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DOI: https://doi.org/1= 0.56712/latam.v6i3.4238

Actitudes hacia las Tecnologías de la Información y = la Comunicación y su influencia en el uso docente: un estudio en educación superior en Tlaxcala, México<= /p>

Attitudes Tow= ard Information and Communication Technologies and Their Influence on Teaching = Use: A Study in Higher Education in Tlaxcala, Mexico

 

Miguel González Díaz=

miguel.gonzalez.tlax@gmail.com

https://orcid.org/0009-0001-7772-2752

Centro de Investigación Educativa. Universidad Autónoma de Tlaxcala

Tlaxcala – México

 

Artículo recibido: 30 de junio de 2025. Aceptado para publicación: 25 de julio de 2025.

Conflictos de Interés: Ninguno que declarar.

 

Resumen<= /o:p>

Este estudio analiza la relación entre las actitudes hacia l= as Tecnologías de la Información y la Comunicación (TIC) = y su uso docente en profesores universitarios. Se trabajó con una muestra censal de 15 docentes de la Licenciatura en Administración de la Uni= dad Académica Multidisciplinaria Campus San Pablo del Monte, de la Universidad Autónoma de Tlaxcala, durante el año 2024. Se utilizó un enfoque cuantitativo, con diseño no experimental, = de tipo correlacional y corte transversal. El instrumento fue un cuestionario = tipo Likert de 30 ítems, validado mediante juicio de expertos y prueba pi= loto, con un coeficiente alfa de Cronbach de .935. El análisis se realizó con estadísticos descriptivos, pruebas de normalidad y coeficientes de correlación de Pearson. Los resultados mostraron una actitud predominantemente media hacia las TIC y un nivel similar de uso docente. Se identificó una correlación positiva moderada y significativa entre las actitudes y el uso pedagógico de las TIC (r = =3D .527; p =3D .044), mientras que no se hallaron asociaciones significativas = con el uso instrumental o básico. Estos hallazgos indican que las actitudes docentes influyen de forma diferenciada según el tipo de uso tecnológico. Se concluye que fortalecer disposiciones favorables hac= ia las TIC puede favorecer su integración con fines educativos, por lo = que se recomienda diseñar estrategias de formación que consideren tanto competencias técnicas como componentes actitudinales.

Palabras clave: actitudes hacia= las TIC, uso docente, educación superior, profesorado universitario, integración tecnológica

 

Abstract

This study examines the relationship between attitudes toward Information and Communication Technologies (ICT) and their use in teaching = by university faculty. A census sample of 15 professors from the Administration Bachelor's Program at the Multidisciplinary Academic Unit, San Pablo del Mo= nte Campus, of the Autonomous University of Tlaxcala was used during 2024. The research followed a quantitative approach, with a non-experimental, correlational, and cross-sectional design. A 30-item Likert-type questionna= ire was applied, validated through expert judgment and a pilot test, obtaining a Cronbach's alpha of .935. Data were analyzed using descriptive statistics, normality tests, and Pearson’s correlation coefficients. Results show= ed that both attitudes toward ICT and its use in teaching = were predominantly at a medium level. A moderate and statistically significant positive correlation was found between attitudes and pedagogical use of ICT= (r =3D .527; p =3D .044), while no significant associations were found with ba= sic or instrumental use. These findings suggest that teachers’ attitudes influence the type of technology integration. The study concludes that promoting favorable dispositions toward ICT may support their educational u= se, and recommends developing training strategies that address both technical skills and attitudinal factors.

Keywords: attitudes toward ICT, teaching practices, higher education, university faculty, technology integration

 

 

 

 

 

 

 

 

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T= odo el contenido de LATAM Revista Latinoamericana de Ciencias Sociales y Humanidades, publicado en este sitio está disponibles bajo Licencia Creative Commons.= <= o:p>

Cómo citar:  González Díaz, M. (2= 025). Actitudes hacia las Tecnologías de la Información y la Comunicación y su influencia en el uso docente: un estudio en educación superior en Tlaxcala, México. LATAM Revista Latinoamericana de Ciencias Sociales y Humanidades 6 = (3), 3897 – 3918. https://doi.org/10.56712/latam.v6i3= .4238

 

INTRODUCCIÓN

En los últimos años, el uso de Tecnologías de la Información y la Comunicación (TIC) = en la educación superior se ha vuelto un elemento central en las agendas académicas y políticas relacionadas con la calidad educativa,= la innovación pedagógica y la formación docente. La emergencia sanitaria por COVID-19 intensificó esta transformación, obligando a miles de instituciones a migrar de forma súbita a entornos virtuales. Esta situación visibilizó= las desigualdades tecnológicas y al mismo tiempo generó nuevas dinámicas en la práctica docente (UNESCO, 2021).

En México, la incorporación de l= as TIC en las universidades públicas ha seguido un camino desigual, mar= cado por factores estructurales, políticas institucionales, infraestructu= ra, formación del profesorado y, sobre todo, por las actitudes individua= les hacia el uso de estas tecnologías. En particular, la Universidad Aut= ónoma de Tlaxcala (UATx) impulsó durante la pa= ndemia el desarrollo de competencias digitales mediante la habilitación del Sistema Integral de Gestión del Aprendizaje (SIGA), así como = la promoción de cursos de actualización docente en entornos virtuales. Sin embargo, el regreso a la presencialidad no supuso necesariam= ente una continuidad en el uso reflexivo de las TIC, lo que plantea interrogantes sobre el papel que juegan las disposiciones personales de los docentes en e= se proceso.

Estudios recientes han sugerido que la integración efectiva de las TIC en el aula universitaria no depende únicamente de la disponibilidad de recursos tecnológicos o de= las políticas institucionales, sino también y de forma determinan= te, de las actitudes del profesorado (Cervantes Vargas, 2018; González-R= obles et al., 2021). Estas actitudes, entendidas como predisposiciones aprendidas hacia ciertos objetos o prácticas (Ajzen, 1991), pueden facilitar o limitar el uso significativo de la tecnolog&iacut= e;a con fines educativos. Así, identificar cómo se manifiestan es= tas actitudes y cómo se relacionan con el uso docente de las TIC es un p= aso necesario para comprender la complejidad del proceso de apropiación tecnológica en la educación superior.

