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<p>In recent years, a wealth of research on English language teaching practice has emerged in the academic community at home and abroad, mainly focusing on the use of teachers’ strategies in the English language teaching classroom and less on whether the use of strategies can enhance students’ English language learning effectiveness. In this paper, we look for the factors affecting the effectiveness of English learning from the two subjects of teachers and students respectively, identify the main variables of the study, and put forward the relevant research hypotheses. By using partial least squares regression to construct a model of research impact on learning effectiveness, a regression test is proposed that utilizes Person’s correlation analysis as a benchmark. The research data were collected by means of an online survey, and in the descriptive statistics of the variables, the content mastery measure of the sense of learning goal effectiveness scored the highest at 4.253, and the learning content explanation of the English teaching innovation was adequate. The R<sup>2</sup> of English learning strategies and goal effectiveness sense is 0.289 and adjusted is 0.265, the F value is 378.621, and the P value is less than 0.001, which is positive and significant. The more frequently English teaching innovation strategies are used in this study, the higher the sense of goal efficacy, which can significantly improve the effectiveness of learning.</p>
</abstract>

In recent years, a wealth of research on English language teaching practice has emerged in the academic community at home and abroad, mainly focusing on the use of teachers’ strategies in the English language teaching classroom and less on whether the use of strategies can enhance students’ English language learning effectiveness. In this paper, we look for the factors affecting the effectiveness of English learning from the two subjects of teachers and students respectively, identify the main variables of the study, and put forward the relevant research hypotheses. By using partial least squares regression to construct a model of research impact on learning effectiveness, a regression test is proposed that utilizes Person’s correlation analysis as a benchmark. The research data were collected by means of an online survey, and in the descriptive statistics of the variables, the content mastery measure of the sense of learning goal effectiveness scored the highest at 4.253, and the learning content explanation of the English teaching innovation was adequate. The R2 of English learning strategies and goal effectiveness sense is 0.289 and adjusted is 0.265, the F value is 378.621, and the P value is less than 0.001, which is positive and significant. The more frequently English teaching innovation strategies are used in this study, the higher the sense of goal efficacy, which can significantly improve the effectiveness of learning.

An Analysis of the Innovation of English Teaching Strategies and Their Impact on Learning Effectiveness in the Age of Big Data

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

In recent years, a wealth of research on English language teaching practice has emerged in the academic community at home and abroad, mainly focusing on the...

An Analysis of the Innovation of English Teaching Strategies and Their Impact on Learning Effectiveness in the Age of Big Data

Published Online: May 22, 2024

Page range: -

Received: Feb 03, 2024

Accepted: Apr 06, 2024

DOI: https://doi.org/10.2478/amns-2024-1163

Keywords
Partial least squares regression, Person correlation analysis, Regression validation, English teaching strategies

© 2024 Haiyang Gao, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

An Analysis of the Innovation of English Teaching Strategies and Their Impact on Learning Effectiveness in the Age of Big Data

Published Online: May 22, 2024

Page range: -

Received: Feb 03, 2024

Accepted: Apr 06, 2024

DOI: https://doi.org/10.2478/amns-2024-1163

KeywordsPartial least squares regression, Person correlation analysis, Regression validation, English teaching strategies

© 2024 Haiyang Gao, published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
Partial least squares regression, Person correlation analysis, Regression validation, English teaching strategies