Lexical Diversity, Density, and Word Frequency in CEFR A2 ELT Coursebook Reading Texts in Turkish Higher Education: A Corpus-Based Comparative Analysis of Three Coursebooks
Keywords:
CEFR A2; corpus-based analysis; ELT coursebooks; higher education; lexical density; lexical diversity; reading texts; Turkish preparatory programs; word frequencyAbstract
Coursebooks remain a dominant source of lexical input in ELT, yet CEFR labels are often treated as proxies for lexical suitability without empirical verification. This study applies corpus-based analysis to compare the lexical characteristics of A2-level reading texts in three widely used ELT coursebookewas (Language Hub, Empower, and The Big Picture). Reading passages exceeding 50 words were compiled into three sub-corpora and analyzed across lexical diversity (TTR and MLTD), lexical density, and frequency/coverage patterns (NGSL vs. off list). Results show that surface diversity (TTR) is broadly similar across books (? 53%–55%), but length-sensitive diversity (MLTD) and text-level peaks reveal non-equivalent lexical variety across materials. Lexical density averages cluster within a moderate band (M = 50.71–52.76), yet within-book distributions include substantial shifts, with multiple texts exceeding 60% density and sizable sets below 50% in two series. Frequency profiling indicates high overall NGSL alignment (85.17%–89.35%) alongside meaningful differences in off-list load (10.65%–14.6%) and localized spikes above 30% off-list in individual texts. These findings demonstrate that CEFR alignment does not guarantee comparable lexical input and support the use of corpus-informed diagnostics in materials selection, curriculum planning, and coursebook development.
https://doi.org/10.26803/ijlter.25.5.32
References
Allwright, R. L. (1981). What do we want teaching materials for? ELT Journal, 36(1), 5–18.
https://doi.org/10.1093/elt/36.1.5
Bai, Y., Zhao, F., Kumamoto, E., & Yin, C. (2025). Precisely identifying and mitigating
shallow reading behaviors through online reading data: exploring quantitative reading behavior methods and precise behavioral intervention. Interactive Learning Environments, 33(2), 1625-1639.
https://doi.org/10.1080/10494820.2024.2372846
Bestgen, Y. (2025). Estimating lexical diversity using the moving average type-token ratio (MATTR): Pros and cons. Research Methods in Applied Linguistics, 4(1), 100168. https://doi.org/10.1016/j.rmal.2024.100168
Biber, D., Conrad, S., & Reppen, R. (1998). Corpus linguistics: Investigating language structure and use. Cambridge, England: Cambridge University Press. https://doi.org/10.1017/CBO9780511804489
Bist, R. B., & Kandel, R. K. (2025). Teachers’ perception of teaching literature in EFL classes: a context of remote secondary schools of Nepal. Cogent Education, 12(1), https://doi.org/10.1080/2331186X.2025.2584921
Burridge, A. B., McKinney, L., Bourdeau, G. V., Lee, M. M., & Barnes, Y. M. (2024). The power of one more course: How different first semester credit loads affect community college student persistence. The Journal of Higher Education, 95(7), 879-916. https://doi.org/10.1080/00221546.2023.2251867
Burns, K. E., & Quan, T. (2025). The ideological positioning of heritage language learners: A critical discourse analysis of world language teacher preparation textbooks. The Modern Language Journal, 109(4), 800-820. https://doi.org/10.1111/modl.70008
Cunningsworth, A. (1995). Choosing your coursebook. Oxford, England: Heinemann. ISBN-13: 978-0435240585
Chen, C., & Yuan, Y. (2025). Effectiveness of virtual reality on Chinese as a second language vocabulary learning: Perceptions from international students. Computer Assisted Language Learning, 38(3), 397-425. https://doi.org/10.1080/09588221.2023.2192770
Elgort, I., & Warren, P. (2014). L2 vocabulary learning through reading: Incidental learning and lexical quality. Studies in Second Language Acquisition, 36(3), 365–395.
Fang, N., Kan, Z., Liao, Z., & Jia, T. (2025). Lexical pathways to L2 listening comprehension: The roles of vocabulary knowledge and lexical complexity. International Journal of Applied Linguistics, https://doi.org/10.1111/ijal.70009
Flowerdew, J. (2025). Data-driven learning: From collins cobuild dictionary to ChatGPT. Language Teaching, 58(3), 359-376.
https://doi.org/10.1017/S0261444824000144
Jalalian Daghigh, A., Kaur, S., & Mohd Jan, J. (2025). Neoliberal discourse in locally developed Malaysian English language textbooks: A comparison between the pre-and post-neoliberal eras. Globalisation, Societies and Education, 23(4), 1080-1095. https://doi.org/10.1080/14767724.2023.2248012
Judy, T., Puig-Mayenco, E., Chaouch-Orozco, A., Martín-Villena, F., & Miller, D. (2023). Testing the competing systems hypothesis: Further evidence from aspect in tutored L1-English–L2-Spanish. Second Language Research, 39(4), 1165-1189.
https://doi.org/10.1177/02676583221123954
Harmer, J. (2001). How to teach English. Longman.
