• 제목/요약/키워드: Learning Skills

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Utilizing Machine Learning Algorithms for Recruitment Predictions of IT Graduates in the Saudi Labor Market

  • Munirah Alghamlas;Reham Alabduljabbar
    • International Journal of Computer Science & Network Security
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    • 제24권3호
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    • pp.113-124
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    • 2024
  • One of the goals of the Saudi Arabia 2030 vision is to ensure full employment of its citizens. Recruitment of graduates depends on the quality of skills that they may have gained during their study. Hence, the quality of education and ensuring that graduates have sufficient knowledge about the in-demand skills of the market are necessary. However, IT graduates are usually not aware of whether they are suitable for recruitment or not. This study builds a prediction model that can be deployed on the web, where users can input variables to generate predictions. Furthermore, it provides data-driven recommendations of the in-demand skills in the Saudi IT labor market to overcome the unemployment problem. Data were collected from two online job portals: LinkedIn and Bayt.com. Three machine learning algorithms, namely, Support Vector Machine, k-Nearest Neighbor, and Naïve Bayes were used to build the model. Furthermore, descriptive and data analysis methods were employed herein to evaluate the existing gap. Results showed that there existed a gap between labor market employers' expectations of Saudi workers and the skills that the workers were equipped with from their educational institutions. Planned collaboration between industry and education providers is required to narrow down this gap.

간호학생의 기본간호수행능력 영향요인 분석 (Aanalysis on the Competency of Nursing Students' Basic Nursing Skills)

  • 송미령;김은만;유수정
    • 한국콘텐츠학회논문지
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    • 제12권6호
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    • pp.390-401
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    • 2012
  • 의료분야의 전문화와 정보화로 간호사에게 요구되는 지식과 간호기술은 증가하고 복잡해진 반면, 임상에서의 실습교육이 위축되면서 기본간호학 실습 교육과 방법의 강화 및 개선에 대한 다양한 요구와 도전에 직면하게 되었다. 본 연구는 간호학생의 기본간호수행능력과 관련된 영향요인을 분석하기 위한 횡단적 조사연구이다. 본 연구는 4년제 간호학과에서 기본간호학 과목을 수강하는 2학년 학생 중 연구참여에 동의한 총 106명을 대상으로 하였으며, 구조화된 설문지를 이용하여 자기기입식 질문지법으로 자료수집하였다. 수집된 자료는 SPSS WIN 19.0 프로그램을 이용하여 분석하였다. 대상자의 일반적 특성 중 대인관계, 성적 및 실습실 개방 자율실습 여부에 따라 기본간호수행능력에서 차이가 나타났다. 간호학생의 기본간호수행 능력에 영향을 미치는 요인은 학습만족도, 의사소통능력과 자기주도성 이었으며, 이들 변인은 기본간호수행능력 총 변량의 49.9%를 설명하였다. 이상의 결과를 바탕으로 간호학생에서 기본간호수행능력을 증진시키기 위해서는 실습실 개방 자율 실습방법을 적용하고 간호학생의 지각된 대인관계 정도와 성적 특성을 고려하며, 자기주도성, 전문직 자아개념, 의사소통능력 및 학습만족도를 증진시킬 수 있는 교육방법으로서 blended learning을 제언한다.

스마트폰 동영상과 형성적 피드백을 활용한 핵심기본간호술 교육의 효과 (Effectiveness of Education Program for Core Fundamental Nursing Skills using Recording Video with Smartphone and Formative Feedback)

