{"title":"Developing a cross-case, time-ordered analysis of informal language learning from ethnographic narratives","authors":"Mark Dressman , Denyze Toffoli , Ju Seong Lee","doi":"10.1016/j.rmal.2025.100190","DOIUrl":"10.1016/j.rmal.2025.100190","url":null,"abstract":"<div><div>Cross-case, time-ordered analysis of ethnographically collected learner narratives holds great potential for tracing the paths of second-language learning in general, but more specifically of informal additional language development (IALD) over time. Based on a comprehensive survey of 206 studies, we first selected the 29 that contained ethnographic information about learners and inductively coded them, identifying seven factors related to IALD. We next identified 47 narratives from 14 of the 29 studies containing significant detail. We sorted these into groups in two ways and then compared them, producing a third set of groups whose members overlapped. In the final step, we displayed the Set Three groups in two matrices, by life periods and the seven factors. The method identified seven different paths or trajectories for IALD and highlighted significant factors and conditions within and across groups.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100190"},"PeriodicalIF":0.0,"publicationDate":"2025-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143464116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Engaging young language learners in participatory research: Visual arts-based approach","authors":"Junjie Li, Weizhao Gong","doi":"10.1016/j.rmal.2025.100187","DOIUrl":"10.1016/j.rmal.2025.100187","url":null,"abstract":"<div><div>This paper explores the visual arts-based approach to participatory research with children, aged 9 to 11, by analysing the micro-processes of children agentively making meanings in individual and group interviews. Specifically, drawing and graphing are utilised to facilitate participants’ thinking, verbalisation, and nonverbal expressions during data elicitation. We draw on two example qualitative studies to discuss the innovative methods. By interpreting critical episodes emerging from visual arts-crafting activities, we find a mixed set of visual tools empowering in listening to children's voices in hierarchical bilingual educational contexts, including two schools and a private language institution.</div><div>The methodological insights are examined in line with two overarching themes: a) the mediational and scaffolding role of visual artefacts in children's embodied meaning-making processes, and b) children's strategic appropriation of activities to address their own personal and social goals. Findings indicate that, as local actors, young participants agentively claim expertise resorting to ‘insider knowledge’ of childhood, subvert the prescribed power status in relation to adult researchers, and strategically appropriate research instruments for reinterpreting the research agenda. We argue a glimpse of children's multi-faceted lifeworlds and peer culture is temporarily made possible by means of visual arts-based approach, generating data that is otherwise hard to elicit or interpret.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100187"},"PeriodicalIF":0.0,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143429106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Matt Kessler, Tania Ferronato, María José Torres Centurion, Melike Akay, Jihye Kim
{"title":"Mobile-assisted language learning with commercial apps: A focused methodological review of quantitative/mixed methods research and ethics","authors":"Matt Kessler, Tania Ferronato, María José Torres Centurion, Melike Akay, Jihye Kim","doi":"10.1016/j.rmal.2025.100186","DOIUrl":"10.1016/j.rmal.2025.100186","url":null,"abstract":"<div><div>Researchers have increasingly investigated the effectiveness of commercial mobile-assisted language learning (MALL) applications (apps) such as Duolingo, Babbel, Busuu, Memrise, and Rosetta Stone, with several methodological reviews that have been published to date. However, prior reviews have often lumped together MALL studies involving commercial apps with those that investigate teacher-generated MALL activities. Such reviews also provide limited discussions of important issues involving research ethics. This study aims to fill these gaps by conducting a focused review of studies from the past 10 years (2014–2023) that have appeared in six key CALL journals. Investigated are 1) the research methods used in commercial MALL app studies using quantitative or mixed methods (e.g., samples, target languages, instruments), and 2) the extent to which researchers have discussed issues of research ethics (e.g., disclosing funding, conflicts of interest). The findings illustrate trends in the popularity of certain target languages, topics, and instruments, along with issues involving the reporting of key statistical information. Some authors also provide wide-ranging discussions of ethics; however, many studies lack transparency concerning potential conflicts of interest. Based on these findings, recommendations are provided for conducting future research with commercial MALL apps.