<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0121-1129</journal-id>
<journal-title><![CDATA[Revista Facultad de Ingeniería]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. Fac. ing.]]></abbrev-journal-title>
<issn>0121-1129</issn>
<publisher>
<publisher-name><![CDATA[Universidad Pedagógica y Tecnológica de Colombia]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0121-11292022000300207</article-id>
<article-id pub-id-type="doi">10.19053/01211129.v31.n61.2022.14841</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Adaptive Model of Classification of Professions in Vocational Guidance Systems]]></article-title>
<article-title xml:lang="es"><![CDATA[Modelo adaptativo de clasificación de profesiones en sistemas de orientación vocacional]]></article-title>
<article-title xml:lang="pt"><![CDATA[Modelo adaptativo de classificação de profissões em sistemas de orientação profissional]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Cruz-Eraso]]></surname>
<given-names><![CDATA[Andrés-Felipe]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[González-Serrano]]></surname>
<given-names><![CDATA[Carolina]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad del Cauca  ]]></institution>
<addr-line><![CDATA[Popayán Cauca]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad del Cauca  ]]></institution>
<addr-line><![CDATA[Popayán Cauca]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>09</month>
<year>2022</year>
</pub-date>
<volume>31</volume>
<numero>61</numero>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0121-11292022000300207&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0121-11292022000300207&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0121-11292022000300207&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract Vocational guidance is part of psychosocial development and is understood as a method that helps to determine the most appropriate profession according to the aptitudes and abilities of the student. The processes of vocational guidance are dynamic and focus on educating and favoring the decision-making process in the professional choice for a learning pathway throughout the student's life, which will benefit society in the long run. Most of the current solutions, both theoretical and applied, from Europe and North America differ when used in the Colombian context, mainly for adults, since the process of classifying professions is not accurate nor precise. In addition, there are various educational projects and evaluation systems in secondary education level institutions. At this level, the students have a changing vocational choice which implies taking into account specific characteristics of the context, also, the student profile vocational guidance determinants. The objective of this article is to describe the adaptive model of occupational classification integrated into the Intelligent Web Platform used in educational institutions in the Department of Cauca. The use of the CRISP-DM methodology allowed finding the Naive Bayes and Deep learning algorithms as those with the best performance in the classification of professions.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen La orientación vocacional forma parte del desarrollo psicosocial y se entiende, como un método que ayuda a determinar la profesión más adecuada, en función de las aptitudes y capacidades de los estudiantes. Los procesos de orientación vocacional, son dinámicos y se enfocan en educar y favorecer el proceso de toma de decisiones en la elección profesional. proporcionándoles un camino de aprendizaje claro para seguir a lo largo de su vida y para que la sociedad se beneficie de su talento enfocado. La mayoría de soluciones actuales, teóricas y de aplicación, de Europa y Norteamérica, difieren al utilizarse en el contexto colombiano, principalmente para adultos, las cuales en términos del proceso de clasificación de profesiones presentan bajos niveles de exactitud y precisión. Además, existen diversos proyectos educativos y sistemas de evaluación en los centros de enseñanza secundaria. En este nivel de educación, los estudiantes tienen una decisión vocacional cambiante que implica tener en cuenta características específicas del contexto, también, los determinantes su perfil de orientación vocacional. El objetivo del presente artículo es describir el modelo adaptativo de clasificación de profesiones, integrado a la Plataforma Web Inteligente, utilizada en instituciones educativas del Departamento del Cauca. El uso de la metodología CRISP-DM permitió encontrar los algoritmos de Naive Bayes y Deep learning como los de mejor desempeño en la clasificación de profesiones.]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[Resumo A orientação profissional faz parte do desenvolvimento psicossocial e é entendida como um método que ajuda a determinar a profissão mais adequada, com base nas aptidões e habilidades dos alunos. Os processos de orientação profissional são dinâmicos e têm como foco educar e favorecer a tomada de decisão na escolha profissional. proporcionando-lhes um caminho claro de aprendizado para seguir ao longo de sua vida e para que a sociedade se beneficie de seu talento focado. A maioria das soluções atuais, teóricas e aplicadas, da Europa e América do Norte, diferem quando utilizadas no contexto colombiano, principalmente para adultos, que em termos de processo de classificação de profissões apresentam baixos níveis de exatidão e precisão. Além disso, existem vários projetos educacionais e sistemas de avaliação nas escolas secundárias. Neste nível de ensino, os alunos têm uma decisão vocacional em mudança que implica ter em conta características específicas do contexto, bem como os determinantes do seu perfil de orientação vocacional. O objetivo deste artigo é descrever o modelo adaptativo de classificação de profissões, integrado à Plataforma Web Inteligente, utilizado em instituições educacionais do Departamento de Cauca. A utilização da metodologia CRISP-DM permitiu encontrar os algoritmos Naive Bayes e Deep learning como os de melhor desempenho na classificação de profissões.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[adaptive intelligence]]></kwd>
<kwd lng="en"><![CDATA[data mining: vocational guidance]]></kwd>
<kwd lng="en"><![CDATA[web platform]]></kwd>
