Abstract
This study reports a systemic cyber application with a transdisciplinary approach of a case study, through the creation of measuring instruments to improve academic performance in middle and higher education. The objective is to amend an absence of comprehensive measurement mechanisms to promote school stay in technical and vocational training, and its impact on the productive sector. Educational models themselves are not a guarantee of educational efficiency or a link between education and society. Educational lag information in many Latin American countries is evident, only 18% complete higher-level studies. To improve academic performance, it is necessary to use measurement tools related to educational contexts and their actors. To fulfil this purpose, we use a hybrid methodology of soft systems with an emphasis on cybernetics and a transdisciplinary approach. The most important findings were found a set of variables related to students (demographic, sociocultural, economic and health, academic information, learning-teaching processes, equity and academic supports, and business-university collaboration; with teachers (work and teaching experience, learning-teaching process, equity and academic supports and university-business collaboration); with employers (general information, human capital, fellows and support for fellows and collaboration university company). The instruments comprise a total of 193 contextual variables of students-teachers-employers, for which an application model was proposed (diagnosis-application-feedback) to a case study. A notion of academic performance is integrated, based on literature review and consultation with experts. It is concluded that the geocultural integration of the actors supports the management of culturally viable and organizationally sustainable solutions for the innovation of academic programs and their coevolution in the educational system.
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Source: self-elaboration
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Source: self-elaboration
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Source: self-elaboration based on General Coordination of Technological and Polytechnic Universities (GCTPU 2017)
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Source: self-elaboration
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Source: self-elaboration
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Notes
Higher School of Mechanical and Electrical Engineering in Zacatenco (ESIME initials in Spanish) Mexico.
Concept used by Dr. Ignacio Enrique Peón Escalante in the chairs of the PhD in Systems Engineering of the IPN SEPI-ESIME, to refer to the actors of the systems and who are the main ones affected by the problem situation.
References
Acuña B (2015) La observación como herramienta científica. ACCI (Asoc. Cultural y Científica Iberoameric), Madrid
Aguirre E, Herrera B, Vargas Huicochea I, Ramírez N, Aguilar L, Aburto-Arciniega M, Guevara-Guzmán R (2017) La tutoría como proceso que fortalece el desarrollo y crecimiento personal del alumno. Investig Educ Méd. https://doi.org/10.1016/j.riem.2017.01.152
Alvi E, Guillies R (2015) Social interactions that support students’ self-regulated. Int J Educ Res. https://doi.org/10.1016/j.ijer.2015.04.008
Ansong D, Okumu M, Bowen G, Walker A, Eisensmith S (2017) The role of parent, classmate, and teacher support in student engagement: evidence from Ghana. Int J Educ Dev. https://doi.org/10.1016/j.ijedudev.2017.03.010
Arellano A (2018) La Capacidad de Innovación Tecnológica en la Universidad Autónoma del Estado de México. Convergencia Revista de Ciencias Sociales. https://convergencia.uaemex.mx/article/view/9605. Accessed 22 Nov 2019