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100186"},"PeriodicalIF":0.0,"publicationDate":"2025-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143101669","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Beyond BLEU: Repurposing neural-based metrics to assess interlingual interpreting in tertiary-level language learning settings","authors":"Chao Han , Xiaolei Lu","doi":"10.1016/j.rmal.2025.100184","DOIUrl":"10.1016/j.rmal.2025.100184","url":null,"abstract":"<div><div>Recent years have seen a revival of using translation and interpreting (T&I) as a pedagogical and assessment tool to enhance language learning. This growing usage contributes to an increasing amount of learner-generated T&I data, creating a strong demand for assessment. To alleviate this issue, researchers have proposed repurposing machine translation (MT) evaluation metrics to automatically assess human-generated T&I. In this article, we report on the first large-scale study in which we leveraged sophisticated neural-based MT evaluation metrics for automatically assessing English-Chinese interpreting, using a database called <em>Interpreting Quality Evaluation Corpus</em>. To evaluate the efficacy of neural-based metrics, we correlated them with human benchmark scores. Because of the unique data structure, we conducted an internal meta-analysis of correlation coefficients to examine the overall machine-human correlation, and further performed meta-regression to identify potential significant moderators. We find that: a) the overall meta-synthesized correlations were fairly strong: <em>r</em> = .652 and <em>r<sub>s</sub></em> = .631; b) the type of neural-based metrics was a significant moderator, with BLEURT-20 registering the highest correlations (<em>r</em> = .738, <em>r<sub>s</sub></em> = .700); and c) the level of human rater reliability was also a significant moderator. We discussed these findings and their implications for T&I assessment in higher education.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100184"},"PeriodicalIF":0.0,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143101668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Towards more appropriate modelling of linguistic complexity measures: Beyond traditional regression models","authors":"Akira Murakami","doi":"10.1016/j.rmal.2025.100182","DOIUrl":"10.1016/j.rmal.2025.100182","url":null,"abstract":"<div><div>Despite a recent emphasis on appropriate quantitative data analysis as part of the methodological reform, applied linguists often overlook scrutinising the adequacy of their analytical methods, risking model misspecification. This article critiques the use of regression models assuming normal error distributions for modelling linguistic complexity measures. It examines two alternative approaches: weighted linear regression with a log-transformed outcome variable and negative binomial regression, demonstrating how they mitigate associated limitations. Normal error regression models are inadequate for modelling count-based ratio variables due to two main issues: (i) count variables are theoretically lower-bounded, a constraint not addressed by normal error regression models, and (ii) variations in count quantities lead to differences in sampling variability, violating the homoscedasticity assumption and potentially inflating the Type I error rate. Analysis of 14 syntactic complexity measures and an artificial-data simulation show that the lower bound of the prediction intervals for normal error regression models often falls below the theoretical minimum in realistic scenarios. Moreover, the denominator count of syntactic complexity measures negatively correlates with variability, causing heteroscedasticity, a higher false-positive rate, and reduced true value coverage by 80% confidence intervals. Both alternative approaches outperform normal error regression models in these criteria. These findings challenge the suitability of normal error regressions for modelling syntactic complexity measures and caution against their use for other count-based measures in second language research and corpus linguistics. This necessitates reevaluating the widespread use of normal error regression in applied linguistics, urging methodologists to develop and validate more structurally faithful modelling approaches.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100182"},"PeriodicalIF":0.0,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143101667","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"CA and MCA to advance diversity, equity, and inclusion (DEI): A case for motivated looking","authors":"Steven Talmy","doi":"10.1016/j.rmal.2025.100185","DOIUrl":"10.1016/j.rmal.2025.100185","url":null,"abstract":"<div><div>This article calls for greater engagement in research dedicated to advancing diversity, equity, and inclusion (DEI) by scholars of language and social interaction, specifically those working with conversation analysis and membership categorization analysis (CA/MCA). It considers the affordances of CA/MCA for DEI-oriented inquiry, and, as DEI is a reflexive enterprise, the implications of DEI for CA/MCA. The article considers how DEI offers CA/MCA a major critique of conventional analytic practice, specifically in terms of CA's foundational principle of “unmotivated looking.” The concept of “motivated looking” is developed as a counterpoint, which can be used as a theoretical rationale for employing CA/MCA for research that has a priori analytic interests and/or a critical theoretical praxeological orientation.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100185"},"PeriodicalIF":0.0,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143101666","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Embracing temporality: Reflexive insights into positionality and relational dynamics in intercultural research","authors":"Angie Baily","doi":"10.1016/j.rmal.2025.100183","DOIUrl":"10.1016/j.rmal.2025.100183","url":null,"abstract":"<div><div>Reflexivity has increasingly become a focal point in qualitative research as researchers embrace their evolving roles and presence in the research process. In this article, I explore the complexities of reflexive practice, highlighting notions of relationality, intercultural research and hierarchical structures. Through personal reflexive diaries, I investigate how nuanced shifts and transformations in my identity and positionality were negotiated over time. Specifically, I reflect on my transition from researcher to <em>Dasao</em> (sister-in-law) during my Ph.D. fieldwork, where cultural and linguistic immersion simultaneously guided and challenged my inquiry. This journey confronted me with unforeseen complexities, prompting deeper engagement with reflexivity and positionality. I discuss the fear of becoming too involved in the research and with the participants, potentially (mis)leading the data. I describe my struggles moving in and out of fluid researcher roles, alternating between researcher/participant, insider/outsider, learned/learner - positions interwoven with, and inseparable from my own life experience. While time was central to gaining, understanding and developing positionality, it also highlighted my own research insecurities, which became further exposed by unplanned timescales, leading to unexpected friendships, fluid relational boundaries and an all-consuming reflexivity which thrived on time. By focussing on temporal dimensions, this study offers an innovative perspective on the challenges of reflexivity, the negotiation of roles and blurring of boundaries, researcher vulnerability and the dilemmas around accepting one's presence in the data.