Haycroft, J. (1998). An introduction to English language teaching. Harlow, England: Longman. ISBN-13: 978-0582556041
Hunt, A., & Beglar, D. (2005). A framework for developing EFL reading vocabulary. Reading in a Foreign Language, 17(1), 23–59. https://eric.ed.gov/?id=EJ689121
?nal, S. (2006). The evaluation of English coursebooks in Turkish primary schools. Unpublished master’s thesis.
Krashen, S. D. (1985). The input hypothesis: Issues and implications. New York, NY: Longman. ISBN-13: 978-0582553811
Lai, C., & Wang, Q. (2025). Profiles of media use purpose in informal digital learning of English and their association with vocabulary knowledge. Computer Assisted Language Learning, 1-31. https://doi.org/10.1080/09588221.2025.2501705
Lai, H. Y. (2025). Evaluating textbook selection criteria among university English teachers in Taiwan: A mixed-methods study. Language Teaching Research, https://doi.org/10.1177/13621688251345070
Lewis, M. (1993). The lexical approach: The state of ELT and a way forward. Language Teaching Publications. ISBN-13: 978-0906717998
Liao, H. (2025). Reconceptualizing instructional materials: Integrating roles, orientations, and instructor styles in foreign language teaching. System, 138, 103964.
https://doi.org/10.1016/j.system.2025.103964
Li, J. (2025). The impact of Krashen input hypothesis on English listening teaching. The Educational Review, USA, 9(2). http://dx.doi.org/10.26855/er.2025.02.010
Li, M., & Chen, Y. (2025). In the wild? Evaluating the authenticity of conversation openings and closings in EFL/ESL textbooks. Linguistics and Education, 86.
https://doi.org/10.1016/j.linged.2025.101392
Li, N., Wolter, B., Yang, L., & Siyanova-Chanturia, A. (2025). The effects of textbook frequency, congruency, and word class on the processing of L2 collocations by Chinese EFL learners. Humanities and Social Sciences Communications, 12(1), 1-18. https://doi.org/10.1057/s41599-025-05045-x
Loi, N. T., & Van Hong, B. (2025). Enhancing Vietnamese students' English language proficiency and perspectives: Implementing a proposed framework of integrated skills approach. Educational Process: International Journal, 17, e2025371.
https://eric.ed.gov/?id=EJ1483786
Looi, J., Boulton, A., Hassan, R., & Riget, P. N. (2025). Data?driven learning: A linguistically authentic complement to coursebooks for Foreign language learners. International Journal of Applied Linguistics,
https://doi.org/10.1111/ijal.12753
McCarthy, P. M., & Jarvis, S. (2010). MTLD, vocd-D, and HD-D: A validation study of sophisticated approaches to lexical diversity assessment. Behavior Research Methods, 42(2), 381–392.
McDonough, J., & Shaw, C. (1993). Materials and methods in ELT. Oxford, England: Blackwell. ISBN-13: 978-0631180036
Mishan, F. (2021). The global ELT coursebook and local contexts. ELT Journal, 75(4), 487– 496.
Nakai, S., & Shintani, N. (2025). From ‘nativelike’ to practical: Comparing human and AI reformulation as written feedback. RELC Journal, 00336882251397735.
https://doi.org/10.1177/00336882251397735
Nation, I. S. P. (1990). Teaching and learning vocabulary. New York, NY: Newbury House
Nation, I. S. P. (2017). Learning vocabulary in another language (2nd ed.). Cambridge University Press. ISBN-13: 978-0838428634
Nguyen, Q. N., & Doan, D. T. H. (2025). Beyond comprehensible input: A neuro-ecological critique of Krashen's hypothesis in language education. Frontiers in Psychology, 16, 1636777. https://doi.org/10.3389/fpsyg.2025.1636777
Pintado, J. A. C., Cantos, K. F. S., Coello, M. B. B., Lince, M. L. E., & Haz, M. F. M. (2025). Evaluating English in action 1 coursebook: An analysis of skill development and pedagogical effectiveness in EFL instruction. Research, Society and Development, 14(10), https://doi.org/10.33448/rsd-v14i10.49624
Rahayu, S., & Syaifullah, H. (2022). Lexical density and readability in EFL texts. Journal of Language and Linguistics Studies, 18(1), 25–40.