  • 채여주;하영미
    • 디지털융복합연구
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    • 제14권6호
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    • pp.285-294
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    • 2016
  • 본 연구는 간호대학생을 대상으로 기관내 흡인실습교육을 중심으로 스마트폰 동영상과 형성적 피드백을 활용한 핵심기본간호술 교육이 대상자의 핵심기본간호술 지식, 핵심기본간호술 수행능력, 자기효능감, 학습동기에 미치는 효과를 파악하기 위해 시도되었다. 간호대학 2학년 학생 54명이 모집되었으며, 실험군과 대조군으로 각각 27명씩 구성되었다. 실험군에게는 핵심기본간호술 지도 시 개별적인 형성적 피드백을 제공하였고, 수행과정을 스마트폰 동영상으로 촬영한 교육을 실시하였다. 대조군에게는 일반적 실습교육인 4시간 자율실습을 실시하였다. 연구결과 실험군의 핵심기본간호술 지식, 핵심기본간호술 수행능력, 자기효능감, 학습동기가 대조군에 비해 유의하게 향상되었다. 본 연구결과를 바탕으로 향후 간호대학에서 핵심기본간호술 교육 시 스마트폰 동영상을 활용한 반복학습과 형성적 피드백을 통한 정교한 학습이 이뤄질 수 있도록 교육현장에서 활발하게 활용되기를 고대한다.

학습환경 변인이 초등학생의 과학 탐구능력에 미치는 영향 (A Study on Influences of Learning Environment Variables in Elementary School Student's Science Process Skills)

  • 김영신;조은숙;정완호
    • 한국과학교육학회지
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    • 제22권1호
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    • pp.1-11
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    • 2002
  • 이 연구는 초등학교 5학년 학생들의 과학 탐구능력에 영향을 미치는 학습환경 변인을 분석하기 위하여 초등학교 학생 200명을 대상으로 조사, 분석하였다. 이러한 조사 결과 지역에 따라서 학습환경 변인의 획득 점수에 차이가 있었으며, 학교와 관련된 범주의 수준에 따라서 과학 탐구능력에 차이가 존재하였다. 또한, 초등학교 5학년 학생들의 과학 탐구능력과 교사와 학교에 관련된 범주와 유의미한 상관을 보였으며, 전체 학습전략과도 유의미한 상관관계가 있었다. 이러한 연구 결과로 볼 때, 학습환경 변인이 과학 성취도와 과학 태도에 어떠한 영향을 미치는지에 대한 연구와 초등학교 5학년에서 나타나는 학습환경 변인의 점수 차이가 중학교와 고등학교에서 어떠한 영향을 줄 것인지에 대한 추가적인 연구가 이루어지길 기대한다.

수준별 학습지 활용 수업이 과학적 탐구 능력과 태도에 미치는 영향 (Influencing on the Increase of the Scientific Inquiry Abilities and Attitudes by Using the Work-Sheets for the Differentiated Learning)

  • 최윤미;남철우
    • 한국초등과학교육학회지:초등과학교육
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    • 제21권1호
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    • pp.111-125
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    • 2002
  • The aim of this study is to make it sure how pupils' science inquiry skills and attitude are influenced when they are taught by using the work-sheets for the differentiated learning according to their ability. In order to accomplish this aim, two classes of the fourth grade in the elementary school were distinguished into two groups: one was the experimental class and the other, the comparative class. The experimental class was given 52 hours of science lessons using the above sheets, and the comparative class, the general method of teaching. In order to compare their scientific interest and learning ability of the two groups each other, pupils were tested the standardized achievement in advance. The two groups were also given "ex post facto test" to measure the variation of their inquiry skills and attitude after the lessons. In addition, the experimental class was tested to measure their learning attitude after they are teamed the science with the sheets. The results of this study are as follows: 1. According to the percentile statistics of the science inquiry skills test between the two groups, the work-sheets for the differentiated teaming helped pupils develope their inquiry skills remarkably. 2. The work-sheets did not lead to significant difference between the learning ability of boys and girls. 3. The science lesson using the work-sheets showed positive influences in increasing pupils' scientific attitude. 4. About 77.2 percent of pupils accepted the excellent records of the evaluation in the science lesson using the sheets. It can be, therefore, concluded that the science lesson using the work-sheets for differentiated teaming is one of effective science lessons to increasing pupils' science inquiry skills, compared with the general teaching method.

