Article published In: ITL - International Journal of Applied Linguistics
Vol. 168:1 (2017) ► pp.4–32
The development of statistical literacy in applied linguistics graduate students
Published online: 5 October 2017
https://doi.org/10.1075/itl.168.1.01gon
https://doi.org/10.1075/itl.168.1.01gon
Abstract
Statistics play an important role in analyzing data in applied linguistics research. Given the increase over time in the field’s
reliance on quantitative analysis (Brown, J. D. (2004). Resources on quantitative/statistical research for applied linguists. Second Language Research, 20(4), 372–393. ; Gass, S. (2009). A survey of SLA research. In W. Ritchie, & T. Bhatia (Eds.), Handbook of second language acquisition (pp. 3–28). Bingley: Emerald.), statistical literacy is critical for both producers and consumers of L2 research. Although there has been
some investigation into statistical literacy among applied linguists, no research to date has examined how such literacy is
obtained by masters and doctoral students in the field. The present study investigated the development of statistical literacy in
a sample of such students taking semester-long discipline-specific quantitative research methods courses. Participants completed a
pre-course and post-course survey. The results indicate that participants increased their knowledge of basic descriptive
statistics and common inferential statistics to a great extent. Furthermore, participants reported that they felt more confident
interpreting and using statistics. Based on these findings, recommendations for improving methodological practices and graduate
training in our field are provided.
Article outline
- The development of statistical literacy in Applied Linguistics graduate students
- The state of the art
- Methodological quality in applied linguistics
- Statistical literacy in applied linguistics
- Method
- Participants
- Statistics courses
- Instrument
- Procedure
- Analysis
- Results
- Discussion and conclusions
- Note
References
References (45)
Bangert, A. W., & Baumberger, J. P. (2005). Research and statistical techniques used in the Journal of Counseling & Development. Journal of Counseling & Development, 831, 480–487.
Brown, J. D. (2004). Resources on quantitative/statistical research for applied linguists. Second Language Research, 20(4), 372–393.
(2015). Why bother learning advanced quantitative methods in L2 research. In L. Plonsky (Ed.), Advancing quantitative methods in second language research (pp. 9–20). New York, NY: Routledge.
Chaudron, C. (2001). Progress in language classroom research: Evidence from The Modern Language Journal, 1916–2000. Modern Language Journal, 851, 57–76.
Cunnings, I. (2012). An overview of mixed-effects statistical models for second language researchers. Second Language Research, 28(3), 369–382.
Finney, S., & Schraw, G. (2003). Self-efficacy beliefs in college statistics courses. Contemporary Educational Psychology, 281, 161–186. .
Gal, I. (2002). Adults’ statistical literacy: Meanings, components, responsibilities. International Statistical Review, 70(1), 1–25. .
Gass, S. (2009). A survey of SLA research. In W. Ritchie, & T. Bhatia (Eds.), Handbook of second language acquisition (pp. 3–28). Bingley: Emerald.
Gass, S., Fleck, C., Leder, N., & Svetics, I. (1998). Ahistoricity revisited. Studies in Second Language Acquisition, 20(03), 407–421..
Godfroid, A., & Spino, L. A. (2015). Reconceptualizing reactivity of think-alouds and eye tracking: Absence of evidence is not evidence of absence. Language Learning, 65(4).
Gonulal, T. (2016). Statistical literacy among second language acquisition graduate students. Unpublished doctoral dissertation, Michigan State University, East Lansing, MI.
Henson, R. K., Hull, D. M., & Williams, C. S. (2010). Methodology in our education research culture toward a stronger collective quantitative proficiency. Educational Researcher, 39(3), 229–240.
Larson-Hall, J. (2010). A guide to doing statistics in second language research using SPSS. New York, NY: Routledge.
Larson-Hall, J., & Herrington, R. (2010). Improving data analysis in second language acquisition by utilizing modern developments in applied statistics. Applied Linguistics, 31(3), 368–390.
Larson-Hall, J., & Plonsky, L. (2015). Reporting and interpreting quantitative research findings: What gets reported and recommendations for the field. Language Learning, 65(S1), 127–159.
Lazaraton, A. (2000). Current trends in research methodology and statistics in applied linguistics. TESOL Quarterly, 341, 175–181.
(2005). Quantitative research methods. In E. Hinkel (Ed.), Handbook of research in second language teaching and learning (pp. 109–224). Mahwah, NJ: Lawrence Erlbaum Associates.
Lazaraton, A., Riggenbach, H., & Ediger, A. (1987). Forming a discipline: Applied linguists’ literacy in research methodology and statistics. TESOL Quarterly, 21(2), 263–277.
Lindstromberg, S. (2016). Inferential statistics in Language Teaching Research: A review and ways forward. Language Teaching Research, 20(6), 741–768.
Loewen, S., & Gass, S. (2009). Research timeline: The use of statistics in L2 acquisition research. Language Teaching, 42(2), 181–196.
Loewen, S., & Gonulal, T. (2015). Exploratory factor analysis and principal components analysis. In L. Plonsky (Ed.), Advancing quantitative methods in second language research (pp. 182–212). New York, NY: Routledge.
Loewen, S., Lavolette, E., Spino, L. A., Papi, M., Schmidtke, J., Sterling, S., & Wolff, D. (2014). Statistical literacy among applied linguists and second language acquisition researchers. TESOL Quarterly, 48(2), 360–388.
Loewen, S., & Plonsky, L. (2015). An A-Z of applied linguistics research methods. New York, NY: Palgrave.
