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Title: Direct and indirect data-driven learning : an experimental study of that-complementation
Authors: Yeung, KKA
Hu, G 
Issue Date: Jun-2026
Source: Journal of second language writing, June 2026, v. 72, 101301
Abstract: While previous studies have demonstrated the pedagogical utility of data-driven learning (DDL), little research has compared direct (computer-based) and indirect (paper-based) DDL in English-as-a-second-language writing instruction. To address this gap, this study examined the effectiveness of the two DDL approaches in improving first-year college students’ knowledge and use of that-clauses in an English-for-academic-purposes course. Using a pre-post-delayed quasi-experimental design, two experimental groups received either direct or indirect DDL interventions, while a control group received traditional teacher-fronted instruction. Both DDL interventions led to short-term gains in the frequency of that-clause use. While the indirect DDL intervention was effective in sustaining such gains beyond the post-test, the gains for the direct DDL group disappeared on the delayed test. In terms of variety of use, only the direct DDL group showed improvement from the pre-test to the post-test and maintained this improvement on the delayed test. The direct DDL intervention was also somewhat more effective than the indirect DDL intervention in improving participants’ variety scores on the post-test. Finally, neither the direct nor the indirect DDL intervention had any significant effect on the accuracy with which that-clauses were used. Implications for second language writing instruction and future DDL research are discussed.
Keywords: Data-driven learning (DDL)
Direct and indirect DDL
English for academic purposes
Second language writing
That-complementation
Publisher: Elsevier Ltd
Journal: Journal of second language writing 
ISSN: 1060-3743
EISSN: 1873-1422
DOI: 10.1016/j.jslw.2026.101301
Rights: © 2026 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license ( http://creativecommons.org/licenses/by/4.0/ ).
The following publication Yeung, K. K. A., & Hu, G. (2026). Direct and indirect data-driven learning: An experimental study of that-complementation. Journal of Second Language Writing, 72, 101301 is available at https://doi.org/10.1016/j.jslw.2026.101301.
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