Predicting Upper Secondary School Students’ Programming Self-efficacy in Tobacco Growing Areas of Southwest China Using Decision Tree Analysis

2021 ◽  
Vol 7 (5) ◽  
pp. 4092-4100
Author(s):  
Yanhua Xu ◽  
Yuqing Zeng ◽  
Zhihua Ai ◽  
Chang Wang ◽  
Guiyu Wang ◽  
...  
Keyword(s):  
Secondary School ◽  
Decision Tree ◽  
Self Efficacy ◽  
Secondary School Students ◽  
Southwest China ◽  
Higher Order Thinking ◽  
Upper Secondary School ◽  
School Students ◽  
Tree Model ◽  
Upper Secondary

Background: In the field of artificial intelligence, programming self-efficacy plays an indispensable role in the success of programming learning. However, how to predict the level of students’ programming self-efficacy has not been addressed. Objective: To predict the level of programming self-efficacy among upper secondary school students in tobacco growing areas of Southwest China, this study used survey data to develop a decision tree model. Methods: First, a total of 512 questionnaires were collected by using the Academic Achievement Test, Creative Style Scale, Programming Learning Attitude Questionnaire, Motivation Scale, Higher-order Thinking Preferences Scale, and Programming Self-efficacy Scale. Secondly, a decision tree model was constructed by SPSS modeler 18.0. Results: The results showed that academic achievement, creativity style, programming learning, motivation, and higher-order thinking propensity were highly predictive of programming self-efficacy. Conclusions: This is the first study in the direction of educational technology and it represents a novel approach to predicting programming self-efficacy among upper secondary school students. The experimental analysis demonstrate that the encouraging results prove the practical feasibility of the approach.

scholarly journals IDENTIFYING INDONESIAN UPPER-SECONDARY SCHOOL STUDENTS’ ORIENTATIONS TO LEARN SCIENCE AND GENDER EFFECT THROUGH THE USE OF STRUCTURAL EQUATION MODELING

2018 ◽  
Vol 17 (4) ◽  
pp. 633-648
Author(s):  
Arif Rachmatullah ◽  
Sariwulan Diana ◽  
Minsu Ha
Keyword(s):  
Structural Equation Modeling ◽  
Secondary School ◽  
Self Efficacy ◽  
Structural Equation ◽  
Secondary School Students ◽  
Equation Modeling ◽  
Learning Science ◽  
Upper Secondary School ◽  
School Students ◽  
Upper Secondary

The purpose of this research is to examine Indonesian upper-secondary school students’ learning orientation in science via generating structural equation modeling of conceptions of, approaches to and self-efficacy in learning science, and seeking whether the model is significantly different based on gender. A total of 600 (63% females) Indonesian upper-secondary school students completed a questionnaire with three constructs – conceptions of, approach to and self-efficacy in learning science. Rasch analysis was conducted before testing the hypothesized model to examine the psychometric aspects of the instruments. Structural equation modeling featured with multi-group analysis-based gender was used to respond to the main research purpose. Findings indicated that the Indonesian upper-secondary school students had multiple conceptions of as well as multiple approaches to science learning that led to different senses of self-efficacy. Multiple conceptions and mixed approaches are the characteristics of students with achieving orientations. Most importantly, the current research found that conceiving learning science as memorizing was considered as the basis for the higher level of conceptions. The model significantly differed based on gender. Three main differences were Indonesian female students tended to be more conceiving science learning as memorization, using more surface motive and their self-efficacy was more impacted by their higher level of conceptions – applying and understanding than males. Based on findings, gender issues in orientations to studying and Indonesian science education curriculum are discussed. Keywords: learning strategies, conceptions of learning, gender, learning orientations, multi-group analysis, self-efficacy.

