• 제목/요약/키워드: data retention

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직무 리뷰 분석을 통한 산업군별 직무만족/존속 요인 및 직무불만족/이직 요인에 관한 연구 (A Study on Job Satisfaction/Retention Factors and Job Unsatisfaction/Turnover Factors by Industries using Job Reviews)

  • 이종서;김성근;강주영
    • 한국IT서비스학회지
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    • 제16권1호
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    • pp.1-26
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    • 2017
  • Keeping good, talented people is one of the most significant factors in a company's success. HR analytics is an important area for applying big data analysis techniques to human resources. It provides organizational insight that enables effective management of employees, allowing management to reach their business goals quickly and efficiently. Job satisfaction and employee turnover analysis are the keys to HR analytics. Job review web services have been becoming popular. Because people exchange information about job satisfaction and turnover through these web services, useful information about HR Analytics is accumulated on the job review web sites. In this paper, we identified factors of employee retention by analyzing a Job Satisfaction/Retention group, and the factors of employee turnover by analyzing a Job Unsatisfaction/Turnover group. In order to do this, we first classified employees according to whether their self-reported job satisfaction or turnover was true. We collected and analyzed data from Jobplanet, a popular job review site. Through dominance analysis and LDA topic modeling, we found major factors, topics, and keywords of the classified groups by IT, service, and manufacturing domains. Our approach is a novel model to apply the analysis of reviews and text mining to the HR domain, and it will be practically helpful for setting new strategies that improve job satisfaction.

간극수 염분농도에 따른 동결 사질토의 부동수분곡선 산정 및 검증 연구 (Measurement and Verification of Unfrozen Water Retention Curve of Frozen Sandy Soil Based on Pore Water Salinity)

  • 김희원;고규현
    • 한국지반공학회논문집
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    • 제39권11호
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    • pp.53-62
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    • 2023
  • 동결토의 부동수분특성은 지반의 열-수리-역학적 거동 전반에 걸쳐 지배적인 영향을 미치며, 동결 지반의 안정성 평가를 위해서는 대상 지반재료의 부동수분특성에 대한 면밀한 검토가 필요하다. 본 연구에서는 간극수 염분농도를 고려한 동결 사질토의 부동수분곡선을 평가하기 위하여 흙의 어는점 및 부동수분을 측정하는 실내 실험을 수행하였으며, 계측된 실험데이터를 기반으로 부동수분포화도 곡선을 간편하게 추정할 수 있는 경험적 모델을 새롭게 제시하였다. 또한, 제안된 경험적 모델을 입력자료로 적용한 해석모델의 시뮬레이션 결과를 실험데이터와 비교함으로써 사용된 부동수분곡선의 적정성을 검증하였다.

정신간호사의 전문직업성이 간호업무수행 및 재직의도에 미치는 영향 (The Impact of Nursing Professionalism on the Nursing Performance and Retention Intention among Psychiatric Mental Health Nurses)

  • 권경자;고경희;김경원;김정아
    • 간호행정학회지
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    • 제16권3호
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    • pp.229-239
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    • 2010
  • Purpose: This study aimed to investigate the impact of nursing professionalism on the nursing performance and retention intention among psychiatric mental health nurses. Methods: As a descriptive correlational study, this study sampled 206 psychiatric mental health nurses in six hospitals in Seoul and Gyeonggi area through convenience sampling. Data were collected from March 2 to 31, 2009 using a self-report questionnaire. The collected data were analyzed using SPSS WIN 16.0. Results: In the subscales of professionalism, the 'Sense of calling' had the highest mean score while the 'Professional organization' had the lowest mean score. A significant positive correlation was observed in nursing professionalism, nursing performance and retention intention. According to an analysis on the impact of each subscale of nursing professionalism on nursing performance and retention intention, the 'Sense of calling' and 'Autonomy' were the most significant predictor variable. Conclusion: The results confirmed that the improvement of psychiatric mental health nurses' professionalism increases their nursing performance and retention intention and the 'Sense of calling' and 'Autonomy' are critical prediction factors. It is necessary to come up with a strategy which strengthens nursing professionalism in order to improve psychiatric mental health nurses' performance and retention intention.