Argudín Y (2009) Educación basada en competencias. Nociones y antecedentes, Trillas, México
Aritzeta A, Balluerka N, Gorostiaga A, Alonso-Arbiol I, Haranburu M, Gartzia L (2016) Classroom emotional intelligence and its relationship with school performance. Eur J Educ Psychol. https://doi.org/10.1016/j.ejeps.2015.11.001
Arnold K, Campbell J (2013) System and method of using academic analytics of institutional data to improve student success. https://patents.google.com/patent/US8412736. Accessed 11 Oct 2019
Ashby WR (1991) Requisite variety and its implications for the control of complex systems. In: Facets of systems science. International Federation for Systems Research International Series on Systems Science and Engineering. https://doi.org/10.1007/978-1-4899-0718-9_28
Backhoff E (2019) El ingreso a las universidades: examen o tómbola, El Universal, Opinión. https://www.eluniversal.com.mx/opinion/eduardo-backhoff-escudero/el-ingreso-las-universidades-examen-o-tombola. Accessed 22 Oct 2019
Barbosa JC, Barbosa-Chacón JW (2019) La tutoría entre pares en la educación superior de América Latina. CLABES Congress. https://revistas.utp.ac.pa/index.php/clabes/article/view/2720. Accessed 13 Sept 2020
Barriga O, Henríquez G (2011) La relación Unidad de Análisis-Unidad de Observación-Unidad de Información: Una ampliación de la noción de la Matriz de Datos propuesta por Samaja. Revista Latinoamericana de Metodología de la Investigación Social. http://www.relmis.com.ar/ojs/index.php/relmis/article/view/45/49. Accessed 20 Nov 2019
Barroso-Tanoira F (2014) Motivos para la baja voluntaria definitiva de alumnos de licenciatura eninstituciones de educación superior privadas. Un estudio en el sureste de México. RIE. http://www.scielo.org.mx/scielo.php?script=sci_arttext&pid=S2007-28722014000300002. Accessed 20 Nov 2019
Basto R (2018) La función docente y su estado actual del conocimiento: principales posicionamientos teóricos y metodológicos. Educere. https://dialnet.unirioja.es/servlet/articulo?codigo=6651824. Accessed 20 Nov 2019
Bayona L, Oliveros S, Saldarriaga J (2019) Conocimiento, interpretación y uso de las normas como forma de disminuir la deserción. CLABES Congress. https://revistas.utp.ac.pa/index.php/clabes/article/view/2720. Accessed 13 Sept 2020
Berger P, Luckmann T (1967) The Social construction of reality. Allen Lane, London
Bernardo A, Cerezo R, Rodríguez-Muñiz L, Núñez J, Tuero E, Esteban M (2015) Predicción del abandono universitario: variables explicativas y medidas de prevención. Revista Fuentes. https://doi.org/10.12795/revistafuentes.2015.i16.03
Blackmore C (2005) Learning to appreciate learning systems for environmental decision making: a ‘work-in-progress’ perspective. Syst Res Behav Sci. https://doi.org/10.1002/sres
Bravo D, Durán E, Ramírez V (2015) Diseño de un modelo sistémico para disminuir la deserción de los programas a distancia ofertados por la vicerrectoría regional Bogotá sur en la corporación universitaria minuto de Dios, CLABES Congress. https://ridda2.utp.ac.pa/handle/123456789/1681. Accessed 20 Nov 2019
Brunner JJ, Miranda DA (2016) Educación superior en Iberoamérica. Informe 2016. https://cinda.cl/publicacion/educacion-superior-en-iberoamerica-informe-2016/. Accessed 2 May 2020
Bunge M (2004) El enfoque científico. In: La investigación científica, Siglo XXI, México, pp 3–19
Cano J (2001) Rendimiento escolar y sus contextos. Revista Complutense de Educación. https://revistas.ucm.es/index.php/RCED/article/view/RCED0101120015A. Accessed 20 Nov 2019
