Exceptional Children, 62, 497–514.
Farkas, G., & Beron, K. (2004). The detailed age trajectory of oral vocabulary knowledge: Differences by class and race. Social Science Research, 33, 464–497.
Farnia, F., & Geva, E. (2011). Cognitive correlates of vocabulary growth in English language learners. Applied Psycholinguistics, 32, 711–738.
Fuchs, L. S., Fuchs, D., Hamlett, C. L., Walz, L., & Germann, G. (1993). Formative evaluation of academic progress: How much growth should we expect? School Psychology Review, 22, 27–48.
Fuchs, L. S., Fuchs, D., Hosp, M. K., & Jenkins, J. R. (2001). Oral reading fluency as an indicator of reading competence: A theoretical, empirical and historical analysis. Scientific Studies of Reading, 5, 239–256.
Fuchs, L. S., Fuchs, D., & Maxwell, L. (1988). The validity of informal reading comprehension measures. Remedial and Special Education, 9, 20–28.
Geva, E., & Farnia, F. (2012). Developmental changes in the nature of language proficiency and reading fluency paint a more complex view of reading comprehension in ELL and EL1. Reading and Writing: An Interdisciplinary Journal, 25, 1819–1845.
Geva, E., & Massey-Garrison, A. (2013). A comparison of the language skills of ELLs and monolinguals who are poor decoders, poor comprehenders, or normal readers. Journal of Learning Disabilities, 46, 387–401.
Geva, E., Wade-Woolley, L., & Shany, M. (1997). Development of reading efficiency in first and second language. Scientific Studies of Reading, 1, 119–144.
Hayes, A. F. (2018). Introduction to mediation, moderation, and conditional process analysis: A regression-based approach (2nd ed.). New York, NY: The Guilford Press.
Jared, D., Cormier, P., Levy, B. A., & Wade-Woolley, L. (2011). Early predictors of biliteracy development in children in French immersion: A 4-year longitudinal study. Journal of Educational Psychology, 103, 119–139.
Kirby, J. R., Parrila, R. K., & Pfeiffer, S. L. (2003). Naming speed and phonological awareness as predictors of reading development. Journal of Educational Psychology, 95, 453–464.
Klauda, S. L., & Guthrie, J. T. (2008). Relationship of three components of reading fluency to reading comprehension. Journal of Educational Psychology, 100, 310–321.
Kuhn, M. R., & Stahl, S. A. (2003). Fluency: A review of developmental and remedial practices. Journal of Educational Psychology, 95, 3–21.
LaBerge, D., & Samuels, S. J. (1974). Toward a theory of automatic information processing in reading. Cognitive Psychology, 62, 293–323.
Lafrance, A., & Gottardo, A. (2005). A longitudinal study of phonological processing skills and reading in bilingual children. Applied Psycholinguistics, 26, 559–578.
Lee, K., Pasquarella, A., & Chen, X. (2018). The construct of reading fluency and its relationship to reading comprehension within a cross-linguistic context: Evidence from French immersion elementary students. (under review).
Lervåg, A., & Aukrust, V. G. (2010). Vocabulary knowledge is a critical determinant of the difference in reading comprehension growth between first and second language learners. Journal of Child Psychology and Psychiatry, 51, 612–620.
Lesaux, N. K., Crosson, A. C., Kieffer, M. J., & Pierce, M. (2010). Uneven profiles: Language minority learners’ word reading, vocabulary, and reading comprehension skills. Journal of Applied Developmental Psychology, 31, 475–483.
Lesaux, N. K., & Kieffer, M. J. (2010). Exploring sources of reading comprehension difficulties among language minority learners and their classmates in early adolescence. American Educational Research Journal, 47, 596–632.
MacGinitie, W. H., & MacGinitie, R. K. (1992). Gates-MacGinitie reading tests (2nd ed.). Scarborough, ON: Nelson Education.
Muter, V., Hulme, C., Snowling, M. J., & Stevenson, J. (2004). Phonemes, rimes, vocabulary, and grammatical skills as foundations of early reading development: Evidence from a longitudinal study. Developmental Psychology, 40, 665–681.
Naglieri, J. A. (1985). Matrix analogies test—Expanded form. San Antonio, TX: The Psychological Corporation.
