This study employs a bibliometric approach to analyse common research themes, high-impact publications and research venues, identify the most recent transformative research, and map the developmental stages of data-driven learning (DDL) since its genesis. A dataset of 126 articles and 3,297 cited references (1994–2021) retrieved from the Web of Science was analysed using CiteSpace 6.1.R2. The analysis uncovered the principal research themes and high-impact publications, and the most recent transformative research in the DDL field. The following evolutionary stages of DDL were determined based on Shneider’s (2009) scientific model and the timeline generated by CiteSpace, namely, the conceptualising stage (1980s–1998), the maturing stage (1998–2011), and the expansion stage (2011–now), with Stage 4 just emerging. Finally, the analysis discerned potential future research directions, including the implementation of DDL in larger-scale classroom practice and the role of variables in DDL.

This paper discusses the role of authenticity and authenticity claims in computer assisted language learning (CALL). It considers authenticity as the result of a social negotiation process rather than an innate feature of a text, object, person, or activity. From this basis, it argues that authenticity claims play an important role in both second language acquisition (SLA) and CALL, being utilized to support the legitimacy of an approach or discipline more generally, as well as in defending a specific didactic design, especially with regard to transfer and motivation. The paper distinguishes between three domains of authenticity claims essential to CALL contexts: authenticity through language (linguistic authenticity), authenticity through origin (cultural authenticity), and authenticity through daily life experiences (functional authenticity). It points out problematic aspects of engaging in authenticity claims and argues that a reflexive stance might be useful in questioning the role of authenticity claims in CALL theory and practice.

In recent years, the number of studies investigating the effectiveness of using digital games for incidental second language (L2) vocabulary learning has been rapidly increasing; however, there is still a lack of research identifying the factors that affect incidental L2 vocabulary learning. Hence, the current study examined vocabulary-related (word level, exposure frequency, salience) and learner-related (language proficiency, interest, viewing captions) variables and investigated factors affecting EFL students’ incidental vocabulary learning in the use of a vernacular (noneducational) murder mystery game (N = 59). The study employed a quantitative research method and descriptive and inferential statistics (repeated measures ANOVA and multiple linear regression). The results showed that playing the game greatly facilitated L2 vocabulary acquisition and retention. Among the vocabulary-related variables, the study found that only salience significantly influenced vocabulary acquisition. Regarding the learner-related variables, the students’ interest and viewing captions were positively related to vocabulary learning, whereas their language proficiency levels were negatively correlated. The study found that the students’ conscious attention, in conjunction with salience of the word, was the main facilitating factor in incidental vocabulary acquisition and retention in the game-enhanced language learning environment. The study suggested pedagogical implications for incidental vocabulary learning through game play based on the results of the study.

Drawing upon research on narrative and speech styles and on digital and multimodal communication, the author proposes multimodal narrative discourse analysis (MNDA) with associated pedagogical and analytical procedures to teach and study storytelling. The second language (L2) students first participated in multimodal narrative simulations in the virtual world of Second Life. The university students then presented, evaluated, and revised stories in both face-to-face and digital contexts through multiple modalities and technologies. MNDA further provided tools and methods for analyzing the students’ discursive processes and agentive experiences of L2 storytelling. The results of MNDA showed that the proper use of narrative elements, discourse structures, and stylistic devices, as well as bodily, visual, and video resources, assisted the students in developing multimodal designs and storytelling styles. This technology-mediated discourse approach to L2 storytelling suggests the importance of teaching and researching broader narrative contexts and activities other than simply elocution in multimodal communicative activities.

The use of machine translation (MT) in the academic context has increased in recent years. Hence, language teachers have found it difficult to ignore MT, which has led to some concerns. Among the concerns, its accuracy has become a major factor that shapes language teachers’ pedagogical decision to use MT in their language classrooms. Despite the urgency of the issue, studies on MT output quality in foreign language education remain scarce. Moreover, as MT is advancing every year, updated studies are imperative. Therefore, the present study investigated the quality of MT outputs (Google Translate) from Korean to English by comparing it with the English-translated texts of intermediate English as a foreign language students. The study also examined the factors within the source texts that affect the quality of MT outputs. Five trained evaluators examined multiple aspects of MT output samples (N = 104) and students’ English texts (N = 104), including mechanics, vocabulary, grammar, and context. The results showed that both texts were equally comprehensible, but MT outperformed the students in most aspects under investigation. The study further found that only two factors in the source texts – punctuation and sentence complexity – influenced MT output quality, whereas lexical and grammatical accuracy, lexical diversity, and contextual understanding did not affect it. Based on the results, the study presents classroom implications for using MT for educational purposes.