<kwd lng="es"><![CDATA[inteligencia adaptativa]]></kwd>
<kwd lng="es"><![CDATA[minería de datos]]></kwd>
<kwd lng="es"><![CDATA[orientación vocacional]]></kwd>
<kwd lng="es"><![CDATA[plataforma web]]></kwd>
<kwd lng="pt"><![CDATA[inteligência adaptativa]]></kwd>
<kwd lng="pt"><![CDATA[mineração de dados]]></kwd>
<kwd lng="pt"><![CDATA[orientação vocacional]]></kwd>
<kwd lng="pt"><![CDATA[plataforma Web]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<label>[1]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gati]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
<name>
<surname><![CDATA[Levin]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Landman-Tal]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Decision-Making Models and Career Guidance]]></article-title>
<source><![CDATA[International Handbook of Career Guidance]]></source>
<year>2019</year>
<page-range>115-45</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>[2]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Whiston]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Mitts]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Evaluation of Career Guidance Programs]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Athanasou]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
</person-group>
<source><![CDATA[International Handbook of Career Guidance]]></source>
<year>2019</year>
<page-range>815-34</page-range></nlm-citation>
</ref>
<ref id="B3">
<label>[3]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Niles]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Vuorinen]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Siwiec]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Training Career Practitioners for the Current Context]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Athanasou]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
</person-group>
<source><![CDATA[International Handbook of Career Guidance]]></source>
<year>2019</year>
<page-range>529-53</page-range><publisher-loc><![CDATA[Cham ]]></publisher-loc>
<publisher-name><![CDATA[Springer International Publishing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B4">
<label>[4]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zambrano]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
</person-group>
<source><![CDATA[Desarrollo de una aplicación web para la orientación vocacional y promoción de carreras STEM implementando técnicas de Data Mining]]></source>
<year>2021</year>
<publisher-loc><![CDATA[Colombia ]]></publisher-loc>
<publisher-name><![CDATA[Universidad del Norte]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B5">
<label>[5]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vondracek]]></surname>
<given-names><![CDATA[F. W.]]></given-names>
</name>
<name>
<surname><![CDATA[Porfeli]]></surname>
<given-names><![CDATA[E. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Ford]]></surname>
<given-names><![CDATA[D. H.]]></given-names>
</name>
</person-group>
<source><![CDATA[Living Systems Theory: Using a Person-in-Context Behaviour Episode Unit of Analysis in Career Guidance Research and Practice]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B6">
<label>[6]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zahour]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
<name>
<surname><![CDATA[Benlahmar]]></surname>
<given-names><![CDATA[E. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Eddaouim]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Hourrane]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A comparative study of machine learning methods for automatic classification of academic and vocational guidance questions]]></article-title>
<source><![CDATA[International Journal of Interactive Mobile Technologies]]></source>
<year>2020</year>
<volume>14</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>43-60</page-range></nlm-citation>
</ref>
<ref id="B7">
<label>[7]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[El-Sofany]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[El-Seoud]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[A cloud-based educational and career guidance model using fuzzy logic concepts]]></source>
<year>2019</year>
<conf-name><![CDATA[ ACM International Conference Proceeding Series]]></conf-name>
<conf-loc> </conf-loc>
<page-range>167-72</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>[8]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Youssef]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Moumen]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Gretete]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<source><![CDATA[Fuzzy Logic for Academic Orientation and Its Impact on Success: Content Analysis]]></source>
<year>2022</year>
<page-range>546-51</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>[9]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Acerado]]></surname>
<given-names><![CDATA[R. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Morco]]></surname>
<given-names><![CDATA[R. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Santos]]></surname>
<given-names><![CDATA[J. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Carpio]]></surname>
<given-names><![CDATA[J. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Isanan]]></surname>
<given-names><![CDATA[H. A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Predict: A mobile application for predicting the students&#8217; career using naïve bayes algorithm]]></source>
<year>2019</year>
<conf-name><![CDATA[ Proceedings of the 2nd International Conference on Software Engineering and Information Management]]></conf-name>
<conf-loc> </conf-loc>
<page-range>119-23</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>[10]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Peñaloza]]></surname>
<given-names><![CDATA[H. Botello]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Incidencia de los programas de orientación vocacional en Colombia]]></article-title>
<source><![CDATA[Horizontes Pedagógicos]]></source>
<year>2014</year>
<volume>1</volume>
<numero>16</numero>
<issue>16</issue>
<page-range>89-97</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>[11]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Diaz]]></surname>
