• Title/Summary/Keyword: Data retention

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

  • Lee, Jongseo;Kim, Sunggeun;Kang, Juyoung
    • Journal of Information Technology Services
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    • v.16 no.1
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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.

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

  • Kim, Hee-Won;Go, Gyu-Hyun
    • Journal of the Korean Geotechnical Society
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    • v.39 no.11
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    • pp.53-62
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    • 2023
  • The characteristics of unfrozen water content in frozen soils significantly impact the thermal, hydraulic, and mechanical behavior of the ground. A thorough analysis of the unfrozen water content characteristics of the target subsoil material is crucial for evaluating the stability of frozen ground. This study conducted indoor experiments to measure the freezing point and unfrozen water content of sandy soil while considering pore water salinity. Utilizing the experimental data, we introduced a novel empirical model to conveniently estimate the unfrozen water retention curve. Furthermore, the validity of the unfrozen water retention curve was assessed by comparing the experimental data with the results of a simulation model that utilized the proposed empirical model as input data.

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

  • Kwon, Kyoung-Ja;Ko, Kyoung-Hee;Kim, Kyung-Won;Kim, Jung-A
    • Journal of Korean Academy of Nursing Administration
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    • v.16 no.3
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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.

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

  • Jeon, Bo Ram;Noh, Yoon Goo
    • Journal of Digital Convergence
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    • v.16 no.10
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    • pp.261-270
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    • 2018
  • The purpose of this study is to investigate the effect of work-family conflict and social support on retention intention in married female nurses. Participants were nurses working in 5 general hospitals in C city and data were collected from September 1 to 15, 2017. Data were analyzed by t-test, one-way ANOVA, Pearson's correlation, multiple regression analysis using SPSS Win 23.0. Factors influencing retention intention were identified as following; time-based conflict, more than one child, charge nurse, support of a co-workers, managers' support, with 37.3% explanatory power. This study shows that time-based conflict has negative effect on retention intention, while support of co-workers and managers have positive effect. This result may be useful in developing new strategies for enhancing retention intention. Further research is needed to identify other factors affecting the retention intention of married female nurses.

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

  • Park, A-Reum;Lee, Hye-Jin
    • Journal of Convergence for Information Technology
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    • v.9 no.12
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    • pp.236-243
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    • 2019
  • This purpose of this study was indentify the effect of the workplace bullying, resilience and retention intention on dental hygienists' retention intention and conducted in order to be applied to basic data for enhancing dental hygienists' retention intention. The participants in the study were 202. Data were analyzed using SPSS 19.0, t-tst, ANOVA, regression analysis. The dental hygienists' retention intention showed a high outcome in case of the higher employment satisfaction (p<.001), in the lower workplace bullying(p=.011) and in the higher resilience(p<.001). Conclusively, this study indicate a need to develop program the efficiently promote resilience and to plan improving organizational culture to increase retention intention in dental hygienists.

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

  • Lee, Jin Hwa;Hwang, Jee-In
    • Journal of Korean Academy of Nursing
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    • v.49 no.4
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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

  • Jeong, Won Jo;Kim, Ji Yeon;Gu, Yun Mo
    • Bulletin of the Korean Chemical Society
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    • v.21 no.1
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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
    • Proceedings of the Korea Technical Association of the Pulp and Paper Industry Conference
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    • 2006.06b
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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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A study on the job retention of dental hygienists in accordance with the job grade of dental hygienists (치과위생사의 직업 유지에 관한 연구 : 치과위생사의 직급에 따른 분류로)

  • Kim, Yu-Rin
    • Journal of Korean society of Dental Hygiene
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    • v.20 no.4
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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.

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

  • Kim, Jin Sun;Lee, Hang Shim
    • Journal of Korean Clinical Nursing Research
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    • v.27 no.1
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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.