Identity in adolescence and emerging adulthood: relationships with emotional and educational factors

2013 ◽  
Vol 44 (3) ◽  
pp. 266-276 ◽  
Author(s):  
Konrad Piotrowski
Keyword(s):  
Identity Development ◽  
Secondary School ◽  
Secondary School Students ◽  
Identity Crisis ◽  
Upper Secondary School ◽  
Lower Secondary School ◽  
School Students ◽  
Identity Statuses ◽  
Upper Secondary ◽  
Shame And Guilt

Abstract In the processual approach to identity, the role of the interaction between subjective and contextual factors in the process of its development is emphasized. Based on the model of Luyckx et al. (2008) relationships between identity and educational context, as well as the tendency to experience shame and guilt were analyzed.. 821 people aged from 14-25 and belonging to six educational groups: (1) lower secondary school, (2) basic vocational school, (3) technical upper secondary school, (4) general upper secondary school, (5) post-secondary school (medical rescue, massage therapy, cosmetology, occupational therapy) and (6) university, took part in the research. Two questionnaires were used: The Dimensions of Identity Development Scale (DIDS), to allow the measurement of the five dimensions of identity postulated by Luyckx et al (2008) and The Personal Feelings Questionnaire-2 (PFQ-2, Harder, Zalma, 1990) to measure of the shame and guilt proneness. The results show that general upper secondary school students in terms of the dimensions of identity are closer to lower secondary school students rather than to their peers from technical and vocational schools. Among general upper secondary school students not only was a higher intensity of an identity crisis observed, but also a strong tendency to experience shame and guilt. Among lower secondary school students and general upper secondary school students, people with diffusion and moratorium as identity statuses prevailed, while in the remaining groups the achievement and foreclosure identity were observed more frequently. A general relationship was also observed, namely, a greater tendency to experience shame was associated with a higher intensity of an identity crisis.

scholarly journals Ligga steget före: Barnskötares yrkesomdöme åskådliggjort genom bedömningshandlingar

2021 ◽  
Vol 11 (3) ◽  
Author(s):  
Enni Paul ◽  
Camilla Gåfvels
Keyword(s):  
Secondary School ◽  
Secondary School Students ◽  
Multimodal Interaction ◽  
Video Sequences ◽  
Upper Secondary School ◽  
School Students ◽  
Central Aspect ◽  
Upper Secondary

This study explores vocational judgement, which is discernible in the assessment actions of a supervising childminder directed towards upper secondary school students – while interacting with the children – during work-based learning in Sweden. The research aims to identify the characteristics of vocational knowing in terms of judgement, as exhibited in everyday interactions with children, by applying multimodal interaction ana-lysis to two video sequences from different Swedish preschools. The study findings show how vocational judgement – in the form of embodied discernment – is a central aspect of a childminder’s vocational knowing. Vocational judgement becomes discernible, for instance, in how supervising childminders are consistently one or several steps ahead of both children and upper secondary school students

scholarly journals The Instructional Design of an Online Learning Environment (RISSC) for Upper Secondary School Students’ Research Skills

2019 ◽  
pp. 174-182
Author(s):  
Louise Maddens ◽  
Fien Depaepe ◽  
Annelies Raes ◽  
Jan Elen
Keyword(s):  
Online Learning ◽  
Instructional Design ◽  
Secondary School ◽  
Learning Environment ◽  
Secondary School Students ◽  
Online Learning Environment ◽  
Upper Secondary School ◽  
School Students ◽  
Research Skills ◽  
Upper Secondary

In today’s complex world, the acquisition of research skills is considered an important goal in (upper secondary) education. Consequently, there is a growing body of literature that recognises the value of well-designed (online) learning environments for effectively supporting the development of this complex set of skills. However, a clear consensus on how these research skills can be facilitated is currently lacking. Furthermore, interventions aiming to foster these skills are often implemented in specific domains, mostly in physics, biology and chemistry. In addition, current approaches to facilitation often refer to only a few epistemic activities related to research skills. Because of the broad and (mainly) domain-specific character of research skills, the purpose of this paper is to articulate the instructional design considerations for an online learning environment for upper secondary school students’ (broad set of) research skills in a(n) (underrepresented) behavioural sciences context.

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