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6 "Multilevel analysis"
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Original Articles
Predictors of Turnover among New Nurses using Multilevel Survival Analysis
Suhee Kim, Kyongeun Lee
J Korean Acad Nurs 2016;46(5):733-743.   Published online October 31, 2016
DOI: https://doi.org/10.4040/jkan.2016.46.5.733
AbstractAbstract PDF
Purpose

The purpose of this study was to examine factors influencing new graduate nurse turnover.

Methods

This study was carried out as a secondary analysis of data from the 2010 Graduates Occupational Mobility Survey (GOMS). A total of 323 nurses were selected for analysis concerning reasons for turnover. Data were analyzed using descriptive statistics and multilevel survival analysis.

Results

About 24.5% of new nurses left their first job within 1 year of starting their jobs. Significant predictors of turnover among new nurse were job status, monthly income, job satisfaction, the number of hospitals in region, and the number of nurses per 100 beds.

Conclusion

New graduate nurses are vulnerable to turnover. In order to achieve the best health of the nation, policy approaches and further studies regarding reducing new graduate nurse turnover are needed.

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Ecological Correlates of Cardiovascular Disease Risk in Korean Blue-collar Workers: A Multi-level Study
Won Ju Hwang, Yunhee Park
J Korean Acad Nurs 2015;45(6):857-867.   Published online December 15, 2015
DOI: https://doi.org/10.4040/jkan.2015.45.6.857
AbstractAbstract PDF
Abstract Purpose

The purpose of this study was to investigate individual and organizational level of cardiovascular disease (CVD) risk factors associated with CVD risk in Korean blue-collar workers working in small sized companies.

Methods

Self-report questionnaires and blood sampling for lipid and glucose were collected from 492 workers in 31 small sized companies in Korea. Multilevel modeling was conducted to estimate effects of related factors at the individual and organizational level.

Results

Multilevel regression analysis showed that workers in the workplace having a cafeteria had 1.81 times higher CVD risk after adjusting for factors at the individual level (p=.022). The explanatory power of variables related to organizational level variances in CVD risk was 17.1%.

Conclusion

The results of this study indicate that differences in the CVD risk were related to organizational factors. It is necessary to consider not only individual factors but also organizational factors when planning a CVD risk reduction program. The factors caused by having cafeteria in the workplace can be reduced by improvement in the CVD-related risk environment, therefore an organizational-level intervention approach should be available to reduce CVD risk of workers in small sized companies in Korea.

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Factors Influencing Changes in Quality of Life in Patients undergoing Hematopoietic Stem Cell Transplantation: A Longitudinal and Multilevel Analysis
Chi Eun Song, Hyang Sook So
J Korean Acad Nurs 2015;45(5):694-703.   Published online October 30, 2015
DOI: https://doi.org/10.4040/jkan.2015.45.5.694
AbstractAbstract PDF
Purpose

This study was a prospective longitudinal study to identify changes in quality of life in patients undergoing allogeneic hematopoietic stem cell transplantation (HSCT). It was based on Roy's adaptation model.

Methods

The questionnaires were administered before HSCT, 30 and 100 days after HSCT. Of the 48 potentially eligible patients, 44 (91.7%) participated in the study and 40 (90.9%) completed the questionnaires at 100 days after HSCT. Multilevel analysis was applied to analyze changes in quality of life.

Results

Overall, quality of life showed a decreasing tendency from pre-HSCT to 100 days after HSCT. The adaptation level of participants was compensatory. Type of conditioning was the significant factor influencing quality of life before HSCT (β00=79.92, p <.001; β01= - 12.64, p <.001) and the change rate of quality of life (β10= - 1.66, p =.020; β11=2.88, p =.014). Symptom severity (β20= - 1.81, p =.004), depression (β30= - 0.58, p =.001), social dependency (β40= - 0.35, p =.165), and loneliness (β50= - 0.23, p =.065) had a negative effect on changes in quality of life. Symptom severity and depression were statistically significant factors influencing changes in quality of life.

Conclusion

According to the results of this study, the development of nursing intervention is needed to improve quality of life in patients undergoing allogeneic hematopoietic stem cell transplantation in the early immune reconstruction period. The interventions should include programs to enhance coping capacity and programs to help control symptom severity and depression. Also these interventions need to be started from the beginning of HSCT and a multidisciplinary approach would be helpful.