En este sentido, el presente estudio se enfoca= en docentes de la Licenciatura en Administración de la Unidad Académica Multidisciplinaria Campus San Pablo del Monte de la UATx. El interés en esta población específica responde a la necesidad de generar evidencia empír= ica localizada, útil para orientar acciones institucionales de formaci&o= acute;n continua, actualización digital y fortalecimiento de la práct= ica docente con apoyo tecnológico.

El análisis de las actitudes docentes h= acia las TIC ha cobrado fuerza en los estudios sobre innovación educativa= en el nivel superior. Diversas investigaciones han mostrado que dichas actitud= es constituyen un factor determinante en la adopción tecnológica, por encima incluso de las condiciones técnicas o la infraestructura institucional disponible (González-Robles et al., 2021). Según estos autores, las actitudes reflejan la disposición emocional, cognitiva y conductual del profesorado hacia el uso de tecnologías c= on fines educativos, y pueden influir tanto en la frecuencia como en la forma = en que estas herramientas son incorporadas en el aula.

En contextos universitarios, se ha observado q= ue una actitud favorable hacia las TIC se asocia con un mayor nivel de integración en la práctica docente. Por ejemplo, en un estudio aplicado a profesores del nivel superior en instituciones públicas mexicanas, se identificó que “la actitud positiva se vincula directamente con un uso más estratégico y frecuente de las TIC” (Cervantes Vargas, 2018, p. 71). A su vez, la percepción = de utilidad, la familiaridad previa con herramientas digitales y el apoyo institucional fueron variables relevantes en la construcción de estas actitudes.

En una línea similar, González-Robles, Polanco y Peñalosa (2021) desarrollaron y validaron una escala para medir actitudes hacia el uso de TIC en docentes universitarios. Su propuesta identificó tres dimensiones clave: acti= tud positiva, actitud hacia el uso en educación superior y actitud frent= e a la sociedad del conocimiento. Esta estructura ha sido retomada en otros estudios por su claridad teórica y validez empírica, permitie= ndo un análisis más fino de las disposiciones que mediante el uso= de la tecnología en el entorno educativo.

Además de las actitudes, también= se ha estudiado el uso efectivo de las TIC como práctica docente. Vargas (2018) propuso una escala específica para analizar el uso de tecnologías en tres dimensiones: actualización profesional, a= plicación en la práctica docente y uso con fines educativos. Este enfoque ha s= ido útil para diferenciar entre un uso instrumental, limitado a funciones básicas, y un uso reflexivo orientado al fortalecimiento de procesos pedagógicos.

En el plano internacional, la Teoría del Comportamiento Planeado (Ajzen, 1991) ha sido empleada como marco teórico para estudiar la relación entre actitudes, intención y uso de TIC. Investigaciones como la de Lee, <= span class=3DSpellE>Cerreto y Lee (2010) evidencian que “la actitud= hacia el uso del ordenador fue el predictor más fuerte del comportamiento docente, incluso por encima de la norma subjetiva” (p. 157). De este modo, los hallazgos empíricos han confirmado que una actitud positiva puede anticipar en buena medida la disposición real a utilizar tecnologías en el aula.

A pesar de estos aportes, aún existen p= ocos estudios focalizados en carreras específicas y contextos institucion= ales concretos. El presente artículo busca contribuir a ese vacío, proporcionando un análisis localizado en la Licenciatura en Administración de la UATx, donde se espe= ra que el uso de TIC no solo mejore la enseñanza, sino que también refuerce las competencias digitales de los futuros profesionistas.

El uso de las TIC en la docencia universitaria= ha dejado de ser un recurso complementario para convertirse en una competencia esencial, especialmente en programas como la Licenciatura en Administración, donde la actualización tecnológica y la gestión del conocimiento forman parte del perfil de egreso. Sin emba= rgo, la forma en que el profesorado integra estas herramientas en su prác= tica docente sigue siendo desigual. Aunque existen iniciativas institucionales p= ara fomentar el uso pedagógico de la tecnología, no todos los docentes incorporan las TIC con la misma frecuencia, profundidad ni intención formativa.

Esta situación sugiere que la decisión de usar o no las TIC no depende exclusivamente de la infraestructura disponible o de los lineamientos institucionales, sino también de factores subjetivos como las creencias, percepciones y disposiciones individuales del profesorado. En este marco, las actitudes ha= cia las TIC cobran un papel central, pues representan una predisposición= que puede facilitar o inhibir su integración efectiva en el proceso educativo (Ajzen, 1991).

En el caso de la Universidad Autónoma de Tlaxcala, y en particular en la Unidad Académica Multidisciplinaria Campus San Pablo del Monte, no existen suficientes estudios empíricos que exploren cómo se relacionan estas actitudes con el uso real que = los docentes hacen de las TIC. Este vacío limita la posibilidad de diseñar políticas de formación y acompañamiento docente fundamentadas en evidencias locales. Por tanto, el problema de investigación que orienta este estudio puede formularse de la siguie= nte manera:

¿Qu&eacu= te; relación existe entre las actitudes hacia las TIC y su uso en la práctica docente de los profesores de la Licenciatura en Administración del Campus San Pablo del Monte de la UATx durante el año 2024?

Este planteamiento parte de la necesidad de comprender cómo las actitudes influyen en el comportamiento docente frente a la tecnología, en un contexto donde se espera que su uso fortalezca tanto la enseñanza como la formación profesional de los estudiantes. Abordar este problema permite no solo describir un fenómeno, sino también aportar insumos para el diseño = de estrategias institucionales de formación tecnológica con base= en el perfil y las necesidades reales del profesorado.

Objetivo genera= l

       Identificar la relación entre las actitudes hacia las Tecnologías de la Información y la Comunicación (T= IC) y su uso por parte de los profesores de la Licenciatura en Administración de la Unidad Académica Multidisciplinaria Camp= us San Pablo del Monte de la Universidad Autónoma de Tlaxcala, durante = el año 2024.

