scholarly journals Improving The Accuracy of Student Problem Identification Using Rule-Based Machine Learning

2020 ◽  
Vol 202 ◽  
pp. 15012
Author(s):  
Budi Sulistiyo ◽  
Bayu Surarso ◽  
Wahyul Amien Syafei
Keyword(s):  
Machine Learning ◽  
High School ◽  
High School Students ◽  
Career Guidance ◽  
School Students ◽  
Problem Identification ◽  
Rule Based ◽  
School Counsellors ◽  
Improve Accuracy ◽  
Student Problem

Adolescence are a period of development that is vulnerable to problems and often makes teens unable to control emotions. No exception for adolescents who are studying high school. Problems that do not need to be resolved immediately and bigger problems will arise later on. Many methods of solving students' problems are carried out in a conventional manner which takes time and costly. Therefore, teacher guidance and career guidance at school use the problem checklist method to identify student problems. One thing that promises to improve accuracy with time to identify problems by building information systems using intelligent technology such as machine learning. Machine learning offers sophisticated techniques built by automatic classification that can be utilized by students and teachers to improve accuracy and efficiency in identification. This article discusses issues related to problems faced by senior high school students and proposes a knowledge-based users (rules) machine learning to match the problems and alternative solutions. This system can be used by school counsellors to help students solving their problems and the students to access themselves without having to meet the school counsellor. The results of this research indicate that information system developed based on rule-based machine learning offer a student problem identification which is more accurate, faster, can be done anytime and anywhere, and requires less cost compared to existing conventional methods. Analysis of machine learning with rule-based models using WEKA gives 100% accuracy.

scholarly journals Identifying the Students’ Needs for Guidance at Vocational and Technical Anatolian High School

2020 ◽  
Vol 11 (4) ◽  
pp. 79-108
Author(s):  
Serdar Özmen ◽  
◽  
Cigdem Hursen ◽  
Keyword(s):  
High School ◽  
High School Students ◽  
Career Guidance ◽  
School Students ◽  
Guidance Services ◽  
National Education ◽  
School Counsellors ◽  
Guidance Needs ◽  
Technical High Schools ◽  
Developmental Features

The purpose of this study is to identify the needs of vocational and technical Anatolian high school students for guidance. A mixed research methodology is employed in this descriptive study. With the guidance needs analysis survey, quantitative data was collected about the needs of students for guidance from a total of 2228 participants including 1437 students, 304 teachers and 487 parents. The qualitative data in the research were collected from school counsellors employed in vocational and technical high schools, from the heads of guidance services employed in guidance research centres, from psychological guidance and counselling specialists working in the Ministry of National Education, from psychological counsellors representing Turkish Psychological Counselling and Guidance Association and those engaged by educational unions. The research revealed findings that the students need intensive guidance on topics such as identification of future career goals, learning effective studying methods, self-knowledge of interests and abilities, knowledge of professions and their basic requirements, focusing attention during lessons, protection from addiction, knowledge of developmental features of adolescence, university admission exams and opportunities for higher education. Furthermore, it was revealed that the guidance needs of the students were not met sufficiently, they needed services in all areas of personal-social, educational and career guidance, female students needed guidance services more than male students, and students felt more need of guidance services at higher grades. In line with the results of the study, further recommendations are presented to provide for the guidance needs of students.

scholarly journals Socialization of a Personality in Rural and Mountainous Conditions in the Context of Professional Education

2014 ◽  
Vol 1 (2-3) ◽  
pp. 166-170
Author(s):  
Yulianna Mokanyuk
Keyword(s):  
High School ◽  
High School Students ◽  
Identity Formation ◽  
Extracurricular Activities ◽  
Professional Education ◽  
Career Guidance ◽  
Educational Practice ◽  
Mountainous Areas ◽  
School Students ◽  
Educational Work

The article discusses the features of socialization in education and educationalenvironment in rural and mountain schools. The author analyzes the characteristics of vocationalguidance for adolescents; components of career guidance in schools in rural and mountainousareas. The author believes that the need to create and implement proactive forms and technologiesto learn. It is primarily about school degree, since it is in the high school age formed the basis ofsocial identity formation. This motivated the study of the methodological aspects of the educationof pupils in schools in rural and mountainous areas. Targeting high school students forprofessional work in general secondary education system needs rethinking science, the result ofwhich should be the introduction of educational practice new meaning of educational work, newforms of career guidance. Before modern rural and mountain schools acute problem enhancecareer guidance activities. The main content of professional orientation of young people in ruralareas is to cultivate students' professional interests to sustainable agriculture in the daily academicand extracurricular activities. In this connection it is necessary to start adequate training forinnovative development of rural and mountainous areas in need of systematic approach to trainingprocess that involves complex requirements, which form a system of nature.

