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Does Text Complexity Matter in the Elementary Grades? A Research Synthesis of Text Difficulty and Elementary Students’ Reading Fluency and Comprehension

Educational Psychology Review volume 30, pages 121–151 (2018)Cite this article

Abstract

Prompted by the advent of new standards for increased text complexity in elementary classrooms in the USA, the current integrative review investigates the relationships between the level of text difficulty and elementary students’ reading fluency and reading comprehension. After application of content and methodological criteria, a total of 26 research studies were reviewed. Characteristics of the reviewed studies are reported including the different conceptualizations of text, reader, and task interactions. Regarding the relationships between text difficulty and reading fluency and comprehension, for students’ reading fluency, on average, increased text difficulty level was related to decreased reading fluency, with a small number of exceptions. For comprehension, on average, text difficulty level was negatively related to reading comprehension, although a few studies found no relationship. Text difficulty was widely conceptualized across studies and included characteristics particular to texts as well as relationships between readers and texts. Implications for theory, policy, curriculum, and instruction are discussed.

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Fig. 1

Notes

  1. The text levels (460 L and 770 L) presented for each book represent the Lexile scores for each text. See https://lexile.com for an explanation of how the Lexile score is derived.

References

  • Aardema, V. (1975). Why mosquitoes buzz in people’s ears. New York: Puffin Books

  • Allington, R. L. (1984). Oral reading. In P. D. Pearson, R. Barr, M. L. Kamil, & P. Mosenthal eds. Handbook of reading research. Mahwah: Lawrence Erlbaum,.Vol. 1, pp. 829–864

  • Alvermann, D. E., Fitzgerald, J., & Simpson, M. (2006). Teaching and learning in reading. In P. A. Alexander & P. H. Winne eds., Handbook of educational psychology 2nd ed., Mahwah: Lawrence Erlbaum. pp. 427–455

  • Amendum, S. J., Conradi, K., & Liebfreund, M. D. (2016). The push for more challenging texts: an analysis of early readers’ rate, accuracy, and comprehension. Reading Psychology, 37, 570–600. doi:10.1080/02702711.2015.1072609.

    Article  Google Scholar 

  • Amendum, S. J., & Fitzgerald, J. (2011). Reading instruction research for English-language learners in kindergarten through sixth grade: the last fifteen years. In R. Allington & A. McGill-Franzen eds., Handbook of reading disabilities research. Mahwah, NJ: Lawrence Erlbaum. pp. 373–391

  • Ardoin, S. P., Suldo, S. M., Witt, J., Aldrich, S., & McDonald, E. (2005). Accuracy of readability estimates’ predictions of CBM performance. School Psychology Quarterly, 20, 1–22. doi:10.1521/scpq.20.1.1.64193.

    Article  Google Scholar 

  • Atkinson, J. W. (1957). Motivational determinants of risk-taking behavior. Psychological Review, 64, 359–372. doi:10.1037/h0043445.

    Article  Google Scholar 

  • Benjamin, R. G. (2011). Reconstructing readability: recent developments and recommendations in the analysis of text difficulty. Educational Psychology Review, 24, 63–88. doi:10.1007/s10648-011-9181-8.

    Article  Google Scholar 

  • Benjamin, R. G., & Schwanenflugel, P. J. (2010). Test complexity and oral reading prosody in young readers. Reading Research Quarterly, 45, 388–404. doi:10.1598/rrq.45.4.2.

    Article  Google Scholar 

  • Betts, E. A. (1946). Foundations of reading instruction. New York: American Book.

  • Biemiller, A. (1970). The development of the use of graphic and contextual information as children learn to read. Reading Research Quarterly, 6, 75–96. doi:10.2307/747049.

    Article  Google Scholar 

  • Biemiller, A. (1979). Changes in the use of graphic and contextual information as functions of passage difficulty and reading achievement level. Journal of Literacy Research, 11, 307–318. doi:10.1080/10862967909547337.