In a previous study (Sarré, Grosbois & Brudermann, 2019), we explored the effects of various corrective feedback (CF) strategies on interlanguage development for the online component of a blended English as a foreign language (EFL) course we had designed and implemented. Our results showed that unfocused indirect CF (feedback on all error types through the provision of metalinguistic comments on the nature of the errors made) combined with extra computer-mediated micro-tasks was the most efficient CF type to foster writing accuracy development in our context. Following up on this study, this paper further explores the effects of this specific CF type on learners’ written accuracy development in an online EFL course designed for freshmen STEM (science, technology, engineering, and mathematics) students. In the online course under study, this specific CF type was experimented with different cohorts of STEM learners (N = 1,150) over a five-year period (from 2014 to 2019) and was computer-assisted: CF provision online by a human tutor was combined with predetermined CF comments. The aim of this paper is to investigate the impact of this specific CF strategy on error types. In this respect, the data yield encouraging results in terms of writing accuracy development when learners benefit from this computer-assisted specific CF. This study thus helps to gain a better understanding of the role that CF plays in shaping students’ revision processes and could inform language (teacher) education regarding the use of digital tools for the development of foreign language accuracy and the issues related to online CF provision.

This study reports on the integration of English for Specific Purposes (ESP) multimedia courseware for oral presentations into a self-learning and elective program for non-English major students in an English as a Foreign Language (EFL) setting. A computer-aided instruction approach, combined with a task-based learning approach, was adopted. Computers played a central role as the means of information delivery. The courseware acted as a silent partner and played the role of a tutor and adjunct teacher to provide students with authentic materials for learning to give English oral presentations in international business and technical settings. It offered a variety of learning activities with instant on-line self-evaluation for students to practice integrative language skills and learn content knowledge. Evaluation of student performance was based upon data from pre- and post-tasks, student questionnaires about concerns, and an open-ended questionnaire. After active participation and self-learning, most of the non-English major students clearly indicated they had made some improvement or progress and felt their learning effectiveness for preparing speech texts was significantly improved. In addition, they had become more concerned about their English ability and the ESP courseware was able to meet their need for greater linguistic support to enhance their language ability.

This study aims at exploring the effectiveness of using an online-based course on the learning of sentence types inductively and deductively. To achieve this purpose, a computer-mediated course was designed. The sample of the study consists of four groups taught under four treatments of grammar: (1) with computer-based learning inductively, (2) with computer-based learning deductively, (3) with non-computer-based learning inductively, and (4) with non-computer-based learning deductively. A pre-test/post-test design (between-subject) is used to investigate the effect of two factors: method (computer-based learning vs. non-computer-based learning) and technique (induction vs. deduction) on the students’ learning of sentence types. The results reveal a new manner of enhancing grammar learning based on the level of language structure complexity. The computer-based learning method is found to be functional for more complex and elaborate structures, like the complex sentence and compound complex sentence, and more complicated grammar structures need to be taught by means of the deductive technique. None of the inductive and deductive techniques is reported to be more practical with simple grammar structures such as the simple sentence and compound sentence.

An increasing number of studies are exploring the benefits of automatic speech recognition (ASR)–based dictation programs for second language (L2) pronunciation learning (e.g. Chen, Inceoglu & Lim, 2020; Liakin, Cardoso & Liakina, 2015; McCrocklin, 2019), but how ASR recognizes accented speech and the nature of the feedback it provides to language learners is still largely under-researched. The current study explores whether the intelligibility of L2 speakers differs when assessed by native (L1) listeners versus ASR technology, and reports on the types of intelligibility issues encountered by the two groups. Twelve L1 listeners of English transcribed 48 isolated words targeting the /ɪ-i/ and /æ-ε/ contrasts and 24 short sentences that four Taiwanese intermediate learners of English had produced using Google’s ASR dictation system. Overall, the results revealed lower intelligibility scores for the word task (ASR: 40.81%, L1 listeners: 38.62%) than the sentence task (ASR: 75.52%, L1 listeners: 83.88%), and highlighted strong similarities in the error types – and their proportions – identified by ASR and the L1 listeners. However, despite similar recognition scores, correlations indicated that the ASR recognition of the L2 speakers’ oral productions mirrored the L1 listeners’ judgments of intelligibility in the word and sentence tasks for only one speaker, with significant positive correlations for one additional speaker in each task. This suggests that the extent to which ASR approaches L1 listeners at recognizing accented speech may depend on individual speakers and the type of oral speech.

