Modest Insights from Grammar to Growth: A Neutrosophic Numbers Model for Measuring English Teaching Outcomes in University Contexts in a Preliminary Approach

English language instruction in higher education plays a pivotal role in shaping students’ academic and professional success. As global communication becomes increasingly interconnected, universities must ensure their English teaching strategies meet high standards of effectiveness and relevance. This study introduces a multi-criteria framework to evaluate English teaching outcomes, encompassing eight distinct criteria such as linguistic development, communicative confidence, and critical thinking enhancement. By comparing seven alternative course models implemented across universities, the research identifies strengths and gaps within current practices. We use the WASPAS method as a MCDM approach to rank the alternatives. The WASPAS method is used under neutrosophic numbers to overcome uncertainty and vague information. The outcomes offer actionable insights for educators and institutions aiming to elevate the quality of English language education and its alignment with student needs and global demands.

Publication Details

Journal
SHILAP Revista de lepidopterología
Published
2025-04-16
DOI
https://doi.org/10.5281/zenodo.15229630
Primary Topic
Genomics and Phylogenetic Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Modest Insights from Grammar to Growth: A Neutrosophic Numbers Model for Measuring English Teaching Outcomes in University Contexts in a Preliminary Approach

SHILAP Revista de lepidopterología
Genomics and Phylogenetic Studies
article

Modest Insights from Grammar to Growth: A Neutrosophic Numbers Model for Measuring English Teaching Outcomes in University Contexts in a Preliminary Approach

article en

Abstract

English language instruction in higher education plays a pivotal role in shaping students’ academic and professional success. As global communication becomes increasingly interconnected, universities must ensure their English teaching strategies meet high standards of effectiveness and relevance. This study introduces a multi-criteria framework to evaluate English teaching outcomes, encompassing eight distinct criteria such as linguistic development, communicative confidence, and critical thinking enhancement. By comparing seven alternative course models implemented across universities, the research identifies strengths and gaps within current practices. We use the WASPAS method as a MCDM approach to rank the alternatives. The WASPAS method is used under neutrosophic numbers to overcome uncertainty and vague information. The outcomes offer actionable insights for educators and institutions aiming to elevate the quality of English language education and its alignment with student needs and global demands.

SHILAP Revista de lepidopterología
Quality Education
Openalex Percentile: Top 54%
Genomics and Phylogenetic Studies
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