Carvajal P, Trejos Á (2017) Revisión De Estudios Sobre Deserción Estudiantil En Educación Superior En Latinoamerica Bajo La Perspectiva De Pierre Bourdieu. CLABES Congress. http://revistas.utp.ac.pa/index.php/clabes/article/view/1324. Accessed 12 Aug 2018
Carvajal P, Trejos Á, Gordillo M (2017) La práctica docente en la Universidad Tecnológica de Pereira analizada desde la perspectiva de sistemas blandos. CLABES Congress, XVII. http://revistas.utp.ac.pa/index.php/clabes/article/view/1 567. Accessed 12 Aug 2018
Castillo S (2002) Didáctica de la evaluación. Hacia una nueva cultura de la evaluación educativa. In: Castillo S (coordinador) Compromisos de la evaluación educativa, Prentice Hall, España, pp 1–32
Checkland P (2001) Systems thinking, systems practice, 2nd edn. Wiley, London
Cheng S, Kaplowitz S (2016) Family economic status, cultural capital, and academic achievement: the case of Taiwan. Int J Educ Dev 49:271–278. https://doi.org/10.1016/j.ijedudev.2016.04.002
Chong E (2017) Factores que inciden en el rendimiento académico de los estudiantes de la Universidad Politécnica del Valle de Toluca. Revista Latinoamericana de Estudios Educativos, 47:1, pp. 91–108.http://www.redalyc.org/articulo.oa?id=27050422005
Contini D, Cugnata F, Scagni A (2018) Social selection in higher education. Enrolment, dropout and timely degree attainment in Italy. High Educ 75:785–808. https://doi.org/10.1007/s10734-017-0170-9
Dawson S, Jovanovic J, Gašević D, Pardo A (2017) From prediction to impact: evaluation of a learning analytics retention program. In Proceedings of the Seventh International Learning Analytics and Knowledge Conference. Association for Computing Machinery. https://doi.org/10.1145/3027385.3027405
De la Orden A, Oliveros L, Mafokozi J, Coral G (2001) Modelos de investigación del bajo rendimiento. Revista Complutense de Educación. https://revistas.ucm.es/index.php/RCED/article/view/RCED0101120159A
de Moreirâ TO, Amaral L, dos Santos RC (2019) Multi/inter/transdisciplinary assessment: A systemic framework proposal to evaluate graduate courses and research teams. Research Evaluation 28:23–36
Desai S (2014) Method and apparatus for enhancing job recruiting. Google patent. https://patents.google.com/patent/US20140032435. Accessed 11 Oct 2019
Díaz-Barriga A, Hernández G (2002) Estrategias docentes para un aprendizaje significativo. Una interpretación constructivista. McGraw Hill, México
Donaduzzi D, Beck C, Weiller T, Fernandes, M, Viero V (2015) Grupo focal y análisis de contenido en investigación cualitativa. Index de Enfermería . http://www.index-f.com/index-enfermeria/v24n1-2/9430.php. Accessed 20 Oct 2019
Elzinga C, Parry K, Alpine, Spencer S, South J, Williams R (2005). Systems and methods for providing a dynamic continual improvement educational environment. https://patentimages.storage.googleapis.com/aa/5b/be/02631f02207dfc/US20050026131A1.pdf
Esteban G, Bernardo A, Rodríguez-Muñiz L (2016a) Permanencia en la universidad: la importancia de un buen comienzo. Aula Abierta 44:1–6. https://doi.org/10.1016/j.aula.2015.04.001
Esteban G, Bernardo A, Tuero H, Cerezo L, Núñez J (2016b) El contexto sí importa: identificación de relaciones entre el abandono de titulación y variables contextuales. Eur J Educ Psychol 9:79–88. https://doi.org/10.1016/j.ejeps.2015.06.001
Esteban M, Bernardo A, Tuero E, Cerver A, Casanova J (2017) Variables influyentes en progreso académico y permanencia en la universidad. Eur J Educ Psychol 10:75–81. https://doi.org/10.1016/j.ejeps.2017.07.003
Eurostat (2016) Statistics Explained https://ec.europa.eu/eurostat/statistics-explained/index.php/Archive:Estad%C3%ADsticas_de_educación_y_formación_a_nivel_regional#Europa_2020:_nivel_de_educaci.C3.B3n_terciaria. Accessed 17 Oct 2019