National Institute of Child Health and Human Development. (2000). Report of the National Reading Panel. Teaching children to read: An evidence-based assessment of the scientific research literature on reading and its implications for reading instruction (NIH Publication No. 00-4769). Washington, DC: US Government Printing Office.
Office of the Commissioner of Official Languages. (2016). Provincial enrollment statistics 2015–2016. Ottawa, ON: Minister of Public Works and Government Services Canada.
Ontario Ministry of Education. (2013). The Ontario curriculum: French as a second language (rev.). Retrieved from http://www.edu.gov.on.ca/eng/curriculum/elementary/fsl182013curr.pdf. Accessed 1 June 2018.
Pasquarella, A., Chen, X., Gottardo, A., & Geva, E. (2015). Cross-language transfer of word reading accuracy and word reading fluency in Spanish–English and Chinese–English bilinguals: Script-universal and script-specific processes. Journal of Educational Psychology, 107, 96–110.
Pikulski, J. J., & Chard, D. J. (2005). Fluency: Bridge between decoding and reading comprehension. The Reading Teacher, 58, 510–519.
Proctor, C. P., August, D., Carlo, M. S., & Snow, C. (2006). The intriguing role of Spanish language vocabulary knowledge in predicting English reading comprehension. Journal of Educational Psychology, 98, 159–169.
Proctor, C. P., Carlo, M., August, D., & Snow, C. (2005). Native Spanish-speaking children reading in English: Toward a model of comprehension. Journal of Educational Psychology, 97, 246–256.
Riedel, B. W. (2007). The relation between DIBELS, reading comprehension, and vocabulary in urban first-grade students. Reading Research Quarterly, 42, 546–567.
Roehrig, A. D., Petscher, Y., Nettles, S. M., Hudson, R. F., & Torgesen, J. K. (2008). Accuracy of the DIBELS oral reading fluency measure for predicting third grade reading comprehension outcomes. Journal of School Psychology, 46, 343–366.
Schwanenflugel, P. J., Meisinger, E. B., Wisenbaker, J. M., Kuhn, M. R., Strauss, G. P., & Morris, R. D. (2006). Becoming a fluent and automatic reader in the early school years. Reading Research Quarterly, 41, 496–522.
Sinay, E. (2010). Programs of choice in the TDSB: Characteristics of students in French immersion, alternative schools, and other specialized schools and programs. Retrieved from Toronto District School Board website http://www.tdsb.on.ca/Portals/0/community/community%20advisory%20committees/fslac/support%20staff/programsofchoicestudentcharacteristics.pdf. Accessed 15 July 2018.
Tabachnick, B. G., & Fidell, L. S. (2007). Using multivariate statistics. Boston, MA: Pearson.
Tilstra, J., McMaster, K., van den Broek, P., Kendeou, P., & Rapp, D. (2009). Simple but complex: Components of the simple view of reading across grade levels. Journal of Research in Reading, 32, 383–401.
Torgesen, J. K., Rashotte, C. A., & Alexander, A. W. (2001). Principles of fluency instruction in reading: Relationships with established empirical outcomes. In M. Wolf (Ed.), Dyslexia, fluency and the brain (pp. 333–355). Timonium, MD: York Press.
Torgesen, J. K., Wagner, R. K., & Rashotte, C. A. (1999). TOWRE: Test of word reading efficiency. Austin, TX: PRO-ED.
Verhoeven, L., & Van Leeuwe, J. (2008). Prediction of the development of reading comprehension: A longitudinal study. Applied Cognitive Psychology, 22, 407–423.
Wagner, R. K., Torgesen, J. K., & Rashotte, C. A. (1999). CTOPP: Comprehensive test of phonological processing. Austin, TX: PRO-ED.
Woodcock, R. W., McGrew, K. S., & Mather, N. (2001). Woodcock-Johnson III tests of achievement. Rolling Meadow, IL: Riverside Publishing.
Yovanoff, P., Duesbery, L., Alonzo, J., & Tindal, G. (2005). Grade-level invariance of a theoretical causal structure predicting reading comprehension with vocabulary and oral reading fluency. Educational Measurement: Issues and Practice, 24, 4–12.
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Lee, K., Chen, X. An emergent interaction between reading fluency and vocabulary in the prediction of reading comprehension among French immersion elementary students. Read Writ 32, 1657–1679 (2019). https://doi.org/10.1007/s11145-018-9920-z
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DOI: https://doi.org/10.1007/s11145-018-9920-z