• International Journal of Computer Science & Network Security
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• 제22권10호
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• pp.223-229
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• 2022

LinkedIn is one of the most job hunting and career-growing applications in the world. There are a lot of opportunities and jobs available on LinkedIn. According to statistics, LinkedIn has 738M+ members. 14M+ open jobs on LinkedIn and 55M+ Companies listed on this mega-connected application. A lot of vacancies are available daily. LinkedIn data has been used for the research work carried out in this paper. This in turn can significantly tackle the challenges faced by LinkedIn and other job posting applications to improve the levels of jobs available in the industry. This research introduces Text Processing in natural language processing on datasets of LinkedIn which aims to find out the jobs that appear most in a month or/and year. Therefore, the large data became renewed into the required or needful source. This study thus uses Multinomial Naïve Bayes and Linear Support Vector Machine learning algorithms for text classification and developed a trained multilingual dataset. The results indicate the most needed job vacancies in any field. This will help students, job seekers, and entrepreneurs with their career decisions

• 한국정보시스템학회지:정보시스템연구
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• 제32권4호
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• pp.229-245
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• 2023

Purpose This study aims to understand the inclinations of young job seekers towards "hidden champions" - small but competitive companies that are emerging as potential solutions to the growing disparity between youth-targeted job vacancies and job seekers. We utilize machine learning techniques to discern the appeal of these hidden champions. Design/methodology/approach We examined the characteristics of small and medium-sized enterprises using data sourced from the Ministry of Employment and Labor and Youth Worknet. By comparing the efficacy of five machine learning classification models (i.e., Logistic Regression, Random Forest Classifier, Gradient Boosting Classifier, LGBM Classifier, and XGB Classifier), we discovered that the predictive model utilizing the LGBM Classifier yielded the most consistent performance. Findings Our analysis of the relative significance of preference determinants revealed that industry type, geographical location, and employee count are pivotal factors influencing preference. Drawing from these insights, we propose targeted strategic interventions for policymakers, hidden champions, and young job seekers.

• 대한통합의학회지
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• 제1권1호
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• pp.69-76
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• 2013

Purpose : The purpose of this study is to look into relationship between job stress and self esteem, job satisfation in rehabilition professional physical therapist. Method : The subjects of this study were consist of 200 physical therapists of Busan rehabilition hospital. Data were collected from September 1 to October 4 in 2012 by structurated questionnaires. Results : Physical therapist Job satisfaction and gender classification according to self esteem were statistically significant differences respectively(T=2.02, P=.044), (T=2.17, P=.031). Job satisfaction and age according to the therapist according to the number of job stress were statistically significant differences respectively(F=3.57, P=.030), (F=3.18, P=.044). Job satisfaction, job stress and self-esteem of a physical therapist were statistically significant correlation (P<.01) Conclusion : Effective countermeasure for ways to relieve stress, and the necessity of developing the program at the same time, for the relief of the physical therapist, the physical therapist yourself to have self-esteem.

• 보건교육건강증진학회지
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• 제15권1호
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• pp.151-163
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• 1998

The purpose of this study is to find options which reduce the job stress and to enhance morale through a variable analysis, and also apply this data in the legal and administration fields. The data for the research was obtained from 217 dental hygienists working in the dental clinics, dental hospitals and university's dental hospitals' in Seoul. The tool used by this study was a Questionnaire measuring on-the-job stress of dental hygienists, was a modified and revised. The Questionnaire version used to measure bank's job stress and used to suggest options by Dae-ha Yoon(1991). Classification of items for measuring job stress was based on Theoretical Study on Job Stress by Dae-hyon Song(1986). The scale used in study was the two points (yes or no in the job stress) scale measuring for variables. The period of data collection was 30 days from December 4, 1995 to January 5, 1996. The methods of data collection were self-writing, direct visit, and postal Questionnaire answering, 224 copies of Questionnaire data were collected, but only 217 copies were used. 7 copies could not be analyzed, were not used for this study. The data analysis was conducted by SPSS after coding the collected raw data. The general characteristics was obtained from real digits and percentages. In order to analyze the difference of sub-variables against the job stress based on general characteristics. Mean, Standard Deviation, and F test (ANDVA) were conducted. The following were the results of job stress variables: 1. Meaningful variable affecting the working organization, is compensation system(p〈0.03). 2. Meaningful variable affecting the working period, is work overload(p〈0.02). 3. Meaningful variable affecting average patients per day, is the career management and payment(p〈0.04, p〈0.01). 4. Meaningful variable affecting number of staff, is the comrade relationship, role conflict among patients, work overload, and job overload(p〈0.000, p〈0.05, p〈0.04, p〈0.01). The comrade relationship is most affected to the number of staffs aides. 5. Meaningful variables affecting job diversion, are the desire and value, the non-role play, and the environment(p〈0.003, p〈0.02, p〈0.005).

• Communications for Statistical Applications and Methods
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• 제18권6호
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• pp.675-685
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• 2011

본 연구는 구직자의 구직희망조건과 구인기업의 구인조건을 동시에 고려하여 특정 구직자가 특정 기업에 잡매칭될 가능성을 판단할 수 있는 잡매칭 함수를 제안하였다. 그리고 사회연결망분석(social network analysis)을 이용하여 구직자와 구인기업간의 상호작용의 가능성을의미하는 연결정도 중심성을 분석하였다. 분석결과는 다음과 같다. 첫째, 연결정도는 일부의 구직자 또는 구인기업에게 심하게 편중되어 있음을 알 수 있다. 그리고 전혀 매칭되지 않는 구직자와 구인기업의 수도 다수인 것으로 나타났다. 둘째, 의사결정나무 분석 결과에 의하면, 구직자 특성들 중 연결정도 중심성에 가장 많은 영향을 미친 특성은 성별이었고, 그 다음으로 연령, 학력 등의 순으로 나타났다. 그리고 구인기업특성들 중 연결정도 중심성에 가장 많은 영향을 미친 특성은 제시임금이었고, 그 다음으로 업종, 기업규모의 순으로 나타났다.