Richards, J. C. (2014). Curriculum approaches in language teaching: Forward, central, and backward design. RELC Journal, 45(1), 5–33.
https://doi.org/10.1177/0033688212473293
Sabag-Shushan, T., Katzir, T., & Prior, A. (2023). Assessment of emotion word vocabulary and its contribution to reading comprehension. Applied psycholinguistics, 44(1), 29-50. https://doi.org/10.1017/S0142716422000431
Sánchez?Gutiérrez, C., Minnillo, S., Pérez, A. O., & Ruiz?Alonso?Bartol, A. (2025). Does order of instruction matter? A language program intervention for preterite?imperfect learning. Foreign Language Annals, 58(3), 677-702. https://doi.org/10.1111/flan.70012
Sheldon, L. E. (1988). Evaluating ELT textbooks and materials. ELT Journal, 42(4), 237–246. Oxford, England: Oxford University Press.
https://doi.org/10.1093/elt/42.4.237
Sheng, D., & Li, X. (2025). A corpus-based assessment of vocabulary in interpreting textbooks. Humanities and Social Sciences Communications, 12(1), 1-9.
https://doi.org/10.1057/s41599-025-05152-9
Sobotkova, Z., Pointon, M., & Walton, G. (2025). An eye-tracking study on monolingual and bilingual proficiency in navigating online disinformation. Journal of Documentation, 81(5-6), 1313-1331. https://doi.org/10.1108/JD-01-2025-0005
Sun, A. X., & Mizumoto, A. (2025). Exploring individual differences in AI?assisted and corpus?based data?driven learning: Insights into learners’ perceptions and language learning outcomes. International Journal of Applied Linguistics, https://doi.org/10.1111/ijal.70063
Sung, H., Wolf, M. K., Suhan, M., & Kyle, K. (2025). Lexical richness in young English learners’ writing: A focus on opinion and listen-write task types. Assessing Writing, 66. https://doi.org/10.1016/j.asw.2025.100975
Tang, Y., Chen, K., Yang, M., Niu, Z., Li, J., Zhao, T., & Zhang, M. (2025). Thinking in character: Advancing role-playing agents with role-aware reasoning, https://doi.org/10.48550/arXiv.2506.01748
Tomlinson, B. (2013). Developing principled frameworks for materials development. In B. Tomlinson (Ed.), Developing materials for language teaching (pp. 31–59). Bloomsbury.
Tosun, S., & Çinkara, E. (2019). Evaluation of an ELT coursebook: “English Central”. Journal of Language and Linguistic Studies, 15(1), 211–225
Tsiplakides, I. (2011). Selecting an English coursebook: Theory and practice. Theory and Practice in Language Studies, 1(7), 758–764.
Ur, P. (1996). A course in language teaching: Practice and theory. Cambridge University Press. ISBN-13: 978-0521449946
Valizadeh, M. (2025). Treating and resisting neoliberalism in locally-produced ELT textbooks: A critical review. Changing English, 1-14.
https://doi.org/10.1080/1358684X.2025.2513464
Vo, N. A., & Tran, T. N. (2025). Global Englishes in English language teaching: Evaluating coursebooks used in an undergraduate program in Vietnam. TESOL Journal, 16(2). https://doi.org/10.1002/tesj.70039
Weisi, H., & Torang, P. (2025). A quasi-experimental study comparing textual and audio dynamic glosses: Effects on L2 vocabulary learning among novice EFL learners. The JALT CALL Journal, 21(3), 102399-102399. https://doi.org/10.29140/jaltcall.v21n3.102399
West, M. (1953). A general service list of English words: With semantic frequencies and a supplementary word-list for the writing of popular science and technology. London, England: Longman. ISBN-13: 978-0582525269
Wen, J., & Yu, H. (2025). The lexical profile of online graded reading materials in English language teaching: A corpus-based study. Language Teaching Research,
https://doi.org/10.1177/13621688251320465
Williams, D. (1983). Developing criteria for textbook evaluation. ELT Journal, 37(3), 251–255. https://doi.org/10.1093/elt/37.3.251
Yüksel, H. G., Tosuncuo?lu, ?., & K?rm?z?, Ö. (2023). Teachers’ perceptions of ELT coursebooks in higher education preparatory programs. Journal of Language and Linguistic Studies, 19(1), 150–168.
Yang, Y., & He, X. (2025). Lexical richness in Chinese university students’ EFL writing: a corpus-based comparison. Humanities and Social Sciences Communications, 12(1), 1-11. https://doi.org/10.1057/s41599-025-05560-x
Yüceer-Öztürk, Y., & Tan-?i?man, G. (2025). Pre-service English teachers’ readiness for the English language curriculum: How competent are they?. Asian-Pacific Journal of Second and Foreign Language Education, 10(1), 61.
https://doi.org/10.1186/s40862-025-00368-3
Zhang, Y. (2025). Towards rigorous corpus?based AI–human text comparisons: A methodological synthesis with a genre?informed illustration. International Journal of Applied Linguistics, https://doi.org/10.1111/ijal.70071
Zhang, X., & Lu, X. (2025). Aligning linguistic complexity with the difficulty of English texts for L2 learners based on CEFR levels. Studies in Second Language Acquisition, 1-28. https://doi.org/10.1017/S0272263125101125
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