Objetivos específicos

       Determinar la relación entre las actitudes hacia= las TIC y las TIC en la educación en los profesores de la Licenciatura en Administración de la Unidad Académica Multidisciplinaria Camp= us San Pablo del Monte de la Universidad Autónoma de Tlaxcala, durante = el año 2024.

<= span style=3D'mso-list:Ignore'>●<= span style=3D'mso-list:Ignore'>●

=  

V1

r

V2

M

Donde:

 

M: Muestra de investigación

V1: Actitudes hacia las TIC

V2: Uso de las TIC

r= : Relación entre variables

=  


Nota: el modelo representa la relación correlacional entre las actitudes hacia las TIC (V1) y su uso docente (= V2) en la muestra de estudio (M). La flecha "r&q= uot; indica la correlación analizada.

Procedimiento

Una vez elaborado el instrumento, se solicitó la autorización institucional correspondiente. Posteriormente, se compartió el formulario digital por medio de un enlace enviado al correo electrónico institucional de cada docente. Todos los participantes fueron informados del propósito acadé= mico del estudio y se incluyó un apartado de consentimiento informado. La recolección de datos se realizó en un periodo de dos semanas y fue completamente anónima, confidencial y voluntaria.

Validació= ;n del instrumento de recolección de datos

La validación del instrumento se realizó mediante juicio de expertos y el cálculo del coeficie= nte alfa de Cronbach. El juicio de expertos permitió asegurar la validez= de contenido y la adecuación de los ítems a los objetivos del estudio. La fiabilidad del instrumento se evaluó mediante una prueba piloto aplicada a una muestra de 15 docentes de la misma licenciatura. Para ello, se utilizó el coeficiente alfa de Cronbach (α), el cual es una medida de consistencia interna utilizada en instrumentos con múltiples opciones de respuesta. Como señala Mendieta (2015),= los valores de α iguales o superiores a 0.70 indican niveles aceptables de fiabilidad. En esta investigación, se obtuvo un valor total de α= ; =3D .935, lo que refleja una fiabilidad alta.

 

 

 

 

Tabla 3

Coeficientes de fiabilidad (alfa de Cronbach) por dimensión del cuestionario

Aplicado a:

Alfa de Cronb= ach

No. de Ítems

V1_D1

.775

5

V1_D2

.786

5

V1_D3

.838

5

V2_D1

.816

5

V2_D2

.861

5

V2_D3

.791

5

Instrumento

.935

30

 

Nota: se reportan los coeficientes alfa de Cronbach obtenidos para cada dimensión del instrumento, así como el valor global de fiabilidad. Todos los valo= res superan el umbral mínimo aceptable (α ≥ .70), lo que ind= ica una alta consistencia interna (Mendieta, 2015).

Análisis= de datos

Los datos fueron analizados con el software estadístico SPSS v26. Se aplicaron estadísticos descriptivos (media, mediana y desviación estándar) para caracterizar las variables. Se realizaron tambi&eacut= e;n pruebas de normalidad (Kolmogorov-Smirnov) y un análisis de correlación de Pearson para determinar la relación entre las actitudes hacia las TIC y su uso docente. La interpretación de los coeficientes se basó en criterios est&a= acute;ndar para establecer la fuerza y dirección de las asociaciones entre variables. La investigación se condujo conforme a los principios éticos aplicables a estudios en ciencias sociales. Se garantiza la participación voluntaria, el anonimato y la confidencialidad de los datos proporcionados. Se informó a los docentes sobre el objetivo del estudio y se les permitió retirarse en cualquier momento sin ninguna consecuencia. No se recogieron datos sensibles ni se emplearon identificado= res personales.

METODOLOGÍA

Este estudio se sustenta en la Teoría d= el Comportamiento Planeado (Theory of Planned Behavior, <= span class=3DSpellE>TPB) propuesta por Ajzen = (1991), la cual ofrece un marco explicativo útil para analizar la relación entre actitudes y conductas observables en diversos context= os, incluido el educativo. Según esta teoría, el comportamiento humano está determinado principalmente por la intención de actuar, la cual se configura a partir de tres componentes: la actitud hacia= la conducta, la norma subjetiva y el control conductual percibido.<= /span>

La actitud hacia la conducta refiere al juicio favorable o desfavorable que una persona tiene sobre realizar determinada acción. La norma subjetiva alude a la percepción de presión social o expectativas de otros significativos, y el control conductual percibido se relaciona con la percepción de capacidad o facilidad para llevar a cabo la conducta (Ajzen, 1991). En conjunto, estos factores permiten predecir si una persona tiene intención de realizar cierta conducta y, con ello, su probabilidad de llevarla a cabo.

La TPB ha sido uti= lizada en numerosos estudios para explicar la adopción de tecnologías por parte del profesorado, dado que permite establecer relaciones entre creencias individuales y uso real de herramientas tecnológicas (Lee,= Cerreto & Lee, 2010). Investigaciones empí= ricas han mostrado que la actitud hacia las TIC es un predictor directo y significativo del comportamiento docente, incluso con mayor peso que otros factores como la norma social (Valtonen et al., 2018).

En el contexto universitario, esta teorí= ;a resulta pertinente para analizar cómo las actitudes del profesorado influyen en su disposición a integrar tecnologías en la enseñanza. Además, permite explicar por qué, aun tenie= ndo acceso a recursos tecnológicos e instrucción institucional, algunos docentes deciden no emplearlos en sus prácticas educativas. = En este sentido, la TPB proporciona una base teórica sólida para estudiar la relación entre las actitudes hacia las TIC y su uso docente.

Uno de los conceptos centrales de esta investi= gación es el de actitudes hacia las TIC. Desde la psicología social, una actitud se entiende como una predisposición aprendida que orienta las respuestas de una persona hacia un objeto, idea o situación (Eagly & Chaiken, 1993= ). En el ámbito educativo, las actitudes hacia las TIC incluyen componentes cognitivos (creencias sobre su utilidad), afectivos (gustos o rechazo) y conductuales (tendencia a usarlas o evitarlas) (González-Robles et a= l., 2021).