There has been much enthusiasm shown in the literature about Native Speaker-Nonnative Speaker (NS-NNS) e-mail interactions, associating them with increased motivation and participation and reduced anxiety (Beauvois & Eledge, 1996; Leh, 1997; Aitsiselmi, 1999). Recent research has now also begun to link these interactions with increases in L2 proficiency (Floréz-Estrada, 1995; Stockwell & Harrington, 2003). As some studies have suggested that L2 learners should reach a certain number of e-mail interactions in order for benefits to accrue (Lamy & Goodfellow, 1999; Stockwell & Harrington, 2003), researchers have started to turn their attention towards what factors play a role in helping to facilitate longer interactions. One factor that appears to be important in sustaining longer conversation sequences is the topics discussed during the interactions (Stockwell & Levy, 2001). While Lamy & Goodfellow (1999) investigated the topic threads during on-line discussions with multiple participants, threads in NS-NNS paired interactions through e-mail remain largely unexplored. Thus, in this study, 48 learners of Japanese involved in e-mail interactions with native speakers were investigated to determine what features of topic threads contributed to sustaining interactions. The end-of-thread messages (i.e., those messages which were the last message in a conversation thread) were examined in terms of whether or not a reply was invited, and those messages for which a reply was invited were further analysed to determine why a reply was not received. The paper concludes with suggestions for how conversation threads may be sustained, and some directions for future research.

Intercultural competence has acquired an important role in the foreign language classroom. However, we must also come to terms with assessing this highly complex construct if we consider it as a superordinate learning objective. Therefore the components of intercultural communicative competence that go beyond knowledge, especially attitudes, deserve closer attention. On the basis of Byram’s (1997) model of Intercultural Communicative Competence (ICC), an attempt has been made to trace the development of attitudes as part of ICC in computer-mediated intercultural communication. Data was drawn from three e-mail projects that took place between 2001 and 2002. Three different upper-secondary classes at a vocational school in Mainz, Germany (n=64) exchanged e-mails with two groups of US-American undergraduate students in Ohio (n=57) and one group of undergraduate students of English from Tokyo (n=30). Preliminary findings from a telecollaborative seminar with US-American undergraduate teacher students at a German teacher training institution were used to support the data. The main question addressed in the paper is whether attitudinal components of ICC can be measured quantitatively in telecollaborative environments. To do this, specifications and implementation of learning objectives for attitudes as put forward by Byram (1997) are applied to different instruments within the framework of the e-mail projects, including a triangulation of instruments. Instruments include e-mails, critical incidents, essays and interaction journals. When data was ambiguous or incomplete, follow-up interviews were conducted with pupils. Results of the study suggest that it is not possible to measure attitudes with the instruments described, but that they can help teachers to describe evidences of attitudes in interaction and trace developments to provide a basis for feedback.

English language learning (ELL) websites and digital resources have been recognized as an important source of linguistic and cultural knowledge for English as a foreign language (EFL) learners to explore. The up-to-date information carried by authentic materials is invaluable for learners to develop an understanding of the target language/culture. However, there appears to be a gap between what the designer intends and what the user wants. This paper investigates Chinese university EFL teachers’ perceptions of online English language websites and resources. The study focuses on a number of components of major language areas and skills in ELL websites, website materials, language users’ preferences, and website usability. A total of 1519 English academics from 139 universities across China completed the online survey, and 164 of them voluntarily participated in focus group interviews anonymously.

The empirical evidence of this study has highlighted that a pedagogically-oriented ELL website, targeting audiences with a variety of language proficiencies, was much liked by the Chinese EFL teachers. A preference was observed to see more current authentic language, examination-oriented English learning materials and tasks, and Eastern/non-Anglophone topics in the websites. In addition, it is found that website usability is another key factor that would impact ELL website popularity. A well-designed ELL website can effectively assist Chinese EFL learners to enhance their language competence and achieve optimal learning outcomes. This study provides a context-specific empirical base for innovative web-based EFL learning and teaching as well as website design and materials development in China. The proposed key features of a preferred ELL website may help better inform website designers, content writers and evaluators in their ELL website design/evaluation.

