Innovative research on college English grammar teaching and the introduction of sustainable education concept from the perspective of linguistics: An analysis using PLS-SEM algorithm

The study aims to explore the impact of sustainable education concepts and linguistic perspectives on innovation in teaching and learning English grammar at university. By constructing a university English grammar teaching program based on six strategies, the effects of antecedent, mediator, and out...

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Published inJournal of computational methods in sciences and engineering Vol. 25; no. 6; pp. 5017 - 5027
Main Authors Xuan, Gang, Han, Bing, Wang, Dan
Format Journal Article
LanguageEnglish
Published London, England SAGE Publications 01.11.2025
Sage Publications Ltd
Subjects
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ISSN1472-7978
1875-8983
DOI10.1177/14727978251337877

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Abstract The study aims to explore the impact of sustainable education concepts and linguistic perspectives on innovation in teaching and learning English grammar at university. By constructing a university English grammar teaching program based on six strategies, the effects of antecedent, mediator, and outcome variables on teaching innovation were analyzed and five hypotheses about the interactions of these variables were formulated. The model was validated using the Partial Least Squares-Structural Equation Modeling (PLS-SEM) algorithm. The predictive power of models 1–3 on teaching innovation was 0.024, 0.046, and 0.607, respectively. Expressive ability, language culture, internal and external classroom environment, and teaching style all positively influenced teaching innovation, with regression coefficients of 0.436, 0.061, −0.146, and 0.396, respectively. But the expressive ability and teaching style were significant, while the remaining two dimensions were not significant. The results of the path analysis showed that all the hypotheses in the model were tested and the path coefficients obtained from the test, and the corresponding chi-square significance coefficients met the requirements. The study enriches the theory of pedagogical innovation and exposes the role of the joint linguistic perspective of sustainable education on pedagogical innovation.
AbstractList The study aims to explore the impact of sustainable education concepts and linguistic perspectives on innovation in teaching and learning English grammar at university. By constructing a university English grammar teaching program based on six strategies, the effects of antecedent, mediator, and outcome variables on teaching innovation were analyzed and five hypotheses about the interactions of these variables were formulated. The model was validated using the Partial Least Squares-Structural Equation Modeling (PLS-SEM) algorithm. The predictive power of models 1–3 on teaching innovation was 0.024, 0.046, and 0.607, respectively. Expressive ability, language culture, internal and external classroom environment, and teaching style all positively influenced teaching innovation, with regression coefficients of 0.436, 0.061, −0.146, and 0.396, respectively. But the expressive ability and teaching style were significant, while the remaining two dimensions were not significant. The results of the path analysis showed that all the hypotheses in the model were tested and the path coefficients obtained from the test, and the corresponding chi-square significance coefficients met the requirements. The study enriches the theory of pedagogical innovation and exposes the role of the joint linguistic perspective of sustainable education on pedagogical innovation.
Author Wang, Dan
Xuan, Gang
Han, Bing
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Cites_doi 10.1080/13573322.2022.2045483
10.15823/p.2019.133.7
10.1108/IJSHE-04-2021-0167
10.1080/17501229.2017.1281928
10.1515/CJAL-2021-0028
10.1080/00405841.2019.1665415
10.1177/1350507621990993
10.1108/IJSHE-06-2020-0202
10.1080/17501229.2020.1739050
10.1080/15434303.2020.1717495
10.1177/00224871221105784
10.1002/sd.2238
10.1080/13670050.2020.1727409
10.1080/0305764X.2021.1876840
10.1080/15434303.2020.1776714
10.1080/17439884.2022.2159978
10.26522/brocked.v31i2.917
10.1111/pops.12907
10.1080/01587919.2020.1757412
10.1080/17501229.2018.1466891
10.1108/MRR-01-2021-0039
10.1002/tesq.547
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Keywords university English grammar teaching
PLS-SEM algorithm
sustainable education concept
linguistic perspective
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References Baker-Bell 2020; 59
Gavrilyuk, Tareva, Lakhno 2019; 133
Doiz, Lasagabaster 2020; 23
Ali, Hamid 2020; 17
Vogt, Tsagari, Csépes 2020; 17
BaenaMS 2023; 28
Hofstadler, Babic, Lämmerer 2021; 15
Fischer, King, Rieckmann 2022; 73
Graf, Goetz, Bieleke 2024; 45
Supriharyanti, Sukoco 2023; 46