Este estudio retoma el modelo de tres dimensio= nes propuesto por dichos autores:

<= span style=3D'mso-list:Ignore'>●<= span style=3D'mso-list:Ignore'>●<= span style=3D'mso-list:Ignore'>●<= span style=3D'mso-list:Ignore'>●<= span style=3D'mso-list:Ignore'>●<= span style=3D'mso-list:Ignore'>●%) se ubica en un nivel medio de actitu= d. Un 26.7% present&oacut= e; una actitud baja, mientras que solo el 20% alcanzó un nivel alto. Estos d= atos indican que, en general, predomina una disposición moderada hacia las tecnologías de la información y la comunicación, aunque existe una proporción relevante de docentes cuya actitud se mantiene= en niveles limitados.

Tabla 4

Distribuci&oacu= te;n de niveles en las actitudes hacia las TIC (TOTAL_V1)

 

Frecuencia

Porcentaje

Porcentaje válido

Porcentaje acumulado

Válido

Bajo

4

26.7

26.7

26.7

Medio

8

53.3

53.3

80.0

Alto

3

20.0

20.0

100.0

Total

15

100.0

100.0

 

 

Nota: La variable se presenta en tres niveles: bajo, medio y alto, con b= ase en la puntuación total obtenida

Dimensió= n 1: Actitudes positivas o negativas de las TIC (D1_V1)

En esta dimensión, que evalúa la percepción general sobre la relevancia y beneficios de las TIC en la docencia, el 73.3% del profesora= do mostró un nivel medio de actitud. El 26.7% restante se ubicó en un nivel bajo, y ningún participante alcanzó un nivel alto. Estos resultados sugieren que, aunque hay una valoración aceptable, persis= ten reservas en cuanto al reconocimiento pleno del potencial de las TIC en el ámbito educativo.

Tabla 5

Distribuci&oacu= te;n de niveles en las actitudes positivas o negativas de las TIC (D1_V1)

 

Frecuencia

Porcentaje

Porcentaje válido

Porcentaje acumulado

Válido

Bajo

4

26.7

26.7

26.7

Medio

11

73.3

73.3

100.0

Total

15

100.0

100.0

 

 

Nota: Dimensión 1 de la variable “actitudes hacia las TIC”, correspondiente a la percepción general

Dimensió= n 2: La educación superior en las TIC (D2_V1)=

Respecto a la utilidad que el profesorado atri= buye al uso de tecnologías en su práctica docente, el 46.7<= span lang=3Des-419 style=3D'font-size:10.0pt;line-height:115%;font-family:"Times= New Roman",serif; mso-fareast-font-family:"Times New Roman"'> % manifestó una actitud media, el 33.3% mostró= un nivel bajo, y solo el 20% alcanzó un nivel alto. Esta distribución revela una tendencia hacia una valoración moderada, con una minoría que considera a las TIC como herramientas altamente útiles.

Tabla 6

Distribuci&oacu= te;n de niveles en la educación superior en las TIC (D2_V1)

 

Frecuencia

Porcentaje

Porcentaje válido

Porcentaje acumulado

Válido

Bajo

5

33.3

33.3

33.3

Medio

7

46.7

46.7

80.0

Alto

3

20.0

20.0

100.0

Total

15

100.0

100.0

 

 

Nota: Dimensión 2 de la variable “actitudes hacia las TIC”, asociada a la percepción de utilidad.<= /p>

 

Dimensió= n 3: La sociedad del conocimiento de las TIC (D3_V1)=

En cuanto a la intención declarada de incorporar tecnologías en la práctica profesional, el 46.7% se posicionó en un nivel medio, mientras que un 40% present&oacut= e; una actitud baja. Solo el 13.3% expresó una intención alta de uso. Estos datos evidencian que, aunque hay cierta disposición, persiste una actitud reticente entre un número significativo de docentes.

Tabla 7

Distribuci&oacu= te;n de niveles en La sociedad del conocimiento de las TIC (D3_V1)

 

Frecuencia

Porcentaje

Porcentaje válido

Porcentaje acumulado

Válido

Bajo

6

40.0

40.0

40.0

Medio

7

46.7

46.7

86.7

Alto

2

13.3

13.3

100.0

Total

15

100.0

100.0

 

 

Nota: Dimensión 3 de la variable “actitudes hacia las TIC”, que evalúa la disposición declarada a incorporar tecnologías en la práctica docente.

Uso de las TIC<= o:p>

En cuanto al uso de las TIC (TOTAL_V2), se observa una distribución muy similar a la de las actitudes. La mayoría del profesorado (53.3%) reportó un nivel medio de uso, mientras que el 26.7% indicó un uso bajo y solo el 2= 0% señaló un uso alto. Esta tendencia sugiere que, en general, las tecnologías están presentes en la práctica docente, aunque no de forma intensiva ni generalizada. El uso se mantiene principalmente en un rango intermedio, lo = cual podría estar vinculado a factores como el contexto institucional, la formación previa o la percepción de utilidad de estas herramientas.

Tabla 8

Distribuci&oacu= te;n de niveles en el uso de las TIC (TOTAL_V2)=

 

Frecuencia

Porcentaje

Porcentaje válido

Porcentaje acumulado

Válido

Bajo

4

26.7

26.7

26.7

Medio

8

53.3

53.3

80.0

Alto

3

20.0

20.0

100.0

Total

15

100.0

100.0

 

 

Nota: Variable global sobre el uso que realiza el profesorado de las TIC= en contextos educativos.

Dimensió= n 1: Las TIC y la educación (D1_V2)

En esta dimensión, que contempla el man= ejo general de herramientas tecnológicas para actividades cotidianas (co= mo correo electrónico, navegación en internet o uso de procesado= res de texto), el 46.7% del profesora= do se ubicó en un nivel medio de uso. Un 33.3% mostró un uso bajo, y solo el = 20% reportó un uso alto. Estos resultados indican que, aunque la mayoría tiene un dominio funcional, aún persisten niveles bajos en una tercera parte del grupo.

 

 

Tabla 9

Distribuci&oacu= te;n de niveles en las TIC y la educación (D1_V2)

 

Frecuencia

Porcentaje

Porcentaje válido

Porcentaje acumulado

Válido

Bajo

5

33.3

33.3

33.3

Medio

7

46.7

46.7

80.0

Alto

3

20.0

20.0

100.0

Total

15

100.0

100.0

 

 

Nota: Dimensión 1 de la variable “uso de las TIC”, referida a herramientas digitales básicas de trabajo académic= o y administrativo.