<given-names><![CDATA[C. M. Gonzalez]]></given-names>
</name>
<name>
<surname><![CDATA[Ortegón]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Diaz]]></surname>
<given-names><![CDATA[A. M.]]></given-names>
</name>
</person-group>
<collab>Rutas de Vida</collab>
<source><![CDATA[Manual de acompañamiento en orientación socio ocupacional]]></source>
<year>2015</year>
<publisher-loc><![CDATA[Bogotá D.C ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B12">
<label>[12]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pérez]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Contreras]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Puentes]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<source><![CDATA[Orientación vocacional aplicando sistemas basados en conocimiento]]></source>
<year>2017</year>
</nlm-citation>
</ref>
<ref id="B13">
<label>[13]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Marcela]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Morales]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Celmira]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Gualteros]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<source><![CDATA[Red neuronal artificial para orientación profesional UDProfession]]></source>
<year>2009</year>
</nlm-citation>
</ref>
<ref id="B14">
<label>[14]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Téllez]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Pineda]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[Meneses]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Medina]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Sistemas expertos y orientación vocacional en educación a distancia virtualmente mediada]]></source>
<year>2021</year>
<volume>8</volume>
<numero>^sS1</numero>
<issue>^sS1</issue>
<supplement>S1</supplement>
<page-range>186-95</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>[15]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nieto]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[García-Díaz]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Montenegro]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Crespo]]></surname>
<given-names><![CDATA[R. G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Supporting academic decision making at higher educational institutions using machine learning-based algorithms]]></article-title>
<source><![CDATA[Soft Computing]]></source>
<year>2019</year>
<volume>23</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>4145-53</page-range></nlm-citation>
</ref>
<ref id="B16">
<label>[16]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cruz]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Orozco]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Gonzales]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Intelligent web platform for vocational guidance]]></article-title>
<source><![CDATA[Proceedings International Conference on Virtual Reality and Visualization]]></source>
<year>2019</year>
<page-range>205-7</page-range></nlm-citation>
</ref>
<ref id="B17">
<label>[17]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shipepe]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Peters]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The hard struggle: A co-designed interactive career guidance online game]]></article-title>
<source><![CDATA[ACM International Conference Proceeding Series]]></source>
<year>2018</year>
<page-range>314-7</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>[18]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Guardiola]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[Natkin]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Game Design Methodology for Generating a Psychological Profile of Players]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Loh]]></surname>
<given-names><![CDATA[C. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Sheng]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Ifenthaler]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<source><![CDATA[Serious Games Analytics: Methodologies for Performance Measurement, Assessment, and Improvement]]></source>
<year>2015</year>
<page-range>363-80</page-range><publisher-loc><![CDATA[Cham ]]></publisher-loc>
<publisher-name><![CDATA[Springer International Publishing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B19">
<label>[19]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dunwell]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
<name>
<surname><![CDATA[Lameras]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Freitas]]></surname>
<given-names><![CDATA[S. de]]></given-names>
</name>
<name>
<surname><![CDATA[Petridis]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Star]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Hendrix]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Arnab]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<source><![CDATA[Metycoon: A game-based approach to career guidance]]></source>
<year>2013</year>
<conf-name><![CDATA[ 5International Conference on Games and Virtual Worlds for Serious Applications]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1-6</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>[20]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Garcia]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
<name>
<surname><![CDATA[Serra]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Membrives]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Juarez]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Waypass: A Gamified Self-Knowledge Quest for Teenagers]]></source>
<year>2016</year>
<conf-name><![CDATA[ 8International Conference on Games and Virtual Worlds for Serious Applications]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1-4</page-range></nlm-citation>
</ref>
<ref id="B21">
<label>[21]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Calvo]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Quesada]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Guerrero]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<source><![CDATA[Multiplatform Career Guidance System Using IBM Watson, Google Home and Telegram]]></source>
<year>2017</year>
<conf-name><![CDATA[ International Conference on Ubiquitous Computing and Ambient Intelligence]]></conf-name>