    Google Scholar 

  • Blaxall, J., & Willows, D. M. (1984). Reading ability and text difficulty as influences on second graders’ oral reading errors. Journal of Educational Psychology, 76(2), 330–341. doi:10.1037/0022-0663.76.2.330.

    Article  Google Scholar 

  • Brown, J. S., Collins, A., & Duguid, P. (1989). Situated cognition and the culture of learning. Educational Researcher, 18, 32–42. doi:10.3102/0013189x018001032.

    Article  Google Scholar 

  • Cecconi, C. P., Hood, S. B., & Tucker, R. K. (1977). Influence of reading level difficulty on the disfluencies of normal children. Journal of Speech & Hearing Research, 20, 475–484.

    Article  Google Scholar 

  • Chall, J. S. (1996). Stages of reading development 2nd ed. Fort Worth: Harcourt Brace.

  • Chall, J. S., & Dale, E. (1995). Readability revisited: the new Dale–Chall readability formula. Cambridge: Brookline Books.

  • Cheatham, J. P., Allor, J. H., & Roberts, J. K. (2014). How does independent practice of multiple-criteria text influence the reading performance and development of second graders? Learning Disability Quarterly, 37, 3–14. doi:10.1177/0731948713494016.

    Article  Google Scholar 

  • Chinn, C. A., Waggoner, M. A., Anderson, R. C., Schommer, M., & Wilkinson, I. A. G. (1993). Situated actions during reading lessons: a microanalysis of oral reading error episodes. American Educational Research Journal, 30, 361–392. doi:10.2307/1163240.

    Article  Google Scholar 

  • Clifford, M. M. (1984). Thoughts on a theory of constructive failure. Educational Psychologist, 19, 108–120. doi:10.1080/00461528409529286.

    Article  Google Scholar 

  • Compton, D. L., Appleton, A. C., & Hosp, M. K. (2004). Exploring the relationship between text-leveling systems and reading accuracy and fluency in second-grade students who are average and poor decoders. Learning Disabilities Research & Practice, 19, 176–184. doi:10.1111/j.1540-5826.2004.00102.x.

    Article  Google Scholar 

  • Conradi, K., Amendum, S. J., & Liebfreund, M. D. (2016). Explaining variance in comprehension for students in a high-poverty setting. Reading & Writing Quarterly, 32, 427–453. doi:10.1080/10573569.2014.994251.

    Article  Google Scholar 

  • Cramer, K., & Rosenfield, S. (2008). Effect of degree of challenge on reading performance. Reading & Writing Quarterly, 24, 119–137. doi:10.1080/10573560701501586.

    Article  Google Scholar 

  • Cunningham, J. W. (2013). Research on text complexity: the Common Core State Standards as catalyst. In S. B. Neuman & L. Gambrell (Eds.), Quality reading instruction in the age of common core. Newark: International Reading Association.pp. 136–148

  • Cunningham, J. W. (2016). RAND’s reading comprehension heuristic, 14 years later. In “There is nothing so practical as a good theory”: looking at theory and text complexity, symposium conducted at the annual meeting of the Literacy Research Association: Carlsbad.

  • Dahl, R. (1975). Danny, the champion of the world. New York: Puffin Books.

  • Dweck, C. S. (2006). Mindset: the new psychology of success. New York: Ballantine Books.

  • Eccles, J. S., Wigfield, A., & Schiefele, U. (1998). Motivation to succeed. In W. Damon & N. Eisenberg (Eds.), Handbook of child psychology 5th ed. Hoboken: Wiley, pp. 1017–1095

  • Ehri, L. C. (1991). Development of the ability to read words. In R. Barr, M. L. Kamil, P. Mosenthal, & P. D. Pearson (Eds.), Handbook of reading research Vol. 2,. New York: Longman. pp. 383–417

  • Ehri, L. C., Dreyer, L. G., Flugman, B., & Gross, A. (2007). Reading rescue: an effective tutoring intervention model for language-minority students who are struggling readers in first grade. American Educational Research Journal, 44, 414–448. doi:10.2307/30069443.