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국외 의과대학의 문제바탕학습 (Problem-Based Learning) (Problem-Based Learning in medical schools worldwide)

  • 신홍임
    • 의학교육논단
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    • 제10권1호
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    • pp.35-42
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    • 2008
  • Purpose : Since PBL was first developed by Howard Barrows at McMaster, it has been adopted as one of the best teaching and learning methods in medical schools throughout the world. However, the educational superiority of PBL relative to traditional approaches is less clear. Given the somewhat extensive resources required for the operation of PBL curriculum, this gives reason for concern. The aim of this study is to review experiences of PBL in other medical schools and learn how to implement PBL in our school. Methods : This study was undertaken in two stages. In the first stage, PBL curricular examples in 7 medical schools (University of Pennsylvania, University of Melbourne, University of Maastricht, McMaster University, Flinders University, Harvard medical school. University of California at L.A.) were collected and summarized. In the second stage, a careful search for articles of journals published since 2000 regarding PBL group assessment, effectiveness of PBL and group facilitation skills was conducted. Results : PBL is generally introduced in a core curriculum in undergraduate medical education. Relating to small group assessment, the perception of students has been well developed. but the current PBL assessment tool needs to be revised, to develop thinking skills of students. The PBL graduates considered themselves as having much better interpersonal skills, better competencies in problem solving and self-directed learning than the non-PBL graduates. Tutors used various techniques to raise awareness, facilitate the group process and direct learning. Conclusions : The following three aspects can be regarded as important in this study. First, to implement PBL in our school more effectively, it might be considered, which curriculum content can be best learned with PBL. Second, to enhance students' thinking skills during PBL, a new assessment tool needs to be developed. Third, tutors' competencies are important to facilitate, group process, so it would be worthwhile including in staff development.

학습장애아의 읽기 능력 향상을 위한 PREP 기반의 모바일 학습시스템 설계 및 구현 (Design and Implementation of a PREP-based Mobile System for Improving Reading Skills of Children with Learning Disabilities)

  • 이득예;전우천
    • 정보교육학회논문지
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    • 제15권2호
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    • pp.227-239
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    • 2011
  • 학습장애아의 읽기 능력을 위한 PREP(PASS Reading Enhancement Program)는 학습장애아를 대상으로 한 관찰을 바탕으로 이론이 정립되었고, 인지기능에 비인지적 요소인 주의집중을 포함시키고 있어 여러 연구를 통해서 그 효과가 입증되었다. 그러나 PREP를 활용한 모바일 시스템의 연구는 초기 단계에 있어 본 연구는 인지 이론을 바탕으로 한 프로그램인 PREP를 활용하여 모바일 학습 시스템을 설계하고 구현하였다. 본 시스템의 특징은 다음과 같다. 첫째, 연속적 과제와 동시적 과제를 학습 내용으로 하여 학습 전략을 발전시키며 읽기 기능을 향상시키는데 중점을 두었다. 둘째, 학습자의 특성을 반영하여 흥미를 유지할 수 있도록 퀴즈의 형식을 도입하고 학습자의 접근성과 이동성, 개별성을 강화한 시스템을 고려하여 설계하고 구현하였다. 셋째, 시스템을 사용 시 학습자의 수준에 따라 다른 단계로 접근이 가능하며 완전학습을 지원할 수 있는 인터페이스를 구현하여 학습자의 유의미한 읽기 능력이 가능하도록 설계하고 구현하였다. 본 시스템을 학습장애의 초등학생에게 적용한 결과, 읽기활동에 대한 태도와 읽기 능력이 모바일 학습 시스템을 적용하기 전보다 향상되어 PREP 프로그램의 효과성이 입증되었다.

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국어과 교육에서의 환경교육 (Environmental Education in the Korean Language Education)