Eurostat (2018) Statistical Atlas Eurostat regional yearbook 2019 http://ec.europa.eu/eurostat/statistical-atlas/gis/viewer/?year=&chapter=04&mids=BKGCNT,C04M02&o=1,1&ch=POP,C04¢er=50.2957,16.39625,3&lcis=C04M02&. Accessed 17 Oct 2019
Fierro C, Fortoul B, Rosas L (1999) Transformando la práctica docente. Maestros Enseñanza, Paidós, México
Firestone W, Donaldson M (2019) Teacher evaluation as data use: what recent research suggests. Educ Assess Evaluation Account 31:289–314. https://doi.org/10.1007/s11092-019-09300-z
Fleet A, González P (2017) Beca laboral universidad de Chile. Mecanismo de formación del talento y retención académica. CLABES Congress. https://revistas.utp.ac.pa/index.php/clabes/article/view/1548. Accessed 21 Nov 2019
François Ch (2015) Transdiciplinariedad, Cibernética y Sistémica. Grupo de Estudio de Sistemas Integrados GESI. http://www.gesi.org.ar/articulos/transdisciplinariedad-cibernetica-y-sistemica/. Acessed 9 Aug 2018
GCTU (2021) Políticas para la operación, desarrollo y consolidación del subsistema. https://www.uttab.edu.mx/resources/transparencia/normatividad/Fichero_normatividad_3.pdf. Accessed 12 Jul 2021
GCTPU (2018) Indicadores MECASUT 2018. Coordinación General de Universidades Tecnológicas y Politécnicas Departamento de Evaluación Institucional. http://cgutyp.sep.gob.mx/Estructura/Areas/CoordPGA/DirPlaneaEvalInfo/SubEvaluacion/PRONTUARIO_MECASUT_2018.pdf. Accessed 10 Dec 2019
Geertz C (1989) Descripción densa: hacia una teoría interpretativa de la cultura. In: La interpretación de las culturas, Gedisa. Barcelona, pp 19–40
Gibbs P (2017) Transdisciplinary higher education: a theoretical basis revealed in practice. Middlesex University, London
Gilber-Galassi J, Correa B (2001) La Teoría de la Autopoiesis y su Aplicación en las Ciencias Sociales. El caso de la interacción social. Revista de epistemología y ciencias sociales. https://actascoloquiogiannini.uchile.cl/index.php/CDM/article/view/26292/27592. Accessed 18 Apr 2020
Giroux S, Tremblay G (2008) Metodología de las ciencias humanas: la investigación en acción. Fondo de cultura económica, México
Google (2019) Google images. https://www.google.com/imghp?hl=en. Accessed 20 Nov 2019
Groß M, Stauffacher M (2014) Transdisciplinary environmental science: problem-oriented projects and strategic research programs. Interdiscip Sci Rev 39:299–306. https://doi.org/10.1179/0308018814Z.00000000093
Güemes-Castorena D, Ponce-Jaramillo E (2019) University-industry linkage framework to identify opportunity areas. Rev Policy Res 36:660–682. https://doi.org/10.1111/ropr.12355
Guerra-Martín M, Borrallo-Riego A (2018) Tutoría y rendimiento académico desde la perspectiva de estudiantes y profesores de Ciencias de la Salud. Una Revisión Sistemática. Educ Med 19:301–308. https://doi.org/10.1016/j.edumed.2017.03.019
Hammersley M, Atkinson P (2007) Ethnography: principles in practice. Routledge, London
Hanafizadeh P, Mehrabioun M (2017) Application of SSM in tackling problematical situations from academicians’ viewpoints. Syst Pract Action Res 31:179–220. https://doi.org/10.1007/s11213-017-9422-y
Hazarika M, Shivashankar N (2019) Method for rendering human talent management-as-a-service (htmaas) in cloud computing based human talent management system. Patent scope WIPO. https://tinyurl.com/y4lfdl9l
Heylighen F, Joslyn C (2001) Cybernetics and second-order cybernetics. In: The encyclopaedia of physical science & technology, pp 155–170
Hlosta M, Zdrahal Z, Zendulka J (2017) Ouroboros: early identification of at-risk students without models based on legacy data. In: Proceedings of the seventh international learning analytics & knowledge conference. https://doi.org/10.1145/3027385.3027449
