• Title/Summary/Keyword: Job information

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A Study on the Job Recommender System Using User Preference Information (사용자의 선호도 정보를 활용한 직무 추천 시스템 연구)

  • Li, Qinglong;Jeon, Sanghong;Lee, Changjae;Kim, Jae Kyeong
    • Journal of Information Technology Services
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    • v.20 no.3
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    • pp.57-73
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    • 2021
  • Recently, online job websites have been activated as unemployment problems have emerged as social problems and demand for job openings has increased. However, while the online job platform market is growing, users have difficulty choosing their jobs. When users apply for a job on online job websites, they check various information such as job contents and recruitment conditions to understand the details of the job. When users choose a job, they focus on various details related to the job rather than simply viewing and supporting the job title. However, existing online job websites usually recommend jobs using only quantitative preference information such as ratings. However, if recommendation services are provided using only quantitative information, the recommendation performance is constantly deteriorating. Therefore, job recommendation services should provide personalized services using various information about the job. This study proposes a recommended methodology that improves recommendation performance by elaborating on qualitative preference information, such as details about the job. To this end, this study performs a topic modeling analysis on the job content of the user profile. Also, we apply LDA techniques to explore topics from job content and extract qualitative preferences. Experiments show that the proposed recommendation methodology has better recommendation performance compared to the traditional recommendation methodology.

Does the Use of Social Network Sites and Mobile Phones Promote the Acquisition of Job-Related Information, Job Mobility and Entrepreneurship in Asia?

  • Skoric, Marko M.;Ji, Pan;Fu, Wayne Wei-Jen;Sim, Clarice Chwei Lin;Park, Yongjin
    • Journal of Contemporary Eastern Asia
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    • v.14 no.1
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    • pp.5-22
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    • 2015
  • This study examines how different uses of social network sites (SNS) and mobile phones (MP) to communicate with friends and business associates are related to the acquisition of job-related information, job mobility, and entrepreneurial intentions, using social capital as its main theoretical lens. To this end, a nationally representative, random digit dialing (RDD) survey was conducted in Singapore. Path analyses show that SNS interactions with friends are positively related to both bonding and bridging social capital. The former is linked with greater job mobility, the latter with entrepreneurship, and both are associated with more job-related information. SNS interactions with business contacts are directly positively related to job-related information and entrepreneurship. For mobile phones, interactions with friends are positively related to social capital, job information and entrepreneurship. Professional networking is associated with more bridging social capital, job information and job mobility. Bonding capital is found to be linked with greater job mobility, while bridging capital has a positive relationship with both entrepreneurship and job mobility.

Analysis of the Problem of fire Qualification Information and Employment Information Due to Incomplete Information in the Job Search Process

  • Kong, Ha-Sung
    • International Journal of Advanced Culture Technology
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    • v.7 no.3
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    • pp.92-96
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    • 2019
  • This study analyzes the problems of fire qualification information websites and job search websites due to incomplete information in the job search process and suggests an improvement plan. It has been confirmed that the main reason for the cost of job searching is incomplete information required for a job search and job search through existing analysis. As a result, it is suggested to construct a smooth information system for economic entities and to provide easy access to information by mitigating the incompleteness of information. Based on this, analysis of the problems of Korean qualifications in the firefighting realm reveals that there is a qualification holder information and a job information site, and a qualification holder management system is established but only information of either qualification acquisition information or employment information is provided. In addition, it is easy to access information through a qualification acquisition information and employment information site via the Internet, but there are inconveniences that qualification acquisition information and employment information are dualized. In order to improve this, it is necessary to build a new customized integrated qualification management system that covers existing Q-net qualification acquisition information and worknet employment information.

The Effects of the Electronic Health Record System on Work Overload and Stress Moderation of Hospital Employees

  • Choi, Young-Jin;Noh, Jin-Won;Boo, Yoo-Kyung
    • The Journal of Industrial Distribution & Business
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    • v.9 no.9
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    • pp.35-44
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    • 2018
  • Purpose - In endless competition, companies pursue cost reduction and work efficiency. So, entrepreneurs try to increase job intensity, which may lead to job stress and high turnovers because of job burnout. But, Information systems are acknowledged as a work support tool that secures work convenience and the productivity of employees. In this study, we aimed to confirm the effects of information systems in reduing the work overload of employees in a human resource intensive industry. Research design, data and methodology - This is based on the job demands-resources model, conducting an empirical analysis of surveys given to hospital employees working in a human resource intensive industry. Results - The research revealed that information systems reduced the work overload of employees in a human resource intensive industry. Conclusion - This study confirmed the effects of information systems as a job resource based on JD-R theory, and presentation of empirical results indicated that information systems alleviate employee job overload and increases job satisfaction in the medical services industry. In the medical services industry, using electronic health record system decreases in work overload, which results in employees gaining time for self-development and time management, reducing job stress, and leading to job satisfaction.