Dimensió= n 2: Actualización docente en el uso de las TIC (D2_= V2)

Este apartado evaluó la incorporación de las TIC con fines didácticos, como el diseño de actividades digitales, uso de plataformas educativas o gestión del aprendizaje. Aquí, el 46.7% del profesorado alcanzó un niv= el alto, lo que destaca positivamente. Sin embargo, un 33.3% se ubicó en nivel bajo y solo = el 20 <= /span>% en nivel medi= o. Esta distribución muestra una polarización: mientras algunos docentes integran activamente las TIC en su práctica pedagógi= ca, otros presentan rezagos importantes.

Tabla 10

Distribuci&oacu= te;n de niveles en actualización docente en el uso de las TIC (D2_V2)

 

Frecuencia

Porcentaje

Porcentaje válido

Porcentaje acumulado

Válido

Bajo

5

33.3

33.3

33.3

Medio

7

46.7

46.7

80.0

Alto

3

20.0

20.0

100.0

Total

15

100.0

100.0

 

 

Nota: Dimensión 2 de la variable “uso de las TIC”, que contempla la integración de tecnologías en procesos de enseñanza-aprendizaje.

Dimensió= n 3: Práctica docente en el uso de las TIC (D3_V2)

Finalmente, en cuanto al uso con fines organizativos o administrativos (como control de asistencia, elaboraci&oacu= te;n de materiales o seguimiento de estudiantes), el 46.7% indicó un nivel medio, el 33.3= % se ubicó en nivel bajo, y el 2= 0% en nivel alto. Al igual que en otras dimensiones, predomina el uso moderado, con una proporción considera= ble de docentes que aún no explotan plenamente el potencial instrumental= de estas herramientas.

Tabla 11

Distribuci&oacu= te;n de niveles en Práctica docente en el uso de las TIC (D3_V2)

 

Frecuencia

Porcentaje

Porcentaje válido

Porcentaje acumulado

Válido

Bajo

5

33.3

33.3

33.3

Medio

7

46.7

46.7

80.0

Alto

3

20.0

20.0

100.0

Total

15

100.0

100.0

 

 

Nota: Dimensió= ;n 3 de la variable “uso de las TIC”, enfocada en el uso organizativ= o o administrativo de las tecnologías.

Pruebas de normalidad

Para garantizar la validez de los análi= sis estadísticos aplicados, se evaluó el supuesto de normalidad e= n la distribución de las variables mediante la prueba de Shapiro-Wilk, recomendada para muestras pequeñas (n < 50) por su mayor potencia estadística frente a otros métodos como = Kolmogorov-Smirnov (Ghasemi & Zahediasl, 2012). Esta prueba permite identificar si las puntuaciones obtenidas se aju= stan a una distribución normal, lo cual es requisito para la aplicación de pruebas paramétricas como la correlación= de Pearson.

En el presente estudio, los resultados del estadístico Shapiro-Wilk indicaron que todas las variables y dimensi= ones analizadas presentaron una distribución normal, con excepción= de una. Los valores de significancia (p) obtenidos para D= 1_V1 (p =3D .055), D2_V1 (p =3D .345), TOTAL_V1 (p =3D .185), D1_V2 (p =3D .749), D2_V2 (p =3D .322), D3_V2 (p =3D .367) y TOTAL_V2 (p =3D .496) fueron superiores al umbral convencional de .05, lo cual indic= a que no se rechaza la hipótesis nula de normalidad. En consecuencia, estas variables pueden ser analizadas mediante estadística paramétr= ica.

La única dimensión que presentó un valor por debajo del nivel de significancia fue D3_V1 (p =3D .046), correspondiente a la intenci&oacu= te;n de uso de las TIC. Aunque este resultado sugiere una ligera desviación respecto a la normalidad, el valor se encuentra muy cercano al umbral crítico, y se considera que dicha desviación no compromete la validez del análisis, especialmente al tratarse de una única dimensión en un conjunto de variables que en su mayoría cumpl= en con el supuesto.

Es importante señalar que, aunque también se reportaron valores del estadístico de Kolmogorov-Smirnov, este resulta menos adecuado para tamaños muestrales pequeños, ya que tiende a ser menos sensib= le para detectar desviaciones en la distribución (Pedrosa et al., 2015). Por esta razón, y siguiendo recomendaciones metodológi= cas, se adoptó el criterio del test de Shapiro-Wilk como base para la tom= a de decisiones estadísticas en este estudio. Los resultados respaldan el= uso de procedimientos paramétricos, como el coeficiente de correlación de Pearson, para analizar las relaciones entre las varia= bles de actitudes hacia las TIC y su uso por parte del profesorado.

Tabla 12

Resultados de la prueba de normalidad (Shapiro-Wilk) para las variables y dimensiones del estudio

 

Kolmogorov-Smirnova

Shapiro-Wilk<= o:p>

Estadí= stico

gl

Sig.

Estadí= stico

gl

Sig.

D1_V1

.177

15

.200*

.884

15

.055

D2_V1

.158

15

.200*

.937

15

.345

D3_V1

.202

15

.100

.879

15

.046

TOTAL_V1

.187

15

.168

.919

15

.185

D1_V2

.127

15

.200*

.963

15

.749

D2_V2

.166

15

.200*

.935

15

.322

D3_V2

.111

15

.200*

.939

15

.367

TOTAL_V2

.159

15

.200*

.948

15

.496

*. Esto es un límite inferior de la significación verdadera.

a. Corrección de significación= de Lilliefors

 

Nota: Se aplicó la prueba de normalidad de Shapiro-Wilk, recomend= ada para muestras pequeñas (n < 50). Un valor de significancia (p) ma= yor a .05 indica que los datos no difieren significativamente de una distribución normal. Solo la dimensión D= 3_V1 presentó una desviación leve respecto a la normalidad (p =3D = .046).