    Article  Google Scholar 

  • Faulkner, H. J., & Levy, B. A. (1994). How text difficulty and reader skill interact to produce differential reliance on word and content overlap in reading transfer. Journal of Experimental Child Psychology, 58, 1–24. doi:10.1006/jecp.1994.1023.

    Article  Google Scholar 

  • Fitzgerald, J. (1995). English-as-a-second-language learners’ cognitive reading processes: a review of research in the United States. Review of Educational Research, 65, 145–190.

    Article  Google Scholar 

  • Fletcher, J. M. (2006). Measuring reading comprehension. Scientific Studies of Reading, 10, 323–330.

    Article  Google Scholar 

  • Fountas, I. C., & Pinnell, G. S. (1996). Guided reading: good first teaching for all children. Portsmouth: Heinemann.

  • Fountas, I. C., & Pinnell, G. S. (1999). Matching books to readers: using leveled books in guided reading, K-3. Portsmouth: Heinemann.

  • Fry, E. (1968). A readability formula that saves time. Journal of Reading, 11, 513–516.

    Google Scholar 

  • Goldman, S. R., & Lee, C. D. (2014). Text complexity. State of the art and the conundrums it raises. The Elementary School Journal, 115, 290–300. doi:10.1086/678298.

    Article  Google Scholar 

  • Gough, P. B., & Tunmer, W. E. (1986). Decoding, reading, and reading disability. Remedial and Special Education, 7(1), 6–10. doi:10.1177/074193258600700104.

    Article  Google Scholar 

  • Graesser, A. C., McNamara, D. S., Cai, Z., Conley, M. W., Li, H., & Pennebaker, J. (2014). Coh-Metrix measures text characteristics at multiple levels of language and discourse. The Elementary School Journal, 115, 210–229. doi:10.1086/678293.

    Article  Google Scholar 

  • Graesser, A. C., McNamara, D. S., & Kulikowich, J. M. (2011). Coh-Metrix: providing multilevel analyses of text characteristics. Educational Researcher, 40, 223–234. doi:10.3102/0013189x11413260.

    Article  Google Scholar 

  • Gray, W. S. (1915). Standardized oral reading paragraphs test. Bloomington: Public School Publishing Co.

  • Halladay, J. L. (2012). Revisiting key assumptions of the reading level framework. The Reading Teacher, 66(1), 53–62. doi:10.1002/trtr.01093.

    Article  Google Scholar 

  • Hiebert, E. H. (2011). The common core’s staircase of text complexity: getting the size of the first step right. Reading Today, 29(3), 26–27.

    Google Scholar 

  • Hiebert, E. H., & Fisher, C. W. (2007). Critical word factor in texts for beginning readers. The Journal of Educational Research, 101, 3–11. doi:10.2307/27548210.

    Article  Google Scholar 

  • Hiebert, E. H., & Mesmer, H. A. (2013). Upping the ante of text complexity in the Common Core State Standards: examining its potential impact on young readers. Educational Researcher, 42, 44–51. doi:10.3102/0013189x12459802.

    Article  Google Scholar 

  • Hiebert, E. H., & Raphael, T. E. (1996). Psychological perspectives on literacy and extensions to educational practice. In D. C. Berliner & R. Calfee (Eds.), Handboook of educational psychology. New York: MacMillan. pp. 550–602

  • Hintze, J. M., Daly, E. J., & Shapiro, E. S. (1998). An investigation of the effects of passage difficulty level on outcomes of oral reading fluency progress monitoring. School Psychology Review, 27, 433–445.

    Google Scholar 

  • Hoffman, J. V., Roser, N. L., Salas, R., Patterson, E., & Pennington, J. (2001). Test leveling and ‘little books’ in first-grade reading. Journal of Literacy Research, 33, 507–528. doi:10.1080/10862960109548121.

