Integrating pythagorean fuzzy soft sets with SWARA and WASPAS for enhanced MCDM in education 5.0: A novel approach for next generation engineering solutions
Abstract
This paper aims to introduce an innovative approach involving lattice implementation within the context of Pythagorean Fuzzy Soft Sets. It demonstrates several properties of this approach. The principal objective of this research is to amalgamate the Stepwise Weight Assessment Ratio Analysis (SWARA) and Weighted Aggregated Sum Product Assessment (WASPAS) methodologies, thus creating a comprehensive Multiple Criteria Decision-Making (MCDM) framework. This integration not only presents a new perspective in mathematical computing but also has intriguing principles. Within this integrated framework, alternative rankings are determined using the WASPAS approach, while the SWARA method is employed to generate criteria weights. The applicability of our proposed strategy is substantiated by addressing an MCDM challenge in the context of Education 5.0. The effectiveness and accessibility of this approach are evaluated by comparing its outcomes with those of previously established techniques.
Additional Files
Published
Issue
Section
License
Copyright (c) 2025 Engineering Review

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Engineering review uses the Creative Commons Attribution-NonCommercial-NoDerivatives (CC-BY-NC-ND) 4.0 International License, which governs the use, publishing and distribution of articles by authors, publishers and the wider general public.
The authors are allowed to post a digital file of the published article, or the link to the published article (Enginering Review web page) may be made publicly available on websites or repositories, such as the Author’s personal website, preprint servers, university networks or primary employer’s institutional websites, third party institutional or subject-based repositories, and conference websites that feature presentations by the Author(s) based on the published article, under the condition that the article is posted in its unaltered Engineering Review form, exclusively for non-commercial purposes.
The journal Engineering Review’s publishing procedure is performed in accordance with the publishing ethics statements, defined within the Publishing Ethics Resource Kit. The Ethics statement is available in the document Ethics Policies.