Análisis correlacional

Una vez comprobado que la mayoría de las variables presentan distribución normal (excepto una dimensió= n), se procedió al análisis correlacional utilizando el coeficien= te de Pearson. Esta prueba es apropiada cuando los datos cumplen con los supue= stos de normalidad y permite evaluar el grado de asociación lineal entre = dos variables cuantitativas (Field, 2018). En este caso, el objetivo fue explor= ar si existe relación entre las actitudes hacia las TIC y su uso por pa= rte del profesorado universitario, tanto en su expresión global como en dimensiones específicas.Est= e análisis resulta relevante porque parte del supuesto teórico planteado por Ajzen (1991) en la Teoría = del Comportamiento Planeado, la cual establece que las actitudes tienen un efec= to directo sobre la intención y el comportamiento. Así, si el profesorado valora positivamente las TIC y percibe beneficios en su aplicación, es esperable que las utilice con mayor frecuencia y propósito en su práctica educativa. La comprobación empírica de este vínculo es clave para fundamentar intervenci= ones formativas o de política institucional que busquen fomentar un uso más reflexivo y pedagógico de la tecnología. A continuación, se detallan los resultados del análisis correlacional entre la variable independiente (actitudes hacia las TIC R= 11; TOTAL_V1) y las variables dependientes (uso de las TIC – TOTAL_V2 y sus dimensiones D1_V2, D2_V2 y D3_V2).

Relación entre las actitudes hacia las TIC y su uso por parte del profesorado: Relación global

El coeficiente de correlación de Pearson entre las variables globales fue r =3D .488, con un valor de significancia = de p =3D .065. Esta relación es de tipo moderado y positivo, lo que implica q= ue, a mayores actitudes favorables hacia las TIC, tiende a haber un mayor nivel= de uso. Sin embargo, el valor de p no alcanza el umbral de significancia estadística (< .05), por lo que no se puede confirmar con certeza= que exista una relación lineal significativa entre ambas variables en es= ta muestra.

A pesar de ello, la tendencia observada es consistente con lo esperado teóricamente y puede deberse a las limitaciones propias del tamaño muestral (n =3D 15), que reduce la potencia estadística del análisis. En estudios con mayor número de casos, esta correlación podría consolidarse = como significativa.

Tabla 13

Correlaci&oacut= e;n entre actitudes hacia las TIC y uso general de TIC

 

TOTAL_V1

TOTAL_V2

TOTAL_V1

Correlación de Pearson

1

.488

Sig. (bilateral)

 

.065

N

15

15

TOTAL_V2

Correlación de Pearson

.488

1

Sig. (bilateral)

.065

 

N

15

15

 

Nota: Se utilizó el coeficiente de correlación de Pearson. Aunque se observó una relación positiva moderada    (r =3D .488), el resultado no alcanzó significancia estadística (p = =3D .065).

Relación entre las actitudes hacia las TIC y las TIC en la educación: Uso básico de TIC

La correlación entre actitudes hacia las TIC y el uso básico de tecnologías fue r =3D .487, con p =3D = .066, una magnitud similar a la anterior. Nuevamente, se observa una tendencia positiva moderada, pero no significativa. Este resultado sugiere que quienes tienen actitudes más positivas hacia las TIC tienden a utilizarlas más en tareas funcionales como correo electrónico, búsquedas en línea o el uso de procesadores de texto. Sin embargo, esta relación tampoco puede generalizarse con plena confian= za debido al límite en la significancia estadística.<= /span>

Tabla 14

Correlaci&oacut= e;n entre actitudes hacia las TIC y uso básico de TIC<= /i>

 

TOTAL_V1

D1_V2

TOTAL_V1

Correlación de Pearson

1

.487

Sig. (bilateral)

 

.066

N

15

15

D1_V2

Correlación de Pearson

.487

1

Sig. (bilateral)

.066

 

N

15

15

 

Nota: Se obtuvo una correlación positiva moderada entre ambas variables (r =3D .487), sin alcanzar el nivel de significancia (p =3D .066)= .

Relación entre las actitudes hacia las TIC y la actualización docente: Uso pedagógico de TIC

Esta fue la única correlación que resultó estadísticamente significativa. El coeficiente obteni= do fue r =3D .527, con un valor de p =3D .044, lo cual indica una relaci&oacut= e;n positiva moderada y significativa entre las actitudes hacia las TIC y su uso con fines pedagógicos. Es decir, el profesorado que tiene una percepción más favorable hacia las tecnologías también es quien las integra con mayor frecuencia en actividades de enseñanza-aprendizaje, como el diseño de materiales digitales, uso de plataformas educativas o planeación de clases con apoyo tecnológico.

Este hallazgo empírico da soporte al planteamiento central de Ajzen (1991), al mostr= ar que las actitudes no solo tienen un papel declarativo, sino que efectivamente se relacionan con la conducta profesional observable. Desde una perspectiva ed= ucativa, este resultado sugiere que las intervenciones que buscan fortalecer las competencias pedagógicas digitales deben considerar también el componente actitudinal como eje clave.

Tabla 15

Correlación entre actitudes hacia las TIC y uso pedagógico de TIC

 

TOTAL_V1

D2_V2

TOTAL_V1

Correlación de Pearson

1

.527*

Sig. (bilateral)

 

.044

N

15

15

D2_V2

Correlación de Pearson

.527*

1

Sig. (bilateral)

.044

 

N

15

15

*. La correlación es significativa en= el nivel 0,05 (bilateral).

 

Nota: La correlación fue positiva, moderada y estadísticam= ente significativa (r =3D .527; p =3D .044), lo que indica una relación d= irecta entre actitudes favorables y uso pedagógico de tecnologías.

 

Relación entre las actitudes hacia las TIC y la práctica docente: Uso instrumental de TIC

Por último, se evaluó la relación entre las actitudes hacia las TIC y el uso con fines instrumentales o administrativos. El resultado fue r =3D .322, con un valor= de p =3D .243, lo que indica una correlación baja y no significativa. Esto sugiere que las actitudes no están asociadas de manera clara con tar= eas como control escolar, generación de reportes o seguimiento de estudiantes mediante plataformas tecnológicas. Este tipo de uso podría depender más de las demandas institucionales que de la motivación personal del profesorado.