    Article  Google Scholar 

  • Hunt, L. C. (1970). The effect of self-selection, interest, and motivation upon independent, instructional, and frustational levels. The Reading Teacher, 24, 146–158.

    Google Scholar 

  • Iaquinta, A. (2006). Guided reading: a research-based response to the challenges of early reading instruction. Early Childhood Education Journal, 33, 413–418. doi:10.1007/s10643-006-0074-2.

    Article  Google Scholar 

  • Kapur, M. (2008). Productive failure. Cognition and Instruction, 26, 379–424. doi:10.1080/07370000802212669.

    Article  Google Scholar 

  • Keenan, J. M., Betjemann, R. S., & Olson, R. K. (2008). Reading comprehension tests vary in the skills they assess: differential dependence on decoding and oral comprehension. Scientific Studies of Reading, 12, 281–300. doi:10.1080/10888430802132279.

    Article  Google Scholar 

  • Kintsch, W. (1998). Comprehension: a paradigm for cognition. New York: Cambridge Univerisity Press.

  • Kuhn, M. R., & Rasinski, T. V. (2011). Best practices in fluency instruction. In L. Morrow & L. Gambrell (Eds.), Best practices in literacy education. 4th ed., New York: Guilford. pp. 276–294

  • Kuhn, M. R., & Stahl, S. A. (2003). Fluency: a review of developmental and remedial practices. Journal of Educational Psychology, 95, 3–21.

    Article  Google Scholar 

  • LaBerge, D., & Samuels, S. J. (1974). Toward a theory of automatic information processing in reading. Cognitive Psychology, 6, 293–323.

    Article  Google Scholar 

  • Leslie, L., & Caldwell, J. (2011). Qualitative reading inventory 5. Boston: Allyn & Bacon.

  • Maehr, M. L. (1984). Meaning and motivation: toward a theory of personal investment. In C. Ames & R. Ames (Eds.), Research on motivation in education. New York: Academic. Vol. 1, pp. 115–144

  • McNamara, D. S., Graesser, A. C., & Louwerse, M. (2012). Sources of text difficulty: across genres and grades. In J. Sabatini, E. Albro, & T. O’Reilly eds., Measuring up: advances in how we assess reading ability. Lanham, MD: R & L Education.

  • Mesmer, H. A., Cunningham, J. W., & Hiebert, E. H. (2012). Toward a theoretical model of text complexity for the early grades: learning from the past, anticipating the future. Reading Research Quarterly, 47, 235–258. doi:10.1002/rrq.019.

    Article  Google Scholar 

  • MetaMetrics. (2015). The Lexile® Framework for Reading. Retrieved from https://www.metametricsinc.com/lexile-framework-reading/.

  • Morgan, A., Wilcox, B. R., & Eldredge, J. L. (2000). Effect of difficulty levels on second-grade delayed readers using dyad reading. The Journal of Educational Research, 94, 113–119. doi:10.1080/00220670009598749.

    Article  Google Scholar 

  • Morris, D. (2008). Diagnosis and correction of reading problems. New York: Guilford.

  • Morris, D., Trathen, W., Frye, E. M., Kucan, L., Ward, D., Schlagal, R., & Hendrix, M. (2013). The role of reading rate in the informal assessment of reading ability. Literacy Research and Instruction, 52, 52–64. doi:10.1080/19388071.2012.702188.

    Article  Google Scholar 

  • National Center for Education Statistics. (2015). Nation’s report card: 2015 mathematics & reading assessments, scores by student group. Retrieved from http://www.nationsreportcard.gov/reading_math_2015/ - reading/groups?grade=4

  • National Governors Association Center for Best Practices, & Council of Chief State School Officers. (2010). Common Core State Standards for English language arts. Washington, D. C.: National Governors Association Center for Best Practices, Council of Chief State School Officers. From http://www.corestandards.org/wp-content/uploads/ELA_Standards.pdf.