Improving Career Decision-Making for High School Students Through a Web-Based Expert System

2020 ◽  
Vol 9 (1) ◽  
pp. 1-23
Author(s):  
Nana Yaw Asabere ◽  
Eric Amoako
Keyword(s):  
High School ◽  
High School Students ◽  
Expert System ◽  
Career Counseling ◽  
Career Guidance ◽  
Acceptance Testing ◽  
School Students ◽  
Web Based ◽  
Questionnaire Research ◽  
The Right

Globally, the right and appropriate selection of tertiary programmes by potential students in education corroborates every nation's development progress. In order to explore the effect of career counseling and development in high schools in Ghana with a focus on some selected senior high school (SHS) students, this paper utilized a quantitative (questionnaire) research instrument to corroborate the development a web-based expert system for tertiary programme selection. An analytical summary of questionnaire responses received from the selected SHS students showed that due to limited career assessment processes, SHS students in Accra, Ghana arbitrary select tertiary programmes without realizing how such selections can affect their future careers. In terms of user acceptance testing (UAT), 80% of the selected SHS students (100) found our proposed system to be very useful. Such a system will therefore solve and improve career guidance, counselling, and development problems of SHS students in Ghana.

scholarly journals Lessons Learned from Teaching Machine Learning and Natural Language Processing to High School Students

2020 ◽  
Vol 34 (09) ◽  
pp. 13397-13403
Author(s):  
Narges Norouzi ◽  
Snigdha Chaturvedi ◽  
Matthew Rutledge
Keyword(s):  
Machine Learning ◽  
High School ◽  
High School Students ◽  
Natural Language Processing ◽  
Natural Language ◽  
Language Processing ◽  
Teaching Machine ◽  
Lessons Learned ◽  
School Students ◽  
Gender Discrepancies

This paper describes an experience in teaching Machine Learning (ML) and Natural Language Processing (NLP) to a group of high school students over an intense one-month period. In this work, we provide an outline of an AI course curriculum we designed for high school students and then evaluate its effectiveness by analyzing student's feedback and student outcomes. After closely observing students, evaluating their responses to our surveys, and analyzing their contribution to the course project, we identified some possible impediments in teaching AI to high school students and propose some measures to avoid them. These measures include employing a combination of objectivist and constructivist pedagogies, reviewing/introducing basic programming concepts at the beginning of the course, and addressing gender discrepancies throughout the course.

scholarly journals Evaluation Of Career Guidance Program In Vocational High School

2018 ◽  
Vol 42 ◽  
pp. 00093
Author(s):  
Sri Tutur Martaningsih
Keyword(s):  
High School ◽  
High School Students ◽  
Career Development ◽  
Career Counseling ◽  
Career Success ◽  
Career Guidance ◽  
Development Stage ◽  
Vocational High School ◽  
School Students ◽  
Guidance Program

Career success is the achievement and self-actualization of the individual in his chosen career path. Understanding self-potentials and self-weaknesses, choice suitability, readiness and decisions, and understanding career development are expected to support individual career success. Facilitating the preparation of individual career development needs to be pursued for individual careers optimal development to benefit themselves and many others. Vocational high school students armed with relevant job competences, prepared for working after graduation. On the other hand, vocational high school graduates are still in their adolescent age with the development stage of search for identity, not yet thinking about career, so they needed more intensive career insight briefing through career guidance. Career guidance in vocational high school should be able to build students’ career readiness, and the maturity in their adolescent age which is relatively unstable in their socio-emotional. This review of career guidance program evaluation is conducted qualitatively through surveys, interviews and leiterature studies to provide an overview of evaluation program and its relevance to the necessity. Understanding the quality, weaknesses, obstacles to service implementation, and potential utilization are expected to improve career guidance effectiveness services in vocational high school. An evaluation on the overall career guidance program, will provide feedback for ongoing improvement. Various evaluation models are available, it needs to be selected about the relevance to the career counseling program characteristics, so that evaluation feedback is more optimal.

scholarly journals METHODS AND TECHNOLOGIES FOR PROFESSIONAL SELF-DETERMINATION OF STUDENTS IN THE USA

2021 ◽  
pp. 59-65
Author(s):  
Ольга Яловенко ◽  
Olha Yalovenko
Keyword(s):  
High School ◽  
High School Students ◽  
Career Guidance ◽  
Theory And Practice ◽  
Self Determination ◽  
School Students ◽  
Guidance Programs ◽  
The Usa ◽  
Professional Self

The article analyses the methods and technologies of professional self-determination of students in the US education system. It has been found that the theory and practice of preparing students for professional self-determination has accumulated some positive experience in the development and use of activating career guidance methods and the formation and adaptation of career guidance programs with elements of activation of high school students. Also, the article presents the analysis of basic career guidance methods and technologies in the American high school. Keywords: professional self-determination, student youth, USA, methods, technologies, career choice, career guidance games and exercises, activating career guidance questionnaires.

scholarly journals Career Guidance and Its Implications for Students’ Career Choices: The Case of Public Senior High Schools in Ghana

2020 ◽  
pp. 62-69
Author(s):  
Joshua-Luther Ndoye Upoalkpajor
Keyword(s):  
High School ◽  
High School Students ◽  
High Schools ◽  
Career Choices ◽  
Career Guidance ◽  
Sampling Technique ◽  
Senior High School ◽  
Career Counselling ◽  
School Students ◽  
The Government

As an individual goes through Senior High School education, s/he encounters situations which require them to take appropriate educational, vocational and social decisions. This highlights the need for guidance and counselling services in learning institutions. Its importance cannot be overstated. Research has shown that young people think about careers within the context of life more than in terms of qualifications and training. This study explored the knowledge of senior high school students in the Agona East district, about career counselling and how career guidance has been of benefit to them. The qualitative approach of descriptive survey using the purposive sampling technique was adopted. The data gathered was analysed using two main themes consisting of several sub-themes. It emerged from the study that for each occupation, different interests, abilities, personality traits and professional values are required. The findings also revealed that career counselling helps students to link what they learn to their interests, capacities, aspirations, and match these with existing opportunities. Going forward, the study recommends that schools                    assist students to identify their interests and make them aware of the importance of academic qualifications in making career choices. It further recommends to policy makers; especially the government of Ghana, to reinforce Guidance and Counselling programmes in senior high                       schools.

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