In:Ethical Issues in Applied Linguistics Scholarship
Edited by Peter I. De Costa, Amr Rabie-Ahmed and Carlo Cinaglia
[Research Methods in Applied Linguistics 7] 2024
► pp. 10–27
Chapter 1A taxonomy of questionable research practices in quantitative humanities
Published online: 21 November 2024
https://doi.org/10.1075/rmal.7.01plo
https://doi.org/10.1075/rmal.7.01plo
Abstract
A growing body of research has begun to address ethical issues in the context of Applied
Linguistics (e.g., De Costa, 2016; Isbell et al., 2022). One of the
messages inherent in this line of inquiry is that ethical concerns are embedded throughout the research cycle from
study conceptualization to realization, dissemination, application, and beyond (see Bernstein et al., this volume).
With this concern in mind, the present study sought to catalog and develop a taxonomy of what are often referred to as
‘questionable research practices’ (QRPs; Steneck, 2006) and related
decisions that come into play in the conduct of quantitative Applied Linguistics research. These include practices
such as selective reporting and obscuring of methodological details to limit criticism. Using existing taxonomies
developed in neighboring disciplines as a starting point (e.g., Tauginienė et al.,
2019), we employed the Delphi method to elicit responses on potential QRPs in an iterative
fashion from an expert panel as well as from peer scholars. The analyses of these data resulted in a domain-specific
taxonomy that laid the groundwork for a large-scale survey that assessed the prevalence and perceived severity of
ethical issues and QRPs found specifically in quantitative Applied Linguistics research (Larsson et al., 2023). The results are also used to inform materials for methodological
training in research ethics in Applied Linguistics and related disciplines (see De
Costa et al., 2021; Wood et al., 2024, in press).
Article outline
- Introduction
- Literature review
- Method
- The expert panel
- QRP item generation and revision
- Results
- Discussion
- Conclusion and future directions
Notes References
References (41)
Al-Marzouki, S., Roberts, I., Marshall, T., & Evans, S. (2005). The
effect of scientific misconduct on the results of clinical trials: A Delphi
survey. Contemporary Clinical
Trials, 26(3), 331–337.
Andringa, S., & Godfroid, A. (2020). Sampling
bias and the problem of generalizability in applied linguistics. Annual Review
of Applied
Linguistics, 40, 134–142.
Crossley, S., Marsden, E., Ellis, N., Kormos, J., Morgan-Short, K., Thierry, G. (2020). Introduction
of methods showcase articles in Language Learning. Language
Learning, 70, 5–10.
Crowther, D., Kim, S., Lee, J., Lim, J., & Loewen, S. (2021). Methodological
synthesis of cluster analysis in second language research. Language
Learning, 71, 99–130.
De Costa, P. I. (Ed.). (2016). Ethics
in applied linguistics research: Language researcher
narratives. Routledge.
De Costa, P. I., Sterling, S., Lee, J., Li, W., & Rawal, H. (2021). Research
tasks on ethics in applied linguistics. Language
Teaching, 54, 58–70.
Farangi, M. R., & Nejadghanbar, H. (2024). Investigating
questionable research practices among Iranian applied linguists: Prevalence, severity, and the role of
artificial intelligence
tools. System, 125, 103427.
Fanelli, D. (2009). How
many scientists fabricate and falsify research? A systematic review and meta-analysis of survey
data. PLoS
One, 4(5), e5738.
Gass, S., Loewen, S., & Plonsky, L. (2021). Coming
of age: The past, present, and future of quantitative SLA research. Language
Teaching, 54, 245–258.
Gass, S., & Plonsky, L. (2020). Introducing
the SSLA methods forum. Studies in Second Language
Acquisition, 42, 667–669.
Gass, S. M., Plonsky, L., & Huntley, E. (2022). Taking
the Long view: A bibliometric analysis. In A. Benati & J. W. Schwieter (Eds.), Second
language acquisition as shaped by the scholarly legacy of Professor Michael
Long (pp. 9–27). John Benjamins.
Gries, S. Th. (2021). (Generalized
linear) mixed effects modeling: A learner corpus example. Language
Learning, 71, 757–798.
Hall, J., & Martin, B. R. (2019). Towards
a taxonomy of research misconduct: The case of business school
research. Research
Policy, 48, 414–427.
Hu, Y., & Plonsky, L. (2021). Statistical
assumptions in L2 research: A systematic review. Second Language
Research, 37, 171–184.
Isbell, D., Brown, D., Chen, M., Derrick, D., Ghanem, R., Gutiérrez Arvizu, M. N., Schnur, E., Zhang, M., & Plonsky, L. (2022). Misconduct
and questionable research practices: The ethics of quantitative data handling and reporting in applied
linguistics. Modern Language
Journal, 106, 172–195.