  • O’Connor, R. E., Bell, K. M., Harty, K. R., Larkin, L. K., Sackor, S. M., & Zigmond, N. (2002). Teaching reading to poor readers in the intermediate grades: a comparison of text difficulty. Journal of Educational Psychology, 94, 474–485. doi:10.1037/0022-0663.94.3.474.

    Article  Google Scholar 

  • O’Connor, R. E., Swanson, H. L., & Geraghty, C. (2010). Improvement in reading rate under independent and difficult text levels: influences on word and comprehension skills. Journal of Educational Psychology, 102, 1–19. doi:10.1037/a0017488.

    Article  Google Scholar 

  • Paris, S. G. (2005). Reinterpreting the development of reading skills. Reading Research Quarterly, 40, 184–202.

    Article  Google Scholar 

  • Pearson, P. D. (2013). Research foundations of the Common Core State Standards in English language arts. In S. B. Neuman & L. Gambrell (Eds.), Quality reading instruction in the age of Common Core State Standards. Newark: International Reading Association. pp. 237–262

  • Pearson, P. D., & Hamm, D. N. (2005). The assessment of reading comprehension: a review of practices - past, present, and future. In S. G. Paris & S. A. Stahl (Eds.), Children’s reading comprehension and assessment. Mahwah: Erlbaum. pp. 13–69

  • Pearson, P. D., & Hiebert, E. H. (2013). Understanding the Common Core State Standards. In L. M. Morrow, T. Shanahan, & K. K. Wixon (Eds.), Teaching with the Common Core Standards for English language arts, PreK-2. New York: Guilford. pp. 1–21

  • Perfetti, C. (1985). Reading ability. New York: Oxford University Press.

  • Powell, W. R. (1970). Reappraising the criteria for interpreting informal inventories. In D. L. DeBoer ed., Reading diagnosis and evaluation: proceedings of the thirteenth annual convention. Newark: International Reading Association. pp. 100–109

  • Powell-Smith, K. A., & Bradley-Klug, K. L. (2001). Another look at the ‘C’ in CBM: does it really matter if curriculum-based measurement reading probes are curriculum-based? Psychology in the Schools, 38, 299–312. doi:10.1002/pits.1020.

    Article  Google Scholar 

  • RAND Reading Study Group. (2002). Reading for understanding: toward a R&D program in reading comprehension. Arlington, VA: RAND Publications.

  • Ryder, R. J., & Hughes, M. (1985). The effect on text comprehension of word frequency. The Journal of Educational Research, 78(5), 286–291. doi:10.2307/27540138.

    Article  Google Scholar 

  • Rylant, C. (1996). Henry and mudge: the first book. New York: Simon Spotlight.

  • Sabatini, J., Albro, E., & O’Reilly, T. (2012). Measuring up: advances in how we assess reading ability. Lanham: R & L Education.

  • Samuels, S. J. (2013). Toward a theory of automatic information processing in reading, revisited. In D. E. Alvermann, N. J. Unrau, & R. B. Ruddell (Eds.), Theoretical models and processes of reading. 6th ed. Newark: International Reading Association. pp. 698–718

  • Schwartz, R. M. (2005). Literacy learning of at-risk first-grade students in the reading recovery early intervention. Journal of Educational Psychology, 97, 257–267.

    Article  Google Scholar 

  • Shanahan, T. (2000). Research synthesis: making sense of the accumulation of knowledge in reading. In M. L. Kamil, P. Mosenthal, P. D. Pearson, & R. Barr (Eds.), Handbook of reading research. Mahwah: Erlbaum. Vol. III. pp. 209–226

  • Shanahan, T. (2011). Rejecting instructional level theory. Retrieved from http://www.shanahanonliteracy.com/2011/08/rejecting-instructional-level-theory.html

  • Sindelar, P. T., Monda, L. E., & O’Shea, L. J. (1990). Effects of repeated readings on instructional- and mastery-level readers. The Journal of Educational Research, 83, 220–226. doi:10.2307/27540387.