Hong J, Zhu R, Hou B, Wang H (2019) Academia-industry collaboration and regional innovation convergence in China. Knowl Manag Res Pract 17(4):396–407. https://doi.org/10.1080/14778238.2019.1589394
Hou B, Hong J, Chen Q, Shi X, Zhou Y (2019) Do academia-industry R&D collaborations necessarily facilitate industrial innovation in China? Eur J Innov Manag 22:717–746. https://doi.org/10.1108/EJIM-09-2018-0195
INEE (2012) Los textos continuos: ¿cómo se leen? La competencia lectora desde PISA, Instituto Nacional para la Evaluación de la Educación (INEE). https://www.inee.edu.mx/wp-content/uploads/2018/12/Textos_continuos.pdf. Accessed 2 Aug 2019
INEGI (2015) Característica educativas de la población, Encuesta intercensal 2015. https://www.inegi.org.mx/temas/educacion/. Accessed 6 Dec 2019
Ison R, Blackmore C (2014) Designing and developing a reflexive learning system for managing systemic change. Systems 2:119–136. https://doi.org/10.3390/systems2020119
Jackson M (1991) A system of systems methodologies. In: Flood R, Jackson M (eds) Creative problems solving. Wiley, Chichester
Jackson MC (2006) Creative holism: a critical systems approach to complex problem situations. Syst Res Behav Sci 23(5):647–657. https://doi.org/10.1002/sres.799
Jayaprakash SM, Moody EW, Lauría EJ, Regan JR, Baron JD (2014) Early alert of academically at-risk students: an open-source analytics initiative. J Learn Anal. https://doi.org/10.18608/jla.2014.11.3
Keele S (2007) Guidelines for performing systematic literature reviews in software engineering. In: Technical report, Ver. 2.3 EBSE Technical Report. EBSE. https://www.elsevier.com/__data/promis_misc/525444systematicreviewsguide.pdf. Accessed 19 Nov 2019
Lamas H (2015) Sobre el rendimiento esco-lar. Propós Represent 3:313–386. https://doi.org/10.20511/pyr2015.v3n1.74
Lazarsfeld P (1985) De los conceptos a los índices empíricos. In: Boudon R, Lazarsfeld P (eds) Metodología de las ciencias sociales. Laia, Barcelona
Magazinik A, Mäkinen J, Lasheras C, Bedolla S, Saari U (2019) Industry collaboration: a review of the literature on evaluation methods and motivations. In: 2019 Portland International Conference on Management of Engineering and Technology (PICMET) IEEE. https://doi.org/10.23919/PICMET.2019.8893878
Márquez A (2017) A 15 años de PISA: resultados y polémicas. Perfiles educativos 39:3–15. http://www.scielo.org.mx/scielo.php?script=sci_arttext&pid=S0185-26982017000200003&lng=es&tlng=es. Accessed 19 Nov 2019
Mayan M (2016) Essentials of qualitative inquiry. Routledge, London
McGhie V (2017) Entering university studies: identifying enabling factors for a successful transition from school to university. High Educ 73:407–422. https://doi.org/10.1007/s10734-016-0100-2
Miranda-Zapata E, Lara L, Navarro J, Saracostti M, de-Toro X (2018) Modelling the effect of school engagement on attendance to classes and school performance. Rev Psicodidáctica 23:102–109. https://doi.org/10.1016/j.psicod.2018.02.003
MITHE (2008) Investigación e Innovación Educativa, Centro Virtual de Técnicas Didácticas del instituo Tecnológico de Monterrey. http://www.itesm.mx/va/dide2/tecnicas_didacticas/quesontd.htm. Accessed 19 Nov 2019
Mohammad S, Bizanjo A, Abdul K (2019) Fostering Graduate Employability in Malaysia - Bonding both Industry and Academia with a Proper Monitoring System. J Sci Technol Innov Policy 5:113. http://jostip.org/index.php/jostip/article/view/76/44
Montoya I, Montoya A (2015) Comprensión del concepto de emergencia, desde el aporte de Holland, Kauffman y Andrade. Innovar 25:27–44. https://doi.org/10.15446/innovar.v25n57.50325