• 대한인간공학회:학술대회논문집
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• 대한인간공학회 1997년도 추계학술대회논문집
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• pp.437-440
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• 1997

The association of poor body postures with pains or symptoms of musculoskeletal discorders has been reported by many researchers. An ergonomic evaluation of postural stresses as well as biomechanical stresses is also important especially when a job involves highly repetitive or prolonged poor body postures. The human body is divided into five parts: shoulder/upper arm, lower arm/wrist, back, neck, lower extremities. A work-sampling based macropostural classification system was developed to characterize various postures in this study. Application of the posture classification schema developed in this study to 7 automobile assembly tasks showed that the schema can be used as a tool to didntify the operation and tasks involving highly stressful body postures. This posture classification schema can also be applied as a basis for quantitive evaluating the workload of manual task.

• 국제학술발표논문집
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• The 3th International Conference on Construction Engineering and Project Management
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• pp.1195-1200
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• 2009

Two important concepts in VE are "function" and "cost." Cost can be expressed quantitatively. Unlike cost, the function can only be expressed qualitatively. Thus, to accurately evaluate the performance in VE analysis, it is required that the functional aspect should be considered a qualitative one. This study suggests a procedure of function oriented evaluation which can evaluate function enhancement of a VE proposal more logically and objectively. To conduct this study, problems were induced via case analysis, and solutions were found. In addition, the existing simple evaluation procedures were corrected, and a function enhancement evaluation procedure via function classification was suggested. For function classification, the use of the concepts, which were "intended function" and "additionally obtained function," was suggested. Function oriented evaluation procedure to VE proposals which is suggested in this study is expected to be a great help in treating valuable functions through VE job plan.

• 한국조리학회지
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• 제12권2호
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• pp.39-56
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• 2006

This study was intended for getting information on the job satisfaction and consciousness of 305 cooks working at deluxe hotels in Busan to improve culinary arts training and an efficient man power control program. The results were as follows. Most of the cooks were males(67.2%) and less than 40 years old(85.6%), 59.5% were cooks, 67.0% were graduated from college and 74.8% earned less than 1.5 million won in a month. 39.5% had not changed their workplace. The male cooks had transferred to some other workplace more than 2 times than female ones. The higher their age, job classification and monthly income were, the more frequently they transferred their workplace. The frequency of job transfer was the most significant factor in the age of $30{\sim}39$. 37.0% of the cooks were unsatisfied with their pay. They preferred the more highly ranked hotels(36.5%) and being independent(26.0%) if transferring workplace. They thought devotion was the most important factor for good cooks. They thought efforts, skills and human relationships were important for developing cooks. They answered pay suitable for their work was an important factor to improve the food enterprise. They thought Japanese and Korean cooking had the best prospect, and qualifications for a good cook were sincerity, efforts, careers and skills.

• 한국문헌정보학회지
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• 제42권4호
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• pp.533-549
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• 2008

주제전문사서의 직무에 관한 깊이 있는 직무분석은 직업정의, 교육과정개발 훈련기준설정, 채용기준, 기관 및 개인적 목표 결정을 위한 중요한 자료이다. 본 연구는 국내 주제전문사서의 직무분석을 실시하여 7개의 책무(duties)와 58개의 작업(tasks)을 추출하였으며, 7개의 책무내용은 다음과 같다. A. 도서관 주제별 정보자원 개발, B. 도서관 주제별 정보자원 관리, C. 도서관 주제별 연구지원 서비스, D. 도서관 이용자 리에종 활동, E.도서관 주제별 이용자교육, F. 도서관 운영관리. G.주제별 능력개발.

• 한국정보기술응용학회:학술대회논문집
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• 한국정보기술응용학회 2002년도 춘계학술대회
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• pp.123-135
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• 2002

Being in era of the digital economy, the influence of IT that effects on our economy is getting greater. Along with this effect, IT becomes origin of predominance of competition in every category of industry. Regarding new trends in industry, how companies mutate their IT skill become important factor. Every industry has their own color and environment of IT and uncertainty is different. For a company, It is most important to plan own strategy with strategic view on industrial environment. The idea of this study is to find the difference of Skill Requirement and Job Requirement in every category of industry by find what are the most important jobs and skills of IT in every industry and to analyze the results. The second idea is to find what kinds of skill are required in every sector of job. Base on the analyzed data, we classified the uncertainty in every industry by Duncan′s "classification of environment", and extracted some pattern within the skill and job in industry that found in our study by applying OIP model. We set skills by categorized curriculum of specialized IT education center, then with IT specialist, checked and retouched the results and surveyed with IT people in every industry on skill set and job of IT. The summery of this study is as follow : 1. Importance of IT skill is differentiated in each industry. It shows that IT skills, which requested in a field are differentiated by uncertainty of environment that comes from the character of industry. 2. Importance of IT job differs by the fields of industry. It shows as IT skills are differentiated, the importance of job that apply these skills is differentiated. 3. As the character of each job that work on is diversified, the importance of skills are diversified in each field of jobs. The Result of this study can give the idea to who designs curriculum and builds educational contentsthat would fulfill the need of fields. Also this study would be meaningful that it opens the field of study of skill requirement in Korea.