Acosta, Queiruga 2022; 23
Karrow, Fazio, Zandvliet 2022; 31
Winston 2022; 30
Moratis, Melissen 2022; 53
Gutiérrez 2019; 13
Hulse, Owens 2019; 13
Selwyn 2024; 49
Banegas, Consoli 2021; 51
Pulker, Kukulska 2020; 41
Galloway, Numajiri 2020; 54
Zhang 2021; 44
Yılmaz, Bayram, Canaran 2021; 22
e_1_3_4_3_2
e_1_3_4_2_2
e_1_3_4_9_2
e_1_3_4_8_2
e_1_3_4_7_2
e_1_3_4_6_2
e_1_3_4_5_2
e_1_3_4_4_2
e_1_3_4_11_2
e_1_3_4_22_2
e_1_3_4_12_2
e_1_3_4_23_2
e_1_3_4_20_2
e_1_3_4_10_2
e_1_3_4_21_2
e_1_3_4_15_2
e_1_3_4_16_2
e_1_3_4_13_2
e_1_3_4_14_2
e_1_3_4_19_2
e_1_3_4_17_2
e_1_3_4_18_2
References_xml – volume: 59
  start-page: 8
  issue: 1
  year: 2020
  end-page: 21
  article-title: Dismantling anti-black linguistic racism in English language arts classrooms: toward an anti-racist black language pedagogy
  publication-title: Theor Pract
– volume: 22
  start-page: 423
  issue: 2
  year: 2021
  end-page: 456
  article-title: Pre-service English language teachers’ conceptions of sustainable development: a case from Turkish higher education context
  publication-title: Int J Sust Higher
– volume: 13
  start-page: 17
  issue: 1
  year: 2019
  end-page: 30
  article-title: Process drama as a tool for teaching modern languages: supporting the development of creativity and innovation in early professional practice
  publication-title: Innov Lang Learn Tea
– volume: 30
  start-page: 191
  issue: 1
  year: 2022
  end-page: 202
  article-title: Sustainable community development: integrating social and environmental sustainability for sustainable housing and communities
  publication-title: Sustain Dev
– volume: 23
  start-page: 257
  issue: 3
  year: 2020
  end-page: 262
  article-title: Dealing with language issues in English-medium instruction at university: a comprehensive approach
  publication-title: Int J Biling Educ Bi
– volume: 17
  start-page: 410
  issue: 4
  year: 2020
  end-page: 433
  article-title: Linking learners’ perspectives on language assessment practices to teachers’ assessment literacy enhancement (TALE): insights from four European countries
  publication-title: Lang Assess Q
– volume: 41
  start-page: 216
  issue: 2
  year: 2020
  end-page: 229
  article-title: Openness reexamined: teachers’ practices with open educational resources in online language teaching
  publication-title: Distance Educ
– volume: 23
  start-page: 622
  issue: 3
  year: 2022
  end-page: 644
  article-title: From environmental education to education for sustainable development in higher education: a systematic review
  publication-title: Int J Sust Higher
– volume: 49
  start-page: 186
  issue: 2
  year: 2024
  end-page: 199
  article-title: Digital degrowth: toward radically sustainable education technology
  publication-title: Learn Media Technol
– volume: 15
  start-page: 218
  issue: 3
  year: 2021
  end-page: 232
  article-title: The ecology of CLIL teachers in Austria–an ecological perspective on CLIL teachers’ wellbeing
  publication-title: Innov Lang Learn Tea
– volume: 13
  start-page: 331
  issue: 4
  year: 2019
  end-page: 357
  article-title: The development of a metaphoric competence. A didactic proposal of educational innovation
  publication-title: Innov Lang Learn Tea
– volume: 133
  start-page: 128
  issue: 1
  year: 2019
  end-page: 148
  article-title: Investigating the association between university teachers’ professional autonomy and their innovation performance
  publication-title: Pedagogika
– volume: 46
  start-page: 46
  issue: 1
  year: 2023
  end-page: 81
  article-title: Organizational change capability: a systematic review and future research directions
  publication-title: Manag Res Rev
– volume: 54
  start-page: 118
  issue: 1
  year: 2020
  end-page: 145
  article-title: Global Englishes language teaching: bottom-up curriculum implementation
  publication-title: Tesol Quart
– volume: 31
  start-page: 109
  issue: 2
  year: 2022
  end-page: 130
  article-title: What’s in a name? The signifiers and empty signifiers of environmental sustainability education: implications for teacher education
  publication-title: Brock Educ
– volume: 28
  start-page: 697
  issue: 6
  year: 2023
  end-page: 713
  article-title: Physical education for sustainable development goals: reflections and comments for contribution in the educational framework
  publication-title: Sport Educ Soc
– volume: 51
  start-page: 491
  issue: 4
  year: 2021
  end-page: 507
  article-title: Initial English language teacher education: the effects of a module on teacher research
  publication-title: Camb J Educ
– volume: 45
  start-page: 23
  issue: 1
  year: 2024
  end-page: 42
  article-title: Feeling politics at high school: antecedents and effects of emotions in civic education
  publication-title: Polit Psychol
– volume: 17
  start-page: 129
  issue: 2
  year: 2020
  end-page: 146
  article-title: Teaching English to the test: why does negative washback exist within secondary education in Bangladesh?