Tabla 16

Correlaci&oacut= e;n entre actitudes hacia las TIC y uso instrumental de TIC

 

TOTAL_V1

D3_V2

TOTAL_V1

Correlación de Pearson

1

.322

Sig. (bilateral)

 

.243

N

15

15

D3_V2

Correlación de Pearson

.322

1

Sig. (bilateral)

.243

 

N

15

15

 

Nota: se identificó una correlación baja y no significativa= (r =3D .322; p =3D .243), sin evidencia estadística de asociació= n entre las variables.

DISCUSIÓN

Los resultados obtenidos en este estudio confi= rman la relevancia de las actitudes docentes como un factor clave en la integración de tecnologías digitales en la práctica educativa. En particular, se observó una correlación estadísticamente significativa entre las actitudes favorables hacia = las TIC y su uso con fines pedagógicos (r =3D .527; p =3D .044), lo que = indica que quienes tienen una percepción más positiva de estas herramientas tienden a incorporarlas con mayor frecuencia en sus procesos de enseñanza-aprendizaje. Este hallazgo es consistente con lo planteado= por Ajzen (1991) en su Teoría del Comportami= ento Planeado, la cual establece que la intención de realizar una conduct= a; en este caso, utilizar TIC, está influida directamente por las actit= udes hacia dicha conducta.

La relación global entre actitudes y us= o de TIC, si bien no alcanzó significancia estadística (r =3D .488;     p =3D .065), mostró una tendencia positiva y moderada. Este resultado puede atribuirse al tama&ntil= de;o reducido de la muestra (n =3D 15), lo que limita la potencia estadís= tica del análisis. Sin embargo, la consistencia del patrón observa= do con estudios previos sugiere que, en contextos más amplios, esta relación podría consolidarse con mayor fuerza. En investigaci= ones similares, se ha encontrado que las actitudes positivas predicen un uso más frecuente, creativo y estratégico de tecnologías e= n el aula (Lee et al., 2010; González-Robles et al., 2021).

En contraste, el estudio no identificó = una correlación significativa entre las actitudes y el uso instrumental o administrativo de las TIC (r =3D .322; p =3D .243). Esto refuerza la idea d= e que este tipo de actividades, como la gestión de calificaciones, el cont= rol de asistencia o la elaboración de reportes, suele estar más regulado por las normas institucionales que por decisiones individuales del profesorado. En este sentido, el uso instrumental de las TIC podría entenderse más como una práctica obligada que como una elección pedagógica motivada por la convicción persona= l.

Asimismo, la relación entre las actitud= es y el uso básico de herramientas digitales mostró una correlación moderada (r =3D .487; p =3D .066), pero sin alcanzar significancia. Esto sugiere que los usos más elementales de la tecnología, como el envío de correos, la búsqueda de información o el manejo de procesadores de texto, pueden realizarse = incluso con actitudes neutras o poco favorables, dado que forman parte de las rutin= as laborales básicas y no implican una apropiación reflexiva de = las TIC como recurso didáctico.

Estos matices permiten afirmar que las actitud= es docentes no inciden de forma homogénea en todos los tipos de uso de = las TIC. Su impacto es especialmente claro en los usos que requieren una intencionalidad pedagógica, es decir, aquellos que implican transfor= mar el enfoque de enseñanza, rediseñar materiales, incorporar plataformas educativas o evaluar de manera innovadora. En cambio, su influe= ncia es menor en los usos instrumentales o de cumplimiento administrativo, los cuales tienden a depender de factores externos, como las exigencias institucionales o la cultura organizacional.

Desde el plano teórico, los hallazgos d= el estudio refuerzan la pertinencia de utilizar la Teoría del Comportamiento Planeado (Ajzen, 1991) como marco explicativo para analizar el vínculo entre las disposiciones internas del profesorado y sus prácticas digitales. La evidencia empír= ica obtenida respalda la premisa central de esta teoría: las actitudes favorables aumentan la probabilidad de realizar una conducta, especialmente cuando se cuenta con los recursos y el control percibido necesario.

Además, el estudio confirma la utilidad= de conceptualizar las actitudes hacia las TIC como una variable multidimension= al, que incluye componentes cognitivos (creencias sobre su utilidad), afectivos (simpatía o rechazo) y conductuales (tendencia a usarlas) (Eagly & Chaiken, 1993; González-Robles et al., 2021). Esta perspectiva amplia permite comprender mejor por qué algunos docentes, a&ua= cute;n contando con acceso a infraestructura y formación técnica, no integran las TIC de forma significativa: el obstáculo no es técnico, sino actitudinal.

Por otro lado, los resultados permiten problematizar ciertas nociones sobre la neutralidad del acceso a la tecnología. Aunque el acceso es una condición necesaria, no es suficiente. La apropiación significativa de las TIC en la docencia requiere de una disposición favorable, un sentido de propósit= o y un entorno que reconozca el valor de la innovación educativa. En este sentido, las actitudes pueden entenderse como un elemento articulador entre= las condiciones externas (infraestructura, políticas institucionales) y = las prácticas concretas del profesorado.

A nivel práctico, los hallazgos tienen implicaciones directas para el diseño de programas de formació= ;n docente. No basta con ofrecer cursos sobre plataformas o herramientas digitales. Es necesario acompañar estos esfuerzos con estrategias que fomenten una actitud positiva, crítica y propositiva hacia el uso de tecnologías en el aula. Esto podría lograrse mediante talleres reflexivos, comunidades de práctica, acompañamiento entre par= es o proyectos de innovación pedagógica que integren la voz del profesorado desde su experiencia concreta.

Del mismo modo, los resultados pueden ser útiles para las autoridades universitarias responsables de la política tecnológica institucional. Apostar por la transformación digital no debe entenderse como un proceso exclusivam= ente técnico, sino como una construcción cultural y humana. Foment= ar una actitud favorable hacia las TIC implica reconocer las tensiones, los temores y las expectativas que el profesorado experimenta ante estos cambio= s. Las estrategias eficaces serán aquellas que respeten los tiempos de adopción, reconozcan la diversidad de perfiles y ofrezcan apoyo sostenido, más allá del cumplimiento de indicadores.