기혼 여성간호사의 직장-가정 갈등과 사회적 지지가 재직의도에 미치는 영향 (Impact of Work-Family Conflict and Social Support on Retention Intention among Married Female Nurses)

  • 전보람;노윤구
    • 디지털융복합연구
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    • 제16권10호
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    • pp.261-270
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    • 2018
  • 본 연구는 기혼 여성간호사를 대상으로 재직의도에 대한 직장-가정 갈등과 사회적 지지의 영향을 확인하기 위하여 시도되었다. 연구 대상자는 C시의 종합병원에 근무하는 기혼 여성 간호사 156명이며 자료수집은 2017년 9월 1일부터 15일까지 하였다. 자료는 SPSS 23.0을 이용하여 빈도, t-test, one-way ANOVA, 피어슨 상관계수, 다중회귀분석을 하였다. 연구결과 재직의도에 영향을 주는 요인은 시간갈등, 동료지지, 자녀수 한명 이상, 책임간호사, 상사지지 순이었으며 이들의 설명력은 37.3%로 나타났다(F=11.25, p<.001). 본 연구에서 시간갈등은 음의 영향을, 동료지지와 상사지지는 양의 영향을 재직의도에 미치는 것을 보여주었다. 이러한 결과는 재직의도를 높이는 새로운 전략개발에 도움이 될 것이다. 기혼 여성간호사의 재직의도에 영향을 미치는 다른 요인을 확인하기 위한 후속연구가 필요하다.

치과위생사의 직장 내 괴롭힘과 회복탄력성이 재직의도에 미치는 융합적 영향요인 (Convergence Factors Influencing Workplace bullying and Resilience on Retention Intention in Dental Hygienists)

  • 박아름;이혜진
    • 융합정보논문지
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    • 제9권12호
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    • pp.236-243
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    • 2019
  • 본 연구는 치과위생사의 직장 내 괴롭힘과 회복탄력성 및 재직의도의 관계를 파악하고 영향을 미치는 요인을 확인하여 치과위생사의 재직의도를 향상시킬 수 있는 방안을 마련하기 위한 기초자료로 활용하고자 실시하였다. 자료 수집은 서울, 경기, 전북의 3개 지역에서 근무하고 있는 치과위생사 202명을 대상으로 설문조사하였다. 자료분석은 SPSS version 19.0을 사용하여 단변량 분석과 3단계에 걸친 위계적 회귀분석을 실시하였다. 그 결과, 근무지 만족도가 높을수록(p<.001), 직장 내 괴롭힘을 적게 경험할수록(p=.011), 회복탄력성이 높을수록(p<.001) 치과위생사의 재직의도가 높았다. 따라서 치과위생사의 재직의도를 향상시키기 위하여 회복탄력성을 높일 수 있는 방안 마련과 바람직한 조직문화의 개선 연구가 지속적으로 필요하다는 것을 확인할 수 있었다.

병원의 가족친화경영이 기혼여성간호사의 재직의도에 미치는 영향: 일-가정 상호작용 매개효과를 중심으로 (The Effects of Hospitals' Family Friendly Management on Married Female Nurses' Retention Intention: Focused on the Mediating Effects of Work-Family Interface)

  • 이진화;황지인
    • 대한간호학회지
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    • 제49권4호
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    • pp.386-397
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    • 2019
  • Purpose: This study examined the effect of hospitals' family-friendly management on married female nurses' retention intention. The focus was the mediating effects of the work-family interface (work-family conflict, work-family enrichment and work-family balance). Methods: This study was a cross-sectional study. The participants were 307 nurses working at five public and five private hospitals with more than 200 beds in Seoul. Data were collected using structured questionnaires from September 10 to September 17, 2018 and analyzed with SPSS 24.0. Data were analyzed using an independent t-test, a one-way ANOVA, Pearson's correlation coefficients, and multiple regression following the Baron and Kenny method and Sobel test for mediation. Results: There were significant correlations among family-friendly management, the work-family interface, and retention intention. Work-family conflict showed a partial mediating effect on the relationship between family-friendly management and retention intention. Work-family enrichment showed a partial mediating effect on the relationship between family-friendly management and retention intention. Work-family balance showed a partial mediating effect on the relationship between family-friendly management and retention intention. Conclusion: These findings indicate that both hospitals' family-friendly management and nurses' work-family interface are important factors associated with nurses' retention intention. Therefore, hospitals should actively implement family-friendly management for nurses and establish strategies to enhance nurses' work-family interface for effective human resource management.