Lowie, W., & Seton, B. (2012). Essential statistics for applied linguistics. Houndmills: Palgrave Macmillan.
Mahboob, A., Paltridge, B., Phakiti, A., Wagner, E., Starfield, S., Burns, A., Jones, R. H., & De Costa, P. I. (2016).
TESOL Quarterly research guidelines. TESOL Quarterly, 501, 42–65.
Norris, J. M. (2015). Statistical significance testing in second language research: Basic problems and suggestions for reform. Language Learning, 65(S1), 97–126.
Norris, J. M., Ross, S. J., & Schoonen, R. (2015). Improving second language quantitative research. Language Learning, 65(S1), 1–8.
Norris, J. M., Plonsky, L., Ross, S. J., & Schoonen, R. (2015). Guidelines for reporting quantitative methods and results in primary research. Language Learning, 65(2), 470–476.
Paquot, M., & Plonsky, L. (2017). Quantitative research methods and study quality in learner corpus research. International Journal of Learner Corpus Research, 3(1), 61–94.
Plonsky, L. (2011). Study quality in SLA: A cumulative and developmental assessment of designs, analyses, reporting practices, and outcomes in quantitative L2 research (Unpublished doctoral dissertation). Michigan State University, East Lansing, MI.
(2013). Study quality in SLA: An assessment of designs, analyses, and reporting practices in quantitative L2 research. Studies in Second Language Acquisition, 351, 655–687.
(2015b). Quantitative considerations for improving replicability in CALL and applied linguistics. CALICO Journal, 32(2), 232–244.
(2015c). Statistical power, p values, descriptive statistics, and effect sizes: A “back-to-basics” approach to advancing quantitative methods in L2 research. In L. Plonsky (Ed.), Advancing quantitative methods in second language research (pp. 23–45). New York, NY: Routledge.
Plonsky, L., & Derrick, D. J. (2016). A meta-analysis of reliability coefficients in second language research. Modern Language Journal, 1001, 538–553.
Plonsky, L., Egbert, J., & LaFlair, G. T. (2014). Bootstrapping in applied linguistics: Assessing its potential using shared data. Applied Linguistics, 1–21.
Plonsky, L., & Gass, S. (2011). Quantitative research methods, study quality, and outcomes: The case of interaction research. Language Learning, 61(2), 325–366.
Plonsky, L., & Gonulal, T. (2015). Methodological synthesis in quantitative L2 research: A review of reviews and a case study of exploratory factor analysis. Language Learning, 65(S1), 9–36.
Plonsky, L., & Oswald, F. L. (2016). Multiple regression as a flexible alternative to ANOVA in L2 research. Studies in Second Language Acquisition, 1–14.
Teleni, V., & Baldauf, R. B. (1989). Statistical techniques used in three applied linguistics journals: Language Learning, Applied Linguistics, and TESOL Quarterly, 1980–1986: Implications for readers and researchers. Unpublished research report. (ERIC Document Reproduction Service No. ED312905).
Wallman, K. K. (1993). Enhancing statistical literacy: Enriching our society. Journal of the American Statistical Association, 88(421), 1–8.
Cited by (22)
Cited by 22 other publications
Farsani, Mohammad Amini & A. Mehdi Riazi
2025. Exploring questionable research practices in applied linguistics mixed methods research studies. Journal of Second Language Studies
Guapacha-Chamorro, María Eugenia
Jahanbakhsh, Akbar A., Zahra Banitalebi, Jenifer Larson-Hall & Aya Shiiba
Park, Hae In, Megan Solon & Kwangmin Lee
Farangi, Mohamad Reza & Hassan Nejadghanbar
Plonsky, Luke, Dan Brown, Meishan Chen, Romy Ghanem, Maria Nelly Gutiérrez Arvizu, Daniel R. Isbell & Meixiu Zhang
Yamashita, Taichi & Reza Neiriz
Zhang, Peixin & Chao Han
Marques, Felipe Tumenas & Francisco Louzada Neto
Yulindra, Devi, Annisa Swastika, H. R. P. Negara, Rini Setyaningsih & Adi Nurcahyo
ISBELL, DANIEL R., DAN BROWN, MEISHAN CHEN, DEIRDRE J. DERRICK, ROMY GHANEM, MARÍA NELLY GUTIÉRREZ ARVIZU, ERIN SCHNUR, MEIXIU ZHANG & LUKE PLONSKY
Razavipour, Kioumars & Behnaz Raji
Zhang, Yifan & Vahid Aryadoust
AMİRİAN, Seyed Mohammad Reza & Saeed ABBASİ-SOSFADİ
Gass, Susan, Shawn Loewen & Luke Plonsky
Plonsky, Luke
Plonsky, Luke
Gonulal, Talip
2020. Statistical knowledge and training in second language acquisition. ITL - International Journal of Applied Linguistics 171:1 ► pp. 62 ff.
Gönülal, Talip
Loewen, Shawn, Talip Gönülal, Daniel R. Isbell, Laura Ballard, Dustin Crowther, Jungmin Lim, Jeffrey Maloney & Magda Tigchelaar
De Costa, Peter I., Wendy Li & Hima Rawal
Marsden, Emma & Luke Plonsky
2018. Conclusion. In Critical Reflections on Data in Second Language Acquisition [Language Learning & Language Teaching, 51], ► pp. 219 ff.
This list is based on CrossRef data as of 12 november 2025. Please note that it may not be complete. Sources presented here have been supplied by the respective publishers. Any errors therein should be reported to them.