Quality Status Comparison and Analysis for the Service Development Direction of Domestic Job Information Site (국내 취업정보 사이트의 서비스 발전 방향을 위한 품질현황 비교 및 분석)

  • Jeong, Kyoung-Hee;Kim, Hyoung-Rae
    • Journal of the Korea Society of Computer and Information
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    • v.13 no.5
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    • pp.211-218
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    • 2008
  • This paper studies the quality of the major domestic job information sites and compares the strong and weak points of them. The study was conducted with respect to the user satisfaction by asking job seekers and employers. Questionnaires consist of three factors: quality of information, quality of delivery, quality of environment, each factor of which contains several sub-questions. The results showed that the quality of information was the most important factor to both job seekers and job Provider. The lower job providers' satisfaction than job seekers' indicated more various services should be developed fer job providers. Specially, Personal information is not protected well enough to satisfy job seekers, so improvement plan is required. Public job information site requires as much service level as private job information sites.

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An empirical study on the Job Stress in IS Organization (IS 조직의 직무스트레스에 관한 실증적 연구)

  • 이선규;이웅희;서명지
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.26 no.1
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    • pp.40-46
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    • 2003
  • The employees in information system organization are highly exposed to stress. However, there is little theoretical or empirical study on the effects of job stress on IS organizations. A major reason is because few researchers consider consequences of job stress. The major purpose of this study is to verify negative effects of job stress for IS organization. This study have three purposes : to investigate the relationship between job stressors and perceived job stress; to understand the effect of perceived job stress and job attitude - job satisfaction, job involvement; to examine the role of moderators such as social support and personality in the relationship between job stressors and perceived job stress in information system organizations. The results of this study suggest that job stressors such as role overload and role ambiguity are significantly related to perceived job stress, the higher the perceived job stress is the lower the job attitudes such as job satisfaction and job involvement, and the employees' personality has moderating effects between the job stressor and perceived job stress.

Implementation of customized Job Information System for Job Mismatch Mitigation (취업 미스매치 완화를 위한 맞춤형 취업정보 시스템 구현)

  • Jang, Bong-Im;Kim, Chang-Su;Jung, Hoe-Kyung
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2013.05a
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    • pp.880-882
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    • 2013
  • A great number of job seekers are referring to job search sites in order to obtain useful information about employment and the number of job search sites is increasing owing to the various needs of the job seekers. The main role of such sites, however, is merely an information provider, and this causes the mismatch between the potential employers and the employees. Therefore, this paper suggests a customized job information system between college students and affiliated companies so as to mitigate the chance of mismatches.

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An Exploratory Approach to Discovering Salary-Related Wording in Job Postings in Korea

  • Ha, Taehyun;Coh, Byoung-Youl;Lee, Mingook;Yun, Bitnari;Chun, Hong-Woo
    • Journal of Information Science Theory and Practice
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    • v.10 no.spc
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    • pp.86-95
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    • 2022
  • Online recruitment websites discuss job demands in various fields, and job postings contain detailed job specifications. Analyzing this text can elucidate the features that determine job salaries. Text embedding models can learn the contextual information in a text, and explainable artificial intelligence frameworks can be used to examine in detail how text features contribute to the models' outputs. We collected 733,625 job postings using the WORKNET API and classified them into low, mid, and high-range salary groups. A text embedding model that predicts job salaries based on the text in job postings was trained with the collected data. Then, we applied the SHapley Additive exPlanations (SHAP) framework to the trained model and discovered the significant words that determine each salary class. Several limitations and remaining words are also discussed.

Influence of Job Characteristics on the Use of Groupware and Job Performance (직무특성이 그룹웨어의 활용과 직무성과에 미치는 영향에 관한 연구)

  • 문태수;김승권
    • The Journal of Information Systems
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    • v.10 no.1
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    • pp.217-241
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    • 2001
  • Groupware technologies have become an important part of the business computing infrastructure in many organizations, but many groupware applications, especially those requiring significant collaboration among users, are still nut adequately used. The purpose of the paper is to explore the impact of groupware on the job performance. Recently, utilization of new information technology such as groupware can increase office productivity, but often this potential is not realized. Results of most studies indicate that groupware could increase the productivity of knowledge workers, who compose the majority of the labor force in the organization. The study on the impact of job characteristics on groupware and job performance is not sufficient. This study examines the influence of job characteristics such as job diversity, autonomy, and feedback on the use of groupware and job performance. In addition to that, this study examines the influence of the use of groupware on job performance. The results of regression analyses revealed that feedback was the major predictor of job performance, while autonomy and job diversity were the Haler predictors of the use of groupware. Also, the use of groupware were found to be important predictors of job performance.

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Relationship among Job-relevant Cognitions and Emotions : A Conceptual Review (직무관련 인식들과 감정간의 관계에 관한 고찰)

  • Hong Yong-Ki;Cho Kook-Haeng;Park Jong-Hyuk
    • Management & Information Systems Review
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    • v.15
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    • pp.91-108
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    • 2004
  • In this article, We propose research propositions about correlates of job interest, job difficulty, job effort, and job performance as well as job performance and emotions while working. The purpose of this study is to review existing research on emotions and job performance, particularly emotions at work. The purpose of this article is to review existing research on job performance and emotions, particularly at the job relevant cognitions level. In this study, We propose research propositions about correlates of job performance and emotions while working. The purpose of this article is to develop and propose research propositions about potential correlates of perceived performance at the job relevant level. Correlates include those that should function mainly as antecedents of performance, such as job difficulty, job interest, and job effort in the study are emotions experienced concurrently with job performance. Therefore, We suggest the predictive direction and bivariate relationship of the set of among variables in explaining job performance and emotions.

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