This study designed and developed a web-based reading strategy training program and investigated students’ use of its features and EFL teachers’ and students’ perceptions of the program. The recent proliferation of online reading materials has made information easily available to L2 readers; however, L2 readers’ ability to deal with them requires the development of specific reading strategies. The researcher therefore constructed a web-based strategy training program on the basis of L2 reading strategy research and pedagogy. The program offers four types of reading strategy functions (Global, Problem-solving, Support, and Socio-affective) through 15 strategy buttons: Keyword, Preview, Prediction, Outline, Summary, Semantic Mapping, Pronunciation, Speed Reading, Dictionary, Translation, Grammar, Highlight, Notebook, Music Box, and My Questions. Forty college teachers and thirty-two EFL students in Taiwan were invited to use and evaluate this program. The researcher tracked students’ use of the functions, and teachers and students completed a survey and written reflections that documented their perceptions of the program. Both groups gave positive feedback on the program's user-friendly interface design and the effectiveness of its strategy function keys for enhancing reading comprehension and motivating learning. They also thought highly of the site's extensive offerings of reading opportunities supported by effective reading aids and a computerized classroom management system, features not available in large traditional classes. There was, however, a gap between what teachers thought and what students did. The teachers thought highly of Global strategies, whereas students regarded Support strategies as more useful. The low-proficiency group's heavy use of Support strategies explained this gap. The high-proficiency group's more frequent use of Global strategies echoed teachers’ preference for teaching Global strategies. This connection suggests that teachers should provide more explicit training to encourage all students to use Global strategies for overall textual understanding.

In recent years, automated written feedback (AWF) has gained popularity in language learning and teaching as a form of artificial intelligence (AI). The present study aimed at providing a comprehensive state-of-the-art review of AWF. Using Scopus as the main database, we identified 83 SSCI-indexed published articles on AWF (1993–2022). We investigated several main domains consisting of research contexts, AWF systems, feedback focus, ways of utilizing AWF, research design, foci of investigation, and results. Our results showed that although AWF was primarily studied in language and writing classes at the tertiary level, with a focus on English as the target language, the scope of AWF research has been steadily broadening to include diverse language environments and ecological settings. This heterogeneity was also demonstrated by the wide range of AWF systems employed (n = 31), ways of integrating AWF (n = 14), different types of AWF examined (n = 3), as well as varied research designs. In addition, three main foci of investigation were delineated: (1) the performance of AWF; (2) perceptions, uses, engagement with AWF, and influencing factors; and (3) the impact of AWF. We identified positive, negative, neutral, and mixed results in all three main foci of investigation. Overall, less positive results were found in validating AWF compared to results favoring the other two areas. Lastly, we grounded our findings within the argument-based validity framework and also examined the potential implications.

This paper focuses on the divide at the classroom level in computer-assisted language learning (CALL) that is centered on how those who have technology use it in the pursuit of effective language teaching and learning. This divide is the result in part of the current emphasis on emerging technologies in the CALL literature and in CALL language teacher development that seems to indicate that good CALL activities and lessons can only be carried out with the use of advanced and cutting-edge technologies. The aim of this paper is twofold: (a) to argue that optimal language learning activities can be supported by the use of ‘limited’ technologies, and (b) to present a framework for developing language learning tasks in limited technology contexts. We do not suggest ways to bridge the digital divide that exists between technology haves and have-nots. Instead, we focus on ways to provide effective language learning experiences in CALL classrooms regardless of the technologies available. In doing so, we propose ways to work around the divide created by the overemphasis on new technologies. We suggest that rather than lamenting the fact that our tools are not the latest and greatest, we must pay attention to using the tools at hand to students’ best advantage while we look for ways to obtain additional resources. We must also consider and collaborate with educators who have accepted the position that the use of limited technology cannot be effective in supporting student learning or who do not know how to use their technology to present students with effective opportunities. By addressing these issues in the literature and other forums, the digital divide in CALL classrooms between good technology use and poor technology use can be bridged to the benefit of all.

This paper illustrates how a freely available online corpus has been exploited in a module on teaching business letters covering the following four speech acts (functions) commonly found in business letters: invitations, requests, complaints and refusals. It is proposed that different strategies are required for teaching potentially non-face-threatening (invitations, requests) and face-threatening (complaints, refusals) speech acts.

The hands-on pedagogic activities follow the ‘guided inductive approach’ advocated by Johansson (2009) and draw on practices and strategies covered in the literature on using corpora in language learning and teaching, viz. the need for ‘pedagogic mediation’, and the ‘noticing’ hypothesis from second language acquisition studies.