    Article  Google Scholar 

  • Smith, F. (1973). Decoding, the great fallacy. In F. Smith (Ed.), Psycholinguistics and reading. New York: Holt, Rinehart, & Winston. pp. 70–83

  • Spanjers, D. M., Burns, M. K., & Wagner, A. R. (2008). Systematic direct observation of time on task as a measure of student engagement. Assessment for Effective Intervention, 33, 120–126. doi:10.1177/1534508407311407.

    Article  Google Scholar 

  • Stahl, S. A., & Heubach, K. M. (2005). Fluency-oriented reading instruction. Journal of Literacy Research, 37, 25–60. doi:10.1207/s15548430jlr3701_2.

    Article  Google Scholar 

  • Stanovich, K. E. (1980). Toward an interactive-compensatory model of individual differences in the development of reading fluency. Reading Research Quarterly, 16, 32–71.

    Article  Google Scholar 

  • Stenner, A. J., & Fisher, W. P. (2013). Metrological traceability in the social sciences: a model from reading measurement. Journal of Physics: Conference Series, 459, 1–6. doi:10.1088/1742-6596/459/1/012025.

    Google Scholar 

  • Thorndike, E. L. (1921). The teacher’s word book. New York: Teachers College Press.

  • Topping, K. J., Samuels, J., & Paul, T. (2008). Independent reading: the relationship of challenge, non-fiction and gender to achievement. British Educational Research Journal, 34, 505–524. doi:10.2307/40375511.

    Article  Google Scholar 

  • Torraco, R. J. (2005). Writing integrative literature reviews: guidelines and examples. Human Resource Development Review, 4, 356–367. doi:10.1177/1534484305278283.

    Article  Google Scholar 

  • Treptow, M. A., Burns, M. K., & McComas, J. J. (2007). Reading at the frustration, instructional, and independent levels: the effects on students’ reading comprehension and time on task. School Psychology Review, 36, 159–166.

    Google Scholar 

  • Vadasy, P. F., & Sanders, E. A. (2009). Supplemental fluency intervention and determinants of reading outcomes. Scientific Studies of Reading, 13, 383–425. doi:10.1080/10888430903162894.

    Article  Google Scholar 

  • Valencia, S. W., Wixson, K. K., & Pearson, P. D. (2014). Putting text complexity in context: refocusing on comprehension of complex text. The Elementary School Journal, 115, 270–289. doi:10.1086/678296.

    Article  Google Scholar 

  • Vygotsky, L. S. (1978). Mind in society: the development of higher psychological processes (M. Cole, V. John-Steiner, S. Scribner & E. Souberman, Eds. & Trans.). Cambridge: Harvard University Press.

  • White, H. D. (1994). Scientific communication and literature retrieval. In H. Cooper, & L. V. Hedges (Eds.), Handbook of research synthesis. New York: SAGE. pp. 41–56

  • Woods, M. L., & Moe, A. J. (2014). Analytical reading inventory (10th ed.). New York: Pearson.

  • Young, A., & Bowers, P. G. (1995). Individual difference and text difficulty determinants of reading fluency and expressiveness. Journal of Experimental Child Psychology, 60, 428–454. doi:10.1006/jecp.1995.1048.

    Article  Google Scholar 

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Authors and Affiliations

  1. School of Education, University of Delaware, 16 W. Main Street, Newark, DE, 19716, USA

    Steven J. Amendum

  2. The College of William & Mary, Williamsburg, VA, USA

    Kristin Conradi

  3. TextProject and University of California, Santa Cruz, CA, USA

    Elfrieda Hiebert

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Amendum, S.J., Conradi, K. & Hiebert, E. Does Text Complexity Matter in the Elementary Grades? A Research Synthesis of Text Difficulty and Elementary Students’ Reading Fluency and Comprehension. Educ Psychol Rev 30, 121–151 (2018). https://doi.org/10.1007/s10648-017-9398-2

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Keywords

  • Elementary
  • Reading
  • Comprehension
  • Fluency
  • Policy
  • Text complexity