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Factors related to Nurses' Patient Identification Behavior and the Moderating Effect of Person-organization Value Congruence Climate within Nursing Units
Young Mee Kim, Seung-Wan Kang, Se Young Kim
J Korean Acad Nurs 2014;44(2):198-208.   Published online April 30, 2014
DOI: https://doi.org/10.4040/jkan.2014.44.2.198
AbstractAbstract PDF
Purpose

This research was an empirical study designed to identify precursors and interaction effects related to nurses' patient identification behavior. A multilevel analysis methodology was used.

Methods

A self-report survey was administered to registered nurses (RNs) of a university hospital in South Korea. Of the questionnaires, 1114 were analyzed.

Results

The individual-level factors that had a significantly positive association with patient identification behavior were person-organization value congruence, organizational commitment, occupational commitment, tenure at the hospital, and tenure at the unit. Significantly negative group-level precursors of patient identification behavior were burnout climate and the number of RNs. Two interaction effects of the person-organization value congruence climate were identified. The first was a group-level moderating effect in which the negative relationship between the number of RNs and patient identification behavior was weaker when the nursing unit's value congruence climate was high. The second was a cross-level moderating effect in which the positive relationship between tenure at the unit and patient identification behavior was weaker when value congruence climate was high.

Conclusion

This study simultaneously tested both individual-level and group-level factors that potentially influence patient identification behavior and identified the moderating role of person-organization value congruence climate. Implications of these results are discussed.

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Multilevel Analysis of Health Care Service Utilization among Medical Aid Beneficiaries in Korea
Yang Heui Ahn, Ok Kyung Ham, Soo Hyun Kim, Chang Gi Park
J Korean Acad Nurs 2012;42(7):928-935.   Published online December 12, 2012
DOI: https://doi.org/10.4040/jkan.2012.42.7.928
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Abstract Purpose

The current study was done to identify individual- and group-level factors associated with health care service utilization among Korean medical aid beneficiaries by applying multilevel modeling.

Methods

Secondary data analysis was performed using data on health care service reimbursement and medical aid case management progress from 15,948 beneficiaries, and data from 229 regions were included in the analysis.

Results

Results of multilevel analysis showed an estimated intraclass correlation coefficient (ICC) of 18.1%, indicating that the group level accounted for 18.1% of the total variance in health care service utilization, and that beneficiaries within the region are more likely to share common features with regard to health care service utilization. At the individual level, existence of disability and types of medical aid beneficiaries showed a significant association, while, at the group level, social deprivation index, and the number of beneficiaries and case managers within the region showed a significant association with health care service utilization.

Conclusion

The significant influence of group level variables in health care service utilization found in this study indicate a need for group level approaches, such as policy change and/ or promotion of community awareness.

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Identification of Factors related to Hospital Nurses' Organizational Citizenship Behavior using a Multilevel Analysis
Yu Kyung Ko
Journal of Korean Academy of Nursing 2008;38(2):287-297.   Published online April 30, 2008
DOI: https://doi.org/10.4040/jkan.2008.38.2.287
AbstractAbstract PDF
Purpose

The purpose of this study was to identify factors related to nurses' organizational citizenship behavior using multilevel analysis which included both nurse characteristics at individual levels and nursing unit characteristics at group levels.

Methods

The sample was composed of 1,996 nurses who were selected from 182 nursing units in 28 hospitals in six metropolitan cities and seven provinces using cluster sampling. Data were collected using self-reported questionnaires from February to March 2006.

Results

The results of the study indicated that individual level variables related to organizational citizenship behavior were religion, job position, clinical career, self efficacy, positive affectivity, and supervisor support. The group level variables related to organizational citizenship behavior were collective efficacy, number of nurses in a nursing unit, and the average salary level of a nursing unit. 30.9% of individual level variances of organizational citizenship behavior were explained by the nurses' individual level variables. The explanatory power of group level variables, which is related to group level variances of organizational citizenship behavior, was 75.5%.

Conclusion

This research showed that it was necessary to develop appropriate strategies related to not only individual factors, but also higher-level organizational factors such as collective efficacy, to improve individual performances in the hospital.

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