Morales M, Sepúlveda M (2016) ¿A qué atribuyen el alto rendimiento escolar los estudiantes de buen rendimiento escolar proveniente de liceos con altos indices de vulnerabilidad? VI CLABES Congress. http://revistas.utp.ac.pa/index.php/clabes/article/view/1070. Accessed 20 Nov 2019
Morales R, Martínez E, Bastar S (2007) La Vinculación Universidad-Empresa en la Industria de las Artes Gráficas en México. https://tinyurl.com/yyo77sy4. Accessed 21 Nov 2019
Morales L, Morales V, Holguín S (2016) Rendimiento escolar in Revista electrónica de humanidades, tecnología y ciencia del IPN 15: 1–5. https://www.academia.edu/38291240/HUMANIDADES. Accessed 19 Nov 2019
Munizaga F, Cifuentes M, Beltrán A (2017) Variables y factores asociados al fenómeno de la retención y abandono estudiantil universitario en investigaciones de Latinoamérica y el Caribe. CLABES Congress. http://revistas.utp.ac.pa/index.php/clabes/article/view/1671/2407. Accessed 20 Aug 2019
Neira J (2001) Grandeza y Pequeñez del Oficio. https://scielo.conicyt.cl/pdf/arq/n49/art04.pdf. Accessed 21 Nov 2019
Núñez J, León J (2018) Probando las relaciones entre la motivación global, contextual y situacional: un estudio longitudinal de los efectos horizontal, arriba-abajo y abajo-arriba. Rev Psicodidáctica 23:9–16. https://doi.org/10.1016/j.psicod.2017.07.003
OECD (2016) Programa para la evaluación internacional de alumnos (PISA) PISA-2015 resultados. https://www.oecd.org/pisa/PISA-2015-Mexico-ESP.pdf. Accessed 2 Aug 2019
OECD (2019) Higher Education in Mexico: labour market relevance and outcomes, higher education. OECD Publishing, Paris. https://doi.org/10.1787/9789264309432-en
Oriol-Granado X, Mendoza-Lira M, Covarrubias-Apablaza C, Molina-López V (2017) Emociones positivas, apoyo a la autonomía y rendimiento de estudiantes universitarios: el papel mediador del compromiso académico y la autoeficacia. Rev Psicodidáctica 22:45–53. https://doi.org/10.1387/RevPsicodidact.14280
Pal S (2012) Mining educational data to reduce dropout rates of engineering students. Int J Inf Eng Electron Bus. https://doi.org/10.5815/ijieeb.2012.02.01
Paloyo A, Roga S, Siminski P (2016) The effect of supplemental instruction on academic performance: an encouragement design experiment. Econ Educ Rev 55:57–69. https://doi.org/10.1016/j.econedurev.2016.08.005
Paredes R, Francisca A, Quense M (2017) Modelo de retención universitaria: desafíos y oportunidades en su diseño e implementación. CLABES Congress. https://revistas.utp.ac.pa/index.php/clabes/article/view/1545. Accessed 20 Nov 2019
Pérez C, Cerón E, Suárez R, Mera M, Briones N, Zambrano L, Barreto M (2019) Deserción y repitencia en estudiantes de la carrera de Enfermería matriculados en el período 2010–2015. Universidad Técnica de Manabí. Ecuador. 2017. Educ Méd 20:84–90. https://doi.org/10.1016/j.edumed.2017.12.013
Reséndiz-Castro M (2019) Cibersistémica transdisciplinaria: intervención integral de tutoría. In: Universidad Autónoma de San Luis Potosí (ed) Innovación para la permanencia con equidad educativa: Articulación institucional de programas en apoyo a la permanencia escolar, UASL, México, pp 810–814
Reyes A (2018) Connecting higher education and innovation to local development. Futures 103:73–83. https://doi.org/10.1016/j.futures.2018.04.004
Roldán T (2009) Una Mirada desde los Oficios y el Trabajo, Revista de la universidad Boliviana. https://scielo.conicyt.cl/pdf/polis/v8n24/art16.pdf. Accessed 21 Nov 2019
Romero M, Hernández A (2015) El método etnográfico y su relación con el análisis de dominio. Biblios. http://www.redalyc.org/articulo.oa?id=16144489005. Accessed 22 Aug 2018.