Virtual exchange (VE) is an ideal venue for digital literacy skills development (Fuchs, Hauck & Müller-Hartmann, 2012) and for critical digital literacy (CDL) (Hauck, 2019). Yet literacy is a fluid, deictic term, the meaning of which is context dependent, and digital literacies need to be defined and conceptualised within a specific context. Recent CALL literature highlights the interest in CDL from various perspectives, but how CDL is conceptualised by the VE participants themselves is not explored. Participants of this study were 37 trainee English language teachers in the UK and Turkey who joined a 6-week VE. Their ongoing reflections on CDL were captured through reflective e-portfolio entries following each VE task. Thematic analysis revealed four components of CDL in this specific VE: (1) participants’ awareness of digital affordances for self-expression, (2) semiotic and interactional means to build connections, (3) ensuring inclusiveness of all community members, and (4) implications of socio-political contexts of each participant for meaning-making and interaction. We conclude that in future pedagogical implementations of VE, facilitators can foster trainee teachers’ CDL development through more closely guided and informed reflection on the four themes presented in this paper. As such, this study makes a novel contribution to our understanding of CDL in VE settings for ELT teacher education by offering a social semiotic second language acquisition orientation within an interpretivist paradigm.

This study was carried out in a language centre, in French higher education. Teachers and researchers had contrived a pedagogical system labeled guided autonomy which combined class attendance in groups and self-study in the self-study room. This kind of autonomous and technologically enhanced learning system will be referred to as CAALL (Computer Assisted Autonomous Language Learning) in this paper. To investigate and reflect critically on the students’ practices in CAALL, it was decided to carry out an extensive triangular study, cross-checking different data (Raby, 2003, 2005). The data pertained to what students did (physical behaviors while working), and to how they felt about it (verbal behaviors in the form of journals). Six students volunteered to take part in that experience. They were observed six times consecutively while working autonomously. In addition, we analyzed the journals in which they wrote about their feelings in connection with the CAALL system. From the students’ observations, three strategic models emerged (epistemic, procedural and mixed). From the journal analyses, different motivational attitudes appeared, ranging from enthusiastic appraisal to stark rejection. One unexpected result yielded by the triangular approach was the importance of internal factors (the learners’ characteristics) versus external factors (the learners' environment) in the process of appropriation of the new learning system.

This article reports on findings regarding the learning strategies used by a group of Chinese English as a foreign language (EFL) learners in a mobile-technology-assisted environment. The research design is a context-specific case study using Dörnyei’s (2005) categories of learning strategies as the conceptual and analytical framework to guide data collection and analysis. Both quantitative and qualitative data were collected through a questionnaire from a sample of 75 Chinese EFL learners and a small-scale follow-up interview of five participants who completed the questionnaire. Data showed that a mobile-technology-assisted environment effected changes in Chinese EFL learners’ ways of adopting a particular set of learning strategies, which differed in type and frequency from those typical of a teacher-led and examination-oriented language classroom. Metacognitive and commitment control strategies were most frequently used by the respondents in this study. The frequency of student use of metacognitive strategies moved ahead of commitment and environmental control strategies. Satiation and emotion control strategies, rarely used by Chinese students in a teacher-fronted language classroom, were also observable. These findings have implications for the understanding and designing of mobile-technology-assisted learning for EFL learners to develop appropriate strategies for autonomous learning.

This study adds to the literature on computer-mediated communication (CMC) by examining the impact of online voice recording (VR) activities and peer-to-peer videoconferencing (VC) conversations on the development of beginning Spanish learners’ speaking performance. Specifically, this paper explores (1) whether VR and VC activities promote oral proficiency, and if so, whether those gains can be seen both in presentational and interpersonal modes of communication; and (2) whether VR and VC activities foster oral proficiency in similar ways to face-to-face (F2F) communication. A quasi-experimental, pre-/post-test design was used in the study. Three sections of a first semester Spanish course were assigned to one of the following conditions: F2F, VR, and VC. Complexity, accuracy, and fluency measures were used to analyze learners’ speaking performance in the two tasks. A mixed effects model analysis was used to investigate differences across time as well as among groups. Results show that both F2F communication and VR activities promote complexity and fluency in presentational tasks and fluency in interpersonal tasks, although F2F produces superior results regarding complexity in presentational tasks. VC activities promote complexity and fluency in presentational tasks and complexity, accuracy, and fluency in interpersonal tasks. Overall, this study shows that medium is not merely a delivery device but has important implications for learning outcomes. In this sense, these findings contribute to answering the wider question of how the use of technology in second language instruction plays a decisive role in current teaching practices.