<conf-loc> </conf-loc>
<page-range>689-700</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>[22]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mrabet]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Moussa]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Smart school guidance and vocational guidance system through the internet of things]]></article-title>
<source><![CDATA[ACM International Conference Proceeding Series]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B23">
<label>[23]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Suresh]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Mukabe]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Hashiyana]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
<name>
<surname><![CDATA[Limbo]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Hauwanga]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<source><![CDATA[Career Counseling Chatbot on Facebook Messenger using AI]]></source>
<year>2021</year>
<conf-name><![CDATA[ ACM International Conference Proceeding Series]]></conf-name>
<conf-loc> </conf-loc>
<page-range>65-73</page-range></nlm-citation>
</ref>
<ref id="B24">
<label>[24]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Razak]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Hashim]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Noor]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Halim]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
<name>
<surname><![CDATA[Shamsul]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
</person-group>
<source><![CDATA[Career path recommendation system for UiTM Perlis students using fuzzy logic]]></source>
<year>2014</year>
<conf-name><![CDATA[ 5International Conference on Intelligent and Advanced Systems]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1-5</page-range></nlm-citation>
</ref>
<ref id="B25">
<label>[25]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rao]]></surname>
<given-names><![CDATA[A. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Kamath]]></surname>
<given-names><![CDATA[B. S.]]></given-names>
</name>
<name>
<surname><![CDATA[R. R]]></surname>
<given-names><![CDATA[Shreya Chowdhury]]></given-names>
</name>
<name>
<surname><![CDATA[Pattan]]></surname>
<given-names><![CDATA[S. A]]></given-names>
</name>
<name>
<surname><![CDATA[Kundar]]></surname>
<given-names><![CDATA[R. K]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Use of Artificial Neural Network in Developing a Personality Prediction Model for Career Guidance: A Boon for Career Counselors]]></article-title>
<source><![CDATA[International Journal of Control and Automation]]></source>
<year>2020</year>
<volume>13</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>391-400</page-range></nlm-citation>
</ref>
<ref id="B26">
<label>[26]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bülbül]]></surname>
<given-names><![CDATA[H. I.]]></given-names>
</name>
<name>
<surname><![CDATA[Ünsal]]></surname>
<given-names><![CDATA[Ö]]></given-names>
</name>
</person-group>
<source><![CDATA[Comparison of classification techniques used in machine learning as applied on vocational guidance data]]></source>
<year>2011</year>
<conf-name><![CDATA[ Proceedings - 10th International Conference on Machine Learning and Applications]]></conf-name>
<conf-loc> </conf-loc>
<page-range>298-301</page-range></nlm-citation>
</ref>
<ref id="B27">
<label>[27]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nawaz]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Adnan]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Tariq]]></surname>
<given-names><![CDATA[U]]></given-names>
</name>
<name>
<surname><![CDATA[Salman]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Asjad]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Tamoor]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Automated Career Counseling System for Students using CBR and J48]]></article-title>
<source><![CDATA[Journal of Applied Environmental and Biological Sciences]]></source>
<year>2015</year>
<volume>4</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>113-20</page-range></nlm-citation>
</ref>
<ref id="B28">
<label>[28]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mundra]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Chauhan]]></surname>
<given-names><![CDATA[D. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Soni]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Sharma]]></surname>
<given-names><![CDATA[S. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<source><![CDATA[Decision support system for determining right education career choice]]></source>
<year>2014</year>
<conf-name><![CDATA[ ICC 2014-Computer Networks and Security]]></conf-name>
<conf-loc> </conf-loc>
<page-range>8-17</page-range></nlm-citation>
</ref>
<ref id="B29">
<label>[29]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhenyu]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<source><![CDATA[The Application of Big Data in Higher Vocational Education Based on Holland Vocational Interest Theory]]></source>
<year>2017</year>
<conf-name><![CDATA[ Proceedings - 2017 International Conference on Industrial Informatics - Computing Technology, Intelligent Technology, Industrial Information Integration]]></conf-name>
<conf-loc> </conf-loc>
<page-range>37-40</page-range></nlm-citation>
</ref>
<ref id="B30">
<label>[30]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lu]]></surname>
<given-names><![CDATA[W. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Future work-self salience and proactive career behavior among college student-athletes in Taiwan: A career construction model of adaptation]]></article-title>
<source><![CDATA[Journal of Hospitality, Leisure, Sport &amp; Tourism Education]]></source>
<year>2020</year>
<volume>27</volume>
</nlm-citation>
</ref>
<ref id="B31">
<label>[31]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jimenez-Raygoza]]></surname>
<given-names><![CDATA[L. I.]]></given-names>
</name>
<name>
<surname><![CDATA[Medina-Vazquez]]></surname>
<given-names><![CDATA[A. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Perez-Torres]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<source><![CDATA[Proposal of a computer system for vocational guidance with data mining]]></source>