Rousserie H, Cives H, Giraldo E (2017) La Contratapa Del Abandono: La Permanencia de los Estudiantes en la carrera de Ingeniería en alimentos, CLABES Congress. https://revistas.utp.ac.pa/index.php/clabes/article/view/1620. Accessed 21 Nov 2019
Russell D, Ison R (2000) Part I The research-development relationship in rural communities: an opportunity for contextual science. In: Ison R, Russell (eds) Agricultural extension and rural development: breaking out of traditions. Cambridge University Press, Cambridge, pp 10–29
Sagarra M, Mar-Molinero C, Agasisti T (2017) Exploring the efficiency of Mexican universities: integrating data envelopment analysis and multidimensional scaling. Omega. https://doi.org/10.1016/j.omega.2016.04.006
Said-Hung E (2017) Factores socioeducativos e institucionales asociados a la permanencia de los estudiantes de educación superior en línea. caso UNIR-MÉXICO. CLABES Congress. https://revistas.utp.ac.pa/index.php/clabes/article/view/1664. Accessed 21 Nov 2019
Saldaña M, Barriga O (2010) Adaptación del modelo de deserción universitaria de Tinto a la Universidad Católica de la Santísima Concepción, Chile. Revista de Ciencias Sociales. https://www.redalyc.org/articulo.oa?id=28016613005. Accessed 19 Nov 2019
Schaltegger S, Beckmann M, Hansen EG (2013) Transdisciplinarity in corporate sustainability: mapping the field. Bus Strat Env 22:219–229. https://doi.org/10.1002/bse.1772
Scholz RW (2012) Environmental literacy in science and society – from knowledge to decisions. Int J Sustain High Educ 13:2. https://doi.org/10.1108/ijshe.2012.24913baa.004
Scholz RW, Lang DJ, Wiek A, Walter AI, Stauffacher M (2006) Overview: roadmap to environmental literacy, En Transdisciplinary case studies as a means of sustainability learning. Int J Sustain High Educ 7:226–251. https://doi.org/10.1108/14676370610677829
Scarborough D, Chambless B, Becker R, Check T, Clainos M, Eng M, Levy J, Mertz A, Paajanen A, Smith D, Smith J (2006) Electronic employee selection systems and methods. Google patents. https://patents.google.com/patent/US7080057B2/en. Accessed 11 Oct 2019
Schutz A (1973) El problema de la realidad social. Amorrortu, Argentina
SEP (2018a) Estadística básica de educación superior. http://www.dgesu.ses.sep.gob.mx/EBESNACIONAL.aspx. Accessed 25 Oct 2019
SEP (2018b) Panorama de la Educación Superior por Entidad. http://www.dgesu.ses.sep.gob.mx/Panorama_de_la_educacion_superior.aspx. Accessed 6 Dec 2019
SEP (2019) Lineamientos para la formulación de indicadores educativos. https://www.planeacion.sep.gob.mx/Doc/estadistica_e_indicadores/lineamientos_formulacion_de_indicadores.pdf. Accessed 25 Oct 2019
Singh K, Maloney T (2019) Using validated measures of high school academic achievement to predict university success. N Z Econ Pap 53:89–106. https://doi.org/10.1080/00779954.2017.1419502
Skedsmo G, Huber S (2019) Forms and practices of accountability in education. Educ Asse Eval Acc 31:251–255. https://doi.org/10.1007/s11092-019-09305-8
Stake R (1998) Investigación con estudio de casos. Morata, Madrid
Strauss A, Corbin J (2002) Bases de la investigación cualitativa: técnicas y procedimientos para desarrollar la teoría fundamentada. Universidad de Antoquia, Colombia
Suseno, Standing C (2018) The systems perspective of national innovation ecosystems. Syst Res 35:282–307. https://doi.org/10.1002/sres.2494
Tapasco A, Osorio D, Ruiz O (2016) Tasa de deserción consolidada por cohortes y perfiles de deserción diferenciados por facultades. Estudio de caso: universidad de caldas (Colombia). CLABES Congress. https://revistas.utp.ac.pa/index.php/clabes/article/view/1107. Accessed 20 Nov s2019
Tejedor G, Segalás J, Rosas-Casals M (2018) Transdisciplinarity in higher education for sustainability: how discourses are approached in engineering education. J Clean Prod 175:29–37. https://doi.org/10.1016/j.jclepro.2017.11.085
Tempelaar D, Rienties B, Mittelmeier J, Nguyen Q (2018) Student profiling in a dispositional learning analytics application using formative assessment. Comput Hum Behav. https://doi.org/10.1016/j.chb.2017.08.010
Tinto V (1975) Dropout from higher education: a theoretical synthesis of recent research. Rev Educ Res 45:89–125. https://doi.org/10.3102/00346543045001089
