Modeling relationships between learning conditions, processes, and outcomes: An introduction to mediation analysis in SLA research

IF 4.2 1区 文学 Q1 LINGUISTICS
Ruirui Jia, Bronson Hui
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引用次数: 0

Abstract

In the past decade, researchers have been increasingly interested in understanding the process of language learning, in addition to the effect of instructional interventions on L2 performance gains (i.e., learning products). One goal of such investigations is to reveal the interplay between learning conditions, processes, and outcomes where, for example, certain conditions can promote attention to the learning targets, which in turn facilitates learning. However, the statistical modeling approach taken often does not align with the conceptualization of the complex relationships between these variables. Thus, in this paper, we introduce mediation analysis to SLA research. We offer a step-by-step, contextualized tutorial on the practical application of mediation analysis in three different research scenarios, each addressing a different research design using either simulated or open-source datasets. Our overall goal is to promote the use of statistical techniques that are consistent with the theorization of language learning processes as mediators.
学习条件、过程和结果之间的关系建模:二语习得研究中的中介分析介绍
在过去的十年里,研究人员对理解语言学习的过程越来越感兴趣,除了教学干预对第二语言表现提高的影响(即学习产品)。这些调查的一个目标是揭示学习条件、过程和结果之间的相互作用,例如,某些条件可以促进对学习目标的关注,从而促进学习。然而,所采用的统计建模方法往往与这些变量之间复杂关系的概念化不一致。因此,本文将中介分析引入到二语习得研究中。我们提供了一个关于中介分析在三种不同研究场景中的实际应用的循序渐进的、情境化的教程,每种场景都使用模拟或开源数据集解决不同的研究设计。我们的总体目标是促进使用与语言学习过程的理论化相一致的统计技术作为中介。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
8.00
自引率
9.80%
发文量
52
期刊介绍: Studies in Second Language Acquisition is a refereed journal of international scope devoted to the scientific discussion of acquisition or use of non-native and heritage languages. Each volume (five issues) contains research articles of either a quantitative, qualitative, or mixed-methods nature in addition to essays on current theoretical matters. Other rubrics include shorter articles such as Replication Studies, Critical Commentaries, and Research Reports.
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