<year>2019</year>
<conf-name><![CDATA[ IEEE International Conference on Engineering Veracruz]]></conf-name>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
<ref id="B32">
<label>[32]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cerrito]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Trusty]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Behun]]></surname>
<given-names><![CDATA[R. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparing Web-Based and Traditional Career Interventions With Elementary Students: An Experimental Study]]></article-title>
<source><![CDATA[Career Development Quarterly]]></source>
<year>2018</year>
<volume>66</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>286-99</page-range></nlm-citation>
</ref>
<ref id="B33">
<label>[33]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Turganbayev]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Adilgazinov]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Barabanova]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Zhakupov]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Zhukibayeva]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<source><![CDATA[Information System for Vocational Guidance, Employment and the Forecasting of Labor Demand: The Case of Kazakhstan]]></source>
<year>2021</year>
<conf-name><![CDATA[ IEEE International Conference on Smart Information Systems and Technologies]]></conf-name>
<conf-loc> </conf-loc>
<page-range>28-30</page-range></nlm-citation>
</ref>
<ref id="B34">
<label>[34]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Afolabi]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Ojelabi]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Amusan]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Adefarati]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<source><![CDATA[Development of a web-based building profession career portal as a guidance information system for secondary school students]]></source>
<year>2017</year>
<conf-name><![CDATA[ Proceedings of the IEEE International Conference on Computing, Networking and Informatics]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1-10</page-range></nlm-citation>
</ref>
<ref id="B35">
<label>[35]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Paukstadt]]></surname>
<given-names><![CDATA[U]]></given-names>
</name>
<name>
<surname><![CDATA[Bergener]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Becker]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Dahl]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
<name>
<surname><![CDATA[Denz]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Zeisberg]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
</person-group>
<source><![CDATA[Design recommendations for web-based career guidance platforms - Let young women experience IT careers!]]></source>
<year>2018</year>
<conf-name><![CDATA[ Proceedings of the Annual Hawaii International Conference on System Sciences]]></conf-name>
<conf-loc> </conf-loc>
<page-range>5116-25</page-range></nlm-citation>
</ref>
<ref id="B36">
<label>[36]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vargas]]></surname>
<given-names><![CDATA[J. C. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Laguna]]></surname>
<given-names><![CDATA[J. L. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Carrillo-Ramos]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[KunaySoft: Adaptive system of vocational guidance]]></source>
<year>2015</year>
<conf-name><![CDATA[ 10Computing Colombian Conference]]></conf-name>
<conf-loc> </conf-loc>
<page-range>448-55</page-range></nlm-citation>
</ref>
<ref id="B37">
<label>[37]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cobelli]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Bonfanti]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Cubico]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Favretto]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Quality and perceived value in career guidance e-services]]></article-title>
<source><![CDATA[International Journal of Quality and Service Sciences]]></source>
<year>2019</year>
<volume>11</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>53-68</page-range></nlm-citation>
</ref>
<ref id="B38">
<label>[38]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Martinez-Plumed]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Contreras-Ochando]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Ferri]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández-Orallo]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Kull]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Lachiche]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Ramírez-Quintana]]></surname>
<given-names><![CDATA[M. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Flach]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[CRISP-DM Twenty Years Later: From Data Mining Processes to Data Science Trajectories]]></article-title>
<source><![CDATA[IEEE Transactions on Knowledge and Data Engineering]]></source>
<year>2021</year>
<volume>33</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>3048-61</page-range></nlm-citation>
</ref>
<ref id="B39">
<label>[39]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Holland]]></surname>
<given-names><![CDATA[J. L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Making vocational choices: A theory of vocational personalities and work environments]]></source>
<year>1997</year>
<publisher-name><![CDATA[US: Psychological Assessment Resources]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B40">
<label>[40]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Erdogan]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<source><![CDATA[Holland&#8217;s theory of careers and vocational choice]]></source>
<year>2022</year>
</nlm-citation>
</ref>
<ref id="B41">
<label>[41]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Calvo]]></surname>
<given-names><![CDATA[J. F. Martin]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Calidad educativa en la educación superior colombiana: una aproximación teórica]]></article-title>
<source><![CDATA[Sophia]]></source>
<year>2018</year>
<volume>14</volume>
<page-range>4-14</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