Tobón S (2010) Formación integral y competencias. Pensamiento complejo, currículo, didáctica y evaluación (4ta. Ed.). ECOE, Bogotá
Thompson M (2004) Systems and methods of profiling, matching and optimizing performance of large networks of individuals. Google patent. https://tinyurl.com/y22br2ws. Accessed 22 Aug 2019
Torres J, Acevedo D, Gallo L (2015) Causas y consecuencias de la deserción y repitencia escolar: una visión general en el contexto Latinoamericano. Cultura Educación y Sociedad 6(2) 157–187. https://revistascientificas.cuc.edu.co/culturaeducacionysociedad/article/view/904. Accessed Nov 2019
Torres Hamdan Y, Duarte Troche M, Rivera Ramírez F (2019) Función tutorial, percepción de los estudiantes de Técnico Superior Universitario en Paramédico. Revista RedCA 1:2–22. https://rperiplo.uaemex.mx/index.php/revistaredca/article/view/12052. Accessed Nov 2019
Tuero E, Cervero A, Esteban M, Bernardo A (2018) ¿Por qué abandonan los alumnos universitarios? Variables de influencia en el planteamiento y consolidación del abandono. Educación XX 21:131–154. https://doi.org/10.5944/educxx1.20066
Umpleby S (2016) Second-order cybernetics as a fundamental revolution in science. Constructivist Foundations 11(3): 455–465. http://constructivist.info/11/3/455. Accessed Nov 2019
van der Steeg M, van Elk R, Webbink D (2015) Does intensive coaching reduce school dropout? Evidence from a randomized experiment. Econ Educ Rev 48:184–197. https://doi.org/10.1016/j.econedurev.2015.07.006
Villegas HG (2018) Marco de trabajo sistémico para evaluar y caracterizar atributos emprendedores de programas y estudiantes de educación superior. Dissertation, National Polytechnic Institute, Mexico
Vivadelli J, Coller B, Shank L (2008) System and method for systematic management and measurement of workplace real estate and the use of real estate by people. Google patent. https://patents.google.com/patent/US20080109289. Accessed 11 Oct 2019
Wiek A, Ness B, Schweizer-Ries P, Brand FS, Farioli F (2012) From complex systems analysis to transformational change: a comparative appraisal of sustainability science projects. Sustain Sci 7(S1):5–24. https://doi.org/10.1007/s11625-011-0148-y
Wilber K (2011) Sex, ecology, spirituality: the spirit of evolution, 2nd edn. Shambala, Boston
Xing W, Chen X, Stein J, Marcinkowski M (2016) Temporal predication of dropouts in MOOCs: reaching the low hanging fruit through stacking generalization. Comput Hum Behav. https://doi.org/10.1016/j.chb.2015.12.007
Yahia B, Essid H, Rebai S (2018) Do dropout and environmental factors matter? A directional distance function assessment of Tunisian education efficiency. Int J Educ Dev 60:120–127. https://doi.org/10.1016/j.ijedudev.2017.11.004
Zakharov A, Tsheko G, Carnoy M (2016) Do “better” teachers and classroom resources improve student achievement? A causal comparative approach in Kenya, South Africa, and Swaziland. Int J Educ Dev 50:108–124. https://doi.org/10.1016/j.ijedudev.2016.07.001
Zapata A, Cabrera G, Velásquez M (2016) Factores institucionales incidentes en el rendimiento académico. CLABES Congress. https://revistas.utp.ac.pa/index.php/clabes/article/view/1159. Accessed 20 Nov 2019
Acknowledgements
To the National Polytechnic Institute for providing the infrastructure for research. To the Fidel Velázquez University of Technology for the facilities granted. The Actors of the practical environment for its contribution to the knowledge of the phenomenon of academic performance.
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This study was partially funded by the Mexican Science and Technology Council of the State of Mexico, Mexico COMECYT, through the doctoral grant with registration number 17BEPD0119-11.
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Reséndiz-Castro, M., Zepeda-Bautista, R. & Peón-Escalante, I.E. Transdisciplinary Cyber-systemic Design of Instruments to Measure Academic Performance in Middle and Higher Education Systems. Syst Pract Action Res 35, 395–440 (2022). https://doi.org/10.1007/s11213-021-09574-9
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DOI: https://doi.org/10.1007/s11213-021-09574-9