Thermodynamic Properties of the Solute Transfer from the Aqueous Acetonitrile Mobile Phase to the Stationary Phase Monitored by HPLC

  • 정원조;김지연;구윤모
    • Bulletin of the Korean Chemical Society
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    • 제21권1호
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    • pp.105-109
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    • 2000
  • High-performance liquid chromatography is suitable for getting thermodynamic information about solute-solvent interactions. We used a squalane impregnated $C_{18}$ phase as a presumably bulk-like stationary phase to secure a simple partition mechanism for solute retention in reversed phase liquid chromatographic system. We measured retention data of some selected solutes (benzene, toluene, ethylbenzene, propylbenzene, butylbenzene, phenol, benzylalcohol, phenethylalcohol, benzylacetone, acetophenone, benzonitrile, benzylcyanide) at 25, 30, 35, 40, 45, and 50 $^{\circ}C$ in 30/70, 40/60, 50/50, 60/40 and 70/30 (v/v%) acetonitrile/water eluents. The van't Hoff plots were nicely linear, thus we calculated dependable thermodynamic values such as enthalpies and entropies of solute transfer from the mobile phase to the stationary phase based on more than four retention measurements on different days (or weeks). We found that the cavity formation effect was the major factor in solute distribution between the mobile and stationary phases in the system studied here. Our data were com-pared with some relevant literature data.

USING MULTIVARIATE DATA ANALYSIS FOR PROCESS TROUBLE SHOOTING

  • Winchell, Patricia
    • 한국펄프종이공학회:학술대회논문집
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    • 한국펄프종이공학회 2006년도 PAN PACIFIC CONFERENCE vol.2
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    • pp.191-195
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    • 2006
  • Multivariate data analysis tools were used to improve the understanding of the wet end chemistry and white water system of the Papermill at NorskeCanada Crofton Division. Specifically, the analysis was aimed at identifying what variables were contributing to increased retention aid use and wet end instability. Several models were developed using data sets with up to 88 process variables and over 3000 observations. It was found that increased retention aid use was driven primarily by PCC and TMP usage as well as the addition of Alaskan White Spruce to the TMP furnish.

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치과위생사의 직업 유지에 관한 연구 : 치과위생사의 직급에 따른 분류로 (A study on the job retention of dental hygienists in accordance with the job grade of dental hygienists)

  • 김유린
    • 한국치위생학회지
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    • 제20권4호
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    • pp.505-514
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    • 2020
  • Objectives: Although dental hygienists are professional workers, their job retention is short. Therefore, in order to improve job retention, the relationship between professional identity and professional self-concept was analyzed. Methods: From January 1 to April 30, 2020, 155 dental hygienists were examined. For data analysis, multiple regression analysis was conducted to confirm the effects of professional identity and professional self-concept on job retention. Results: The dental hygienist's professional self-concept was significantly higher in the team manager than in the staff, but the professional identity was not significantly different. Dental hygienists' professional identity, professional self-concept, and job retention were all positively correlated (p<0.05). As a factor influencing dental hygienist's job retention, the self-concept of the profession had a significant effect, but the identity of the profession did not. Conclusions: Since the professional self-concept has a positive effect on maintaining the profession of dental hygienists, it is necessary to make efforts to improve the professional self-concept in order to increase the job retention.

병원간호사의 직장 내 괴롭힘, 사회적 지지, 회복탄력성이 재직의도에 미치는 영향: 전문직 삶의 질의 매개효과 (Influences of Workplace Bullying, Social Support and Resilience on Retention Intention among Hospital Nurses: The Mediating Effect of Professional Quality of Life)

  • 김진선;이항심
    • 임상간호연구
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    • 제27권1호
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    • pp.23-34
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    • 2021
  • Purpose: The purpose of this study is to examine the mediating effect of professional quality of life among hospital nurses in the effects of workplace bullying, social support and resilience on retention intention. Methods: A descriptive and cross-sectional study was conducted on 414 hospital nurses who worked for at least two months at a general hospital in the Seoul metropolitan area. The data were analyzed using IBM SPSS 23.0/AMOS 22.0 programs and employed reliability verification, descriptive statistics include frequency analysis, confirmatory factor analysis, structural equation modeling, and bootstrapping. Results: As a result of the study's structural modeling verification, workplace bullying had a negative effect, social support had a positive effect, resilience had a positive effect on professional quality of life, and professional quality of life had a positive effect on retention intention. Also, workplace bullying, social support, and resilience did not directly impact on retention intention. However, the professional quality of life had a complete mediating effect in the relationships between workplace bullying, social support, resilience and retention intention. The study results verified the mediating effect of professional quality of life affecting the retention intention. Conclusion: In order to improve professional quality of life and retention intention, strategies to prevent workplace bullying and promote social support and resilience are needed.