Jordan, S. R. (2013). Conceptual
clarification and the task of improving research on academic ethics. Journal of
Academic
Ethics, 11, 243–256.
Kumar, M. N. (2008). A
review of the types of scientific misconduct in biomedical research. Journal of
Academic
Ethics, 6, 211–228.
Larson-Hall, J. (2017). Moving
beyond the bar plot and the line graph to create informative and attractive
graphics. Modern Language
Journal, 101, 244–270.
Larsson T., Plonsky, L., & Hancock, G. R. (2021). On the
benefits of structural equation modeling for corpus linguists. Corpus
Linguistics and Linguistic
Theory, 17, 683–714.
Larsson, T., Plonsky, L., Sterling, S., Kytö, M., Yaw, K., & Wood, M. (2023). On
the prevalence and perceived severity of questionable research
practices. Research Methods in Applied
Linguistics, 2, 100064.
Loewen, S., Lavolette, E., Spino, S., Papi, M., Schmidtke, J., Sterling, S., & Wolff, D. (2014). Statistical
literacy among applied linguists and second language acquisition
researchers. TESOL
Quarterly, 48, 360–388.
Marsden, E., Morgan-Short, K., Thompson, S., & Abugaber, D. (2018). Replication
in second language research: Narrative and systematic reviews and recommendations for the
field. Language
Learning, 68, 321–391.
Marsden, E., & Plonsky, L. (2018). Data,
open science, and methodological reform in second language acquisition
research. In A. Gudmestad, & A. Edmonds (Eds.), Critical
reflections on data in second language
acquisition (pp. 219–228). John Benjamins.
Norouzian, R., de Miranda, M. A., & Plonsky, L. (2018). The
Bayesian revolution in second language research: An applied approach. Language
Learning, 68, 1032–1075.
Norris, J. M., Plonsky, L., Ross, S. J., & Schoonen, R. (2015). Guidelines
for reporting quantitative methods and results in primary research. Language
Learning, 65, 470–476.
Paquot, M., & Callies, M. (2020). Promoting
methodological expertise, transparency, replication, and cumulative learning: Introducing new manuscript types
in the International Journal of Learner Corpus
Research. International Journal of Learner Corpus
Research, 6, 121–124.
Plonsky, L. (2023). Sampling
and generalizability in Lx research: A second order
synthesis. Languages, 8, 75.
(2024). Study
quality as an intellectual and ethical imperative: A proposed framework. Annual
Review of Applied Linguistics.
Plonsky, L., Brown, D., Chen, M., Ghanem, R., Gutiérrez Arvizu, M. N., Isbell, D. R., & Zhang, M. (2024). “Significance
sells”: Applied linguists’ view on questionable research practices. Research
Methods in Applied
Linguistics, 3, 100099.
Resnik, D. B., Neal, T., Raymond, A., & Kissling, G. E., (2015). Research
misconduct definitions adopted by U.S. research institutions. Accountability in
Research, 22, 14–21.
Rodríguez-Lifante, A., & Pereira, M. M. B. (2021). The
Delphi method in applied linguistics in the light of a theoretical and critical
analysis. Revista Brasileira de Linguística
Aplicada, 21, 271–293.
Steneck, N. H. (2006). Fostering
integrity in research: Definitions, current knowledge, and future
directions. Science and Engineering
Ethics, 12(1), 53–74.
Sterling, S., & Gass, S. (2017). Exploring
the boundaries of research ethics: Perceptions of ethics and ethical behaviors in classroom-based applied
linguistics
research. System, 70, 50–62.
Sterling, S., Plonsky, L., Larsson, T., Kytö, M., & Yaw, K. (2023). Introducing
and illustrating the Delphi method for applied linguistics research. Research
Methods in Applied
Linguistics, 2, 100040.
Sudina, E. (2023). Scale
quality in second-language anxiety and WTC: A methodological synthesis. Studies
in Second Language
Acquisition, 47, 1427–1455.
Tauginienė, L., Gaižauskaitė, I., Razi, S., Glendinning, I., Sivasubramaniam, S., Marino, F., Cosentino, M., Anohina-Naumeca, A., & Kravjar, J. (2019). Enhancing
the taxonomies relating to academic integrity and misconduct. Journal of
Academic
Ethics, 17, 345–361.
Turoff, M., & Linstone, H. A. (2002). The
Delphi method: Techniques and
applications. Addison-Wesley.
Wood, M., Larsson, T., Plonsky, L., Sterling, S., Kytö, M., & Yaw, K. (2024). Addressing
questionable research practices in applied linguistics: A practical
guide. Applied Linguistics Press.
Wood, M., Sterling, S., Larsson, T., Plonsky, L., Kytö, M., & Yaw, K. (in
press). Researchers training researchers: Ethics training in Applied Linguistics.
TESOL Quarterly.
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