  publication-title: Lang Assess Q
– volume: 44
  start-page: 435
  issue: 4
  year: 2021
  end-page: 450
  article-title: Curriculum innovation in language teacher education: reflections on the PGDELT program’s contributions to EFL teachers’ continuing professional development
  publication-title: Chin J Appl Linguist
– volume: 73
  start-page: 509
  issue: 5
  year: 2022
  end-page: 524
  article-title: Teacher education for sustainable development: a review of an emerging research field
  publication-title: J Teach Educ
– volume: 53
  start-page: 212
  issue: 2
  year: 2022
  end-page: 222
  article-title: Bolstering responsible management education through the sustainable development goals: three perspectives
  publication-title: Manag Learn
– ident: e_1_3_4_16_2
  doi: 10.1080/13573322.2022.2045483
– ident: e_1_3_4_7_2
  doi: 10.15823/p.2019.133.7
– ident: e_1_3_4_8_2
  doi: 10.1108/IJSHE-04-2021-0167
– ident: e_1_3_4_9_2
  doi: 10.1080/17501229.2017.1281928
– ident: e_1_3_4_3_2
  doi: 10.1515/CJAL-2021-0028
– ident: e_1_3_4_5_2
  doi: 10.1080/00405841.2019.1665415
– ident: e_1_3_4_15_2
  doi: 10.1177/1350507621990993
– ident: e_1_3_4_6_2
  doi: 10.1108/IJSHE-06-2020-0202
– ident: e_1_3_4_13_2
  doi: 10.1080/17501229.2020.1739050
– ident: e_1_3_4_19_2
  doi: 10.1080/15434303.2020.1717495
– ident: e_1_3_4_11_2
  doi: 10.1177/00224871221105784
– ident: e_1_3_4_18_2
  doi: 10.1002/sd.2238
– ident: e_1_3_4_20_2
  doi: 10.1080/13670050.2020.1727409
– ident: e_1_3_4_21_2
  doi: 10.1080/0305764X.2021.1876840
– ident: e_1_3_4_4_2
  doi: 10.1080/15434303.2020.1776714
– ident: e_1_3_4_14_2
  doi: 10.1080/17439884.2022.2159978
– ident: e_1_3_4_10_2
  doi: 10.26522/brocked.v31i2.917
– ident: e_1_3_4_22_2
  doi: 10.1111/pops.12907
– ident: e_1_3_4_12_2
  doi: 10.1080/01587919.2020.1757412
– ident: e_1_3_4_17_2
  doi: 10.1080/17501229.2018.1466891
– ident: e_1_3_4_23_2
  doi: 10.1108/MRR-01-2021-0039
– ident: e_1_3_4_2_2
  doi: 10.1002/tesq.547
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SubjectTerms Algorithms
Chi-square test
Colleges & universities
Education
English language
Grammar
Hypotheses
Innovations
Linguistics
Mathematical models
Pedagogy
Regression coefficients
Teaching methods
Title Innovative research on college English grammar teaching and the introduction of sustainable education concept from the perspective of linguistics: An analysis using PLS-SEM algorithm
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