Autonomous Cycle of Data Analysis Tasks for Learning Processes

Aguilar, José; Buendía, Omar; Moreno, Karla; Mosquera, Diego

doi:10.1007/978-3-319-48024-4_15

Cited by 8 publications

(3 citation statements)

References 9 publications

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“…An autonomous cycle of LA tasks is composed of a set of tasks of LA, in order to improve the learning process [32]. This set of LA tasks have different roles: to observe the learning process, to analyse it, to make the decisions to improve it.…”

Section: Conceptualization Of An Autonomic Cycle Of La Tasksmentioning

confidence: 99%

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Learning Analytics focused on student behavior. Case study: dropout in distance learning institutions

Aguilar¹,

Riofrio

Encalada

2017

CLEIej

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Abstract: Normally, Learning Analytics (LA) can be focused on the analysis of the learning process or the student behavior. In this paper is analyzed the use of LA in the context of distance learning universities, particularly focuses on the students’ behavior. We propose to use a new concept, called "Autonomic Cycle of Learning Analysis Tasks", which defines a set of tasks of LA, whose common objective is to achieve an improvement in the process under study. In this paper, we develop the "Autonomic Cycle of LA Tasks" to analyze the dropout in distance learning institutions. We use a business intelligence methodology in order to develop the "Autonomic Cycle of LA Tasks" for the analysis of the dropout in distance learning. The Autonomic Cycle identifies factors that influence the decision of a student to abandon their studies, predicts the potentially susceptible students to abandon their university studies, and define a motivational pattern for these students. Spanish Abstract: Normalmente, La Análitica del Aprendizaje puede enfocarse en el análisis del proceso de aprendizaje, o en el análisis del comportamiento del estudiante. En este artículo se analiza el uso de LA en el contexto de las universidades a distancia, centrándonos particularmente en el comportamiento de los estudiantes. Para ello, proponemos utilizar un nuevo concepto, llamado "Ciclo Autonómico de Tareas de Análitica del Aprendizaje", que define un conjunto de tareas de LA, cuyo objetivo común es lograr una mejora en el proceso bajo estudio. En este artículo se desarrolla el "Ciclo Autonómico de Tareas LA" para analizar la deserción estudiantil en las instituciones de educación a distancia. Para ello, utilizamos una metodología de inteligencia de negocios con el fin de desarrollar dicho ciclo para el análisis de la deserción en el aprendizaje a distancia. El Ciclo Autonómico identifica factores que influyen en la decisión del estudiante de abandonar sus estudios universitarios, predice los estudiantes potencialmente susceptibles a desertar, y define un patrón de motivación para estos estudiantes.

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Section: Conceptualization Of An Autonomic Cycle Of La Tasksmentioning

confidence: 99%

“…Some of the integrated tasks include the social LA [14], in order to solve complex problems, which have so far been impossible to study, by the amount of knowledge required for the resolution. Particularly, the LA tasks have different roles to analysis the process [32]:…”

Section: Conceptualization Of An Autonomic Cycle Of La Tasksmentioning

confidence: 99%

Learning Analytics focused on student behavior. Case study: dropout in distance learning institutions

Aguilar¹,

Riofrio

Encalada

2017

CLEIej

Self Cite

View full text Add to dashboard Cite

show abstract

“…The main idea is that the product being manufactured can coordinate its production, giving instructions to other actors on how coordinately to produce itself. An autonomic cycle of data analytics tasks is defined as a set of data analytics tasks that interoperate together, in order to achieve the objectives that satisfy the needs of the managed resources (Aguilar et al, 2017b(Aguilar et al, , 2017c(Aguilar et al, , 2016. These tasks have different roles in the cycle: Observing the process, analyzing and interpreting what happens in it, and making decisions that allow reaching the objective for which the cycle was designed.…”

Section: Introductionmentioning

confidence: 99%