  • 최미숙
    • 한국환경교육학회지:환경교육
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    • 제12권1호
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    • pp.40-63
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    • 1999
  • As the environmental problems are recognized as daily problems in our lives, not as issues of those who are engaged in specific professional fields, the interest in environmental education is increasing gradually. The environmental education is the one that studies the environment and its problems and seeks the solutions for them. This paper deals with how the Korean subject will include environmental education. The environmental problems are already dealt with in the Korean textbooks according to the 6th curriculum for the Korean subject. A noticeable fact is that those textbooks connect the skills for language skills with environmental education. That is, the textbooks try to improve 4 language skills (speaking, listening, reading, and writing) with the Korean data related to environment, which can be the most practical means. This tendency will be also reflected in the 7th curriculum for the Korean subject, and the means will be taken by which environmental education will be able to be implemented more effectively through a variety of learning activities. In case of speaking and listening, learning activities such as speaking of, listening to, or discussing the contents concerning environmental problems can be recommended. In case of reading and literature, learning activities such as reading articles or works concerning environmental problems. Through these learning activities the Korean education will be able to achieve the goal in the fields of knowledge, information, and autonomy or attitudes which are the goals of environmental education. If the contents of the Korean curriculum are described in detail, it can be known that the Korean subject have someting to do with knowledge, skills, and recognition more deeply. In the methods In obtain information and knowledge, it will be desirable to recognize knowledge and information indirectly through various reading data rather than to recognize knowledge and information directly. Or it will be desirable to increase the sensitivity about environmental problems through literary works. For this environmental education in the above, we need to utilize discussion or presentation-oriented leaching and learning in the Korean education. Also we need to approach environmental problems by using various teaching media. We need to emphasize the education in the affective domain, especially through expression of emotions. guidance of reactions, internalization, personification, and so on.

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Designing a Micro-Learning-Based Learning Environment and Its Impact on Website Designing Skills and Achievement Motivation Among Secondary School Students

  • Almalki, Mohammad Eidah Messfer
    • International Journal of Computer Science & Network Security
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    • 제21권12호
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    • pp.335-343
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    • 2021
  • The study aimed to elucidate how to design a learning environment on the premise of micro-learning (ML) and investigate its impact on website designing skills and achievement motivation among secondary school students. Adopting the experimental approach, data were collected through an achievement test, a product evaluation form, and a test to gauge motivation for achievement. The sample was divided into two experimental groups. Results revealed statistically significant differences at 0.05≥α between the mean scores of the two groups that experienced ML, irrespective of the two modes of presenting the video in the pre-test and post-test, as for the test of websites design skills, product evaluation form, and achievement motivation test. Besides, there have been statistically significant differences at 0.05≥α between the mean scores of the first experimental group that had exposure to ML using the split-video presentation style and the scores of the second experimental group that underwent ML using continuous video presentation style in the post cognitive test of website design and management skills in favor of the group that had segmented-video-presentation ML. Another salient finding is the nonexistence of significant differences at 0.05≥α between the mean scores of the first experimental group that underwent segmented-video-presentation ML and the grades of the second experimental group that received ML with continuous video presentation style in the post-application of the product scorecard of websites designing skills and the motivation test. In light of these salient findings, the study recommended using ML in teaching computer courses at different educational stages in Saudi Arabia, training computer and information technology teachers to harness ML in their teaching and using ML in designing courses at all levels of education.

Analysis of Factors Affecting Academic Ability of Preschool-age Children

  • Moon, Kyung-Im
    • 한국컴퓨터정보학회논문지
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    • 제27권5호
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    • pp.205-213
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    • 2022
  • 본 연구는 2014년도에 조사가 완료된 한국아동패널 자료를 활용하여 자아발달, 사회성발달, 학습준비도, 학업능력의 잠재변수에 대한 관계를 분석하고 학령전기 아동의 학업능력에 영향을 미치는 요인을 찾아내는 것이다. 본 연구 대상은 한국아동패널 7차(2014년도) 자료의 2150가구 중에서 해당 자료의 미응답자와 시스템 결측치 1037가구를 제외한 1113가구의 초등학교 취학전 만 6세의 아동들이다. 연구 모델의 경로 효과를 분석한 결과 자아발달과 학업능력 사이에서 자아발달이 학업능력에 직접적인 영향을 미치는 동시에 사회성 발달과 학습 준비도를 매개로 한 간접적인 영향에도 유의미하게 나타났다. 그리고 학업능력에 미치는 자아발달, 사회성발달, 학습준비도 중에서 학습준비도가 가장 큰 비중으로 영향을 미치는 것으로 나타났다. 결과적으로 학령전기 아동의 학업능력은 창의력과 문제해결능력을 겸비한 인재로 육성하기 위해서 학습준비도가 매우 중요하게 다루어져야 한다는 것이다.