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100183"},"PeriodicalIF":0.0,"publicationDate":"2025-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143101665","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Vocabulary list generator: A digital tool to generate frequency-based word lists adjusted for dispersion","authors":"Ashleigh Cox , Daniel Dixon , Tülay Dixon","doi":"10.1016/j.rmal.2025.100180","DOIUrl":"10.1016/j.rmal.2025.100180","url":null,"abstract":"<div><div>In second and foreign language teaching, helping students learn new vocabulary is an important goal, and many researchers aim to help teachers determine which vocabulary items should be prioritized by making predictions about the words that specific learner populations are likely to need. Such predictions can be made by examining the words that frequently appear in corpora that are representative of the learners’ target language use domains. While early vocabulary lists tended to consider only frequency and range when ranking important words in a domain, more recently, researchers have argued for more robust measures of dispersion, including <em>evenness</em> (i.e., how evenly spread a word is across texts) and <em>pervasiveness</em> (i.e., the proportion of texts using a word, which is similar to range) (Egbert & Burch, 2023). However, the current tools and methods that are commonly used to form corpus-based vocabulary lists often do not include these dispersion measures, especially the measure of <em>evenness</em>. To make it easier for researchers and teachers to inform language learning goals with vocabulary lists that consider both frequency and recommended dispersion measures, this report describes and demonstrates a new digital tool, the <em>Vocabulary List Generator</em>. The tool was piloted with a corpus of psychology journal articles, and the vocabulary list generated from the corpus demonstrates its use and output.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100180"},"PeriodicalIF":0.0,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143101664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Making sense of non-comprehension issues while listening: A data-based coding scheme","authors":"Joseph Siegel, Maria Kuteeva, Aki Siegel","doi":"10.1016/j.rmal.2025.100181","DOIUrl":"10.1016/j.rmal.2025.100181","url":null,"abstract":"<div><div>Listening has been a notoriously challenging language skill to research due to its ephemeral nature and the complex, dynamic and individualized operations that contribute to comprehension. Based on empirical data analysis using the idiodynamic method for research in applied linguistics, this paper presents a scheme for coding listening comprehension issues as expressed by students who attended an English medium instruction (EMI) lecture. The coding scheme consists of five broader conceptual categories (top-down, bottom-up, affective, multimodal, and environmental) that are further divided into specific codes used to classify data. The paper describes the emergence of these five categories and the codes subsumed within them, including illustrative data samples and discussion of the coding process. By combining theoretical and practical insights on the listening process with the idiodynamic method, the paper seeks to articulate challenges L2 listeners face and provides a fine-grained analysis tool for researchers working in this area.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100181"},"PeriodicalIF":0.0,"publicationDate":"2025-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143101663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Challenges and opportunities of design-based research in applied linguistics: Insights from a scoping review","authors":"Zehui Yang, Yan-Yi Lee","doi":"10.1016/j.rmal.2024.100178","DOIUrl":"10.1016/j.rmal.2024.100178","url":null,"abstract":"<div><div>Design-based research (DBR) is an interventionist method where educators, through multiple iterations, refine pedagogy with the guidance of theory. While the method has seen success in the field of education more generally, its use in the realm of language education and applied linguistics is evidently less common. In light of this observation, this article aims to understand how DBR has been deployed as a methodological approach in applied linguistics. To achieve this, 45 studies in language education were identified and analysed in the form of a scoping review. An overview of the DBR-related methodological features of the included studies is provided, including the research aims, iteration operations, research settings, the context of the intervention design, and evaluation of iterations. With such an overview, the opportunities and challenges of DBR in language classrooms are discussed. Strategies, where appropriate, are also outlined for future researchers who wish to utilise the opportunities to their maximum and address challenges in future DBR studies.</div></div>","PeriodicalId":101075,"journal":{"name":"Research Methods in Applied Linguistics","volume":"4 1","pages":"Article 100178"},"PeriodicalIF":0.0,"publicationDate":"2025-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143101739","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}