Neutrosophic Classification of the Factors That Shape the Professional Profile of Students in Ecuadorian Higher Education

This article examines the professional profile of university students in the context of uncertainty of Ecuador. What constitutes this professional profile? Technical skills? Soft skills? Demands of the international and national market? This is relevant to the nation because the employability situat...

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Main Authors: Ana Jacqueline Noblecilla Olaya, María Paredes Morales, Amor Lalama Franco, Dalva Icaza Rivera, Fabrizzio Andrade Zamora
Format: Article
Language:English
Published: University of New Mexico 2025-07-01
Series:Neutrosophic Sets and Systems
Subjects:
Online Access:https://fs.unm.edu/NSS/42.NeutrosophicClassification.pdf
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author Ana Jacqueline Noblecilla Olaya
María Paredes Morales
Amor Lalama Franco
Dalva Icaza Rivera
Fabrizzio Andrade Zamora
author_facet Ana Jacqueline Noblecilla Olaya
María Paredes Morales
Amor Lalama Franco
Dalva Icaza Rivera
Fabrizzio Andrade Zamora
author_sort Ana Jacqueline Noblecilla Olaya
collection DOAJ
description This article examines the professional profile of university students in the context of uncertainty of Ecuador. What constitutes this professional profile? Technical skills? Soft skills? Demands of the international and national market? This is relevant to the nation because the employability situation of the country depends on economic development. The correlation between higher education and economic development has been complicated by developments that exploit imperfectly educated people for demand within the employment market. Thus, a professional profile is neither the first study of such developments; however, few studies exist that assess the professional profile through uncertainty and contradiction which means that the perceptions of students/teachers/employers are too uncertain to provide a holistic picture. Therefore, neutrosophic set theory is applied to fill the gap, which means that for each factor derived, assessed via neutrosophic sets through various degrees of belonging, uncertainty/indeterminacy, and non-belonging, classification is based on strongness. Ultimately, the results showed that the highest levels of indeterminacy were found for technical skills and soft skills which means that coursework should more intensely integrate such aspects of university life/professional profile. This study contributes to the field by providing a new theoretical application to an uncertainly complicated field of study which will allow for universities and their corresponding segments to know what's best for future curriculum to cement the professional profile. It will also lend to suggestions for implementation—from curricular adjustments to supportive productive sector requirements—to better prepare students for entry into a complicated and ever-evolving labor force.
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spelling doaj-art-2d50bac0276f4ac188d8ca4565543b532025-08-20T03:07:05ZengUniversity of New MexicoNeutrosophic Sets and Systems2331-60552331-608X2025-07-018957958810.5281/zenodo.16748225Neutrosophic Classification of the Factors That Shape the Professional Profile of Students in Ecuadorian Higher EducationAna Jacqueline Noblecilla OlayaMaría Paredes MoralesAmor Lalama FrancoDalva Icaza RiveraFabrizzio Andrade ZamoraThis article examines the professional profile of university students in the context of uncertainty of Ecuador. What constitutes this professional profile? Technical skills? Soft skills? Demands of the international and national market? This is relevant to the nation because the employability situation of the country depends on economic development. The correlation between higher education and economic development has been complicated by developments that exploit imperfectly educated people for demand within the employment market. Thus, a professional profile is neither the first study of such developments; however, few studies exist that assess the professional profile through uncertainty and contradiction which means that the perceptions of students/teachers/employers are too uncertain to provide a holistic picture. Therefore, neutrosophic set theory is applied to fill the gap, which means that for each factor derived, assessed via neutrosophic sets through various degrees of belonging, uncertainty/indeterminacy, and non-belonging, classification is based on strongness. Ultimately, the results showed that the highest levels of indeterminacy were found for technical skills and soft skills which means that coursework should more intensely integrate such aspects of university life/professional profile. This study contributes to the field by providing a new theoretical application to an uncertainly complicated field of study which will allow for universities and their corresponding segments to know what's best for future curriculum to cement the professional profile. It will also lend to suggestions for implementation—from curricular adjustments to supportive productive sector requirements—to better prepare students for entry into a complicated and ever-evolving labor force. https://fs.unm.edu/NSS/42.NeutrosophicClassification.pdfneutrosophic setsprofessional profilehigher educationuncertaintycompetenciesemployabilityecuador
spellingShingle Ana Jacqueline Noblecilla Olaya
María Paredes Morales
Amor Lalama Franco
Dalva Icaza Rivera
Fabrizzio Andrade Zamora
Neutrosophic Classification of the Factors That Shape the Professional Profile of Students in Ecuadorian Higher Education
Neutrosophic Sets and Systems
neutrosophic sets
professional profile
higher education
uncertainty
competencies
employability
ecuador
title Neutrosophic Classification of the Factors That Shape the Professional Profile of Students in Ecuadorian Higher Education
title_full Neutrosophic Classification of the Factors That Shape the Professional Profile of Students in Ecuadorian Higher Education
title_fullStr Neutrosophic Classification of the Factors That Shape the Professional Profile of Students in Ecuadorian Higher Education
title_full_unstemmed Neutrosophic Classification of the Factors That Shape the Professional Profile of Students in Ecuadorian Higher Education
title_short Neutrosophic Classification of the Factors That Shape the Professional Profile of Students in Ecuadorian Higher Education
title_sort neutrosophic classification of the factors that shape the professional profile of students in ecuadorian higher education
topic neutrosophic sets
professional profile
higher education
uncertainty
competencies
employability
ecuador
url https://fs.unm.edu/NSS/42.NeutrosophicClassification.pdf
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