En contextos como el de la Universidad Autónoma de Tlaxcala, donde ya existen iniciativas para fortalecer l= as competencias digitales, se recomienda ampliar la mirada hacia las dimension= es actitudinales. Esto implica, por ejemplo, incluir en los diagnósticos institucionales indicadores que permitan identificar no solo los niveles de competencia digital, sino también las barreras subjetivas, los estil= os de enseñanza y las experiencias previas del profesorado con la tecnología.

Como se ha señalado, una de las princip= ales limitaciones del estudio es el tamaño reducido de la muestra. Aunque= se optó por un muestreo censal que incluyó a todos los docentes activos del programa, el número total de participantes (n =3D 15) li= mita la posibilidad de generalizar los resultados. No obstante, el anális= is permitió detectar tendencias relevantes que podrían confirmar= se en estudios con mayor alcance.

Otra limitación tiene que ver con la naturaleza transversal del diseño, que impide establecer relaciones causales entre las variables. Las correlaciones identificadas solo permiten afirmar que existe una asociación, no una relación de causa-efecto. Para avanzar en este sentido, serían necesarios estudi= os longitudinales que analicen cómo cambian las actitudes y el uso de T= IC a lo largo del tiempo.

También es importante señalar que los instrumentos utilizados fueron autoinformados. Aunque se trata de una estrategia común en estudios de este tipo, pu= ede introducir sesgos de deseabilidad social. Algunas respuestas podrían haber sido influenciadas por la percepción de lo que “debería” contestarse más que por la experiencia = real del docente.

A partir de los resultados obtenidos, se sugie= ren varias líneas de acción e investigación. En primer lug= ar, sería valioso replicar este estudio en otros programas académ= icos y universidades, tanto públicas como privadas, para explorar si las tendencias observadas se mantienen en contextos distintos. Esta comparación permitirá identificar factores comunes y diferenciales en la relación entre actitudes y uso de TIC.

En segundo lugar, se recomienda desarrollar investigaciones mixtas que combinen encuestas con entrevistas en profundida= d o grupos focales. Esto permitiría comprender no sólo el “cuánto” y “cómo” se usan las TIC, si= no también el “por qué” que subyace a las decisiones del profesorad= o. Esta comprensión más cualitativa es clave para diseñar intervenciones efectivas.

En tercer lugar, se propone explorar el papel = de variables moderadoras, como la edad, el género, la disciplina académica, el tipo de formación previa o la trayectoria docen= te. Estas variables podrían ayudar a explicar diferencias en las actitud= es y el uso, y permitir enfoques más personalizados en la formación docente.

Finalmente, es recomendable diseñar y evaluar programas de intervención que trabajen específicamente sobre las actitudes hacia las TIC, con metodologías activas, colaborativas y contextualizadas. Estos programas deberían ser evalu= ados no solo en términos de satisfacción, sino también en cuanto a su impacto en las prácticas reales del profesorado.

CONCLUSIÓN

Los resultados de este estudio permiten afirmar que las actitudes del profesorado universitario hacia las Tecnología= s de la Información y la Comunicación (TIC) inciden de manera dire= cta en su incorporación con fines pedagógicos, aunque no en todos= los ámbitos de uso. Si bien la relación global entre actitudes y = uso de TIC no fue estadísticamente significativa, sí se observó una correlación positiva moderada. Más relevan= te aún, se identificó una relación significativa entre actitudes favorables y el uso didáctico de estas herramientas, lo cu= al confirma el supuesto teórico de que las disposiciones personales del profesorado son un factor clave en la apropiación tecnológica= en contextos educativos.

Estos hallazgos refuerzan la tesis central del artículo: comprender las actitudes hacia las TIC no es un asunto men= or, sino una condición fundamental para explicar y mejorar el uso que los docentes hacen de estas tecnologías en su práctica cotidiana.= La experiencia de los profesores de la Licenciatura en Administración d= el Campus San Pablo del Monte de la Universidad Autónoma de Tlaxcala muestra que no basta con disponer de infraestructura o lineamientos institucionales. El factor humano, sus creencias, emociones y motivaciones, continúa siendo decisivo para impulsar una integración crítica y significativa de las TIC en el aula.

Desde esta perspectiva, se vuelve urgente reorientar las políticas de formación docente. Más allá de la capacitación técnica, es necesario generar espacios que promuevan una actitud reflexiva y constructiva hacia la tecnología educativa. Esto implica revisar los enfoques tradicionale= s de actualización docente, fomentar el diálogo entre pares, recon= ocer buenas prácticas y, sobre todo, considerar las experiencias, resistencias y trayectorias del profesorado como punto de partida para cualquier intervención institucional.

A los estudiantes, se les invita a asumir un r= ol más activo en la transformación digital de la educació= n, exigiendo procesos formativos más pertinentes y participativos. A los docentes, se les propone reconocer las TIC no como una imposición externa, sino como una oportunidad para renovar sus prácticas, ampli= ar sus recursos pedagógicos y fortalecer su vínculo con las nuev= as generaciones. A los investigadores, este estudio les ofrece una base empírica para seguir explorando la complejidad de las actitudes doce= ntes en distintos contextos y disciplinas.

Finalmente, a las autoridades universitarias, = se les recomienda apostar por una visión más integral de la innovación educativa, que no se limite a la infraestructura, sino que incluya un acompañamiento sostenido a las personas que están = al centro del proceso educativo: las y los docentes. En un contexto donde la transformación digital avanza con rapidez, la educación super= ior no puede quedarse al margen. Apostar por el fortalecimiento de las actitudes favorables hacia las TIC, es apostar por una educación más equitativa, actualizada y humanamente significativa.


 

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Andrade Pulido, J. (2013). Creencias sobre el = uso de las TIC de los docentes de educación primaria en México. Sinéctica, 41, 2-13.

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Todo el contenido de LATAM Revista Latinoamericana de Ciencias Sociales y Humanidades, publicados en este sitio está disponibles bajo Licencia = Creative Commons 3D"https://revistacientifica.uamericana.edu.py/public/site/images/aduar=.

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LAT= AM Revista Latinoamericana de Ciencias Sociales y Humanidades, Asunción, Paraguay.

ISSN en línea: 2789-3855, julio, 2025, Volumen VI, Número 3 p 3896.

 

 

 

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