산업재해 예방정책에 대한 평가모형

다국어 초록 (Multilingual Abstract)

Purpose: The purpose of this study is to introduce the assessment model for industrial accidents prevention policy.
Methods: 10 years of industrial accidents data are explored through EDA approach. Case control study is tried in order to assess the effectiveness of the measures taken by Korea Safety and Health Agency, Civilian, and ‘Ministry of Employment and Labor’. Propensity score matching is used to match the characteristics of the two groups compared, and then case control study is again conducted. Next, logistic and Poisson regressions are used to assess the risk factors.
Results: According to case control study involvement of ‘Korea Safety and Health Agency’ and ‘Ministry of Employment and Labor’ were not effective, but Civilian was. Propensity score matching leads to the same conclusion. Poisson regression reveals the impact of the risk factors on the industrial accidents. Industrial accidents occur more often as the number of employees grows. Mining, farming, fishing, ‘transportation·storage and telecommunication’ and forestry have a higher level of industrial accidents but service industry has a lower level. It is odd that more involvement of Korea Safety and Health Agency, Civilian, and Ministry of Employment and Labor means more industrial accidents.
Conclusion: ‘Korea Safety and Health Agency’, Civilian, and ‘Ministry of Employment and Labor’ seem to visit those industries with more industrial accidents.

목차 (Table of Contents)

• 1. 서론
• 2. 산업재해 데이터에 대한 탐색적 자료분석
• 3. 환자 대조군 연구
• 4. 성향점수 매칭 후의 환자 대조군 연구
• 5. 로지스틱 회귀분석
• 6. 포아송 회귀분석
• 7. 결론 및 추후 연구
• References

참고문헌 (Reference)

1 이선웅, "이주노동자와 국내 한국인노동자의 산업재해현황 및 특성 비교" 대한직업환경의학회 20 (20): 351-361, 2008

2 이극노, "이동통신고객 분류를 위한 의사결정나무(C4.5)와 신경망 결합 알고리즘에 관한 연구" 한국지능정보시스템학회 9 (9): 139-155, 2003

3 이건세, "소규모 제조업에서 재해발생과 사업장 특성간의 관련성 분석" 대한직업환경의학회 18 (18): 73-86, 2006

4 김희성, "산업재해보상보험과 자동차보험의 관계에 관한 연구 ― 통근도상의 재해가 업무상 재해로 인정될 경우 ―" 한국노동법학회 (26) : 303-326, 2008

5 김현호, "산업재해 중 근골격계질환 요인 특성 분석" 대한인간공학회 28 (28): 17-25, 2009

6 김학열, "산업재해 발생의 상대위험도 분석 및 순환분포 모형 추정" 서울연구원 11 (11): 127-138, 2010

7 정원일, "사업장 안전보건 환경에 따른 근로조건과 산업재해 발생" 위기관리 이론과 실천 10 (10): 323-344, 2014

8 Park, H. J., "Research on industrial disaster in hospital" 492-495, 2007

9 Park, J. S, "Occupational accidents due to colleague’s abusive act and right to reimbursement of industrial accidents compensation insurance" 22 : 363-386, 2006

10 Leem, Y. M., "Data Analysis of Industrial Accidents in Manufacturing Industries Using CHIAD Algorithm" 45-50, 2006

11 Lee, C. J., "Causes and preventive measures for low back pain industrial accidents suffered by automobile assembly workers" 119-123, 2002

12 임영문, "C4.5 알고리즘을 이용한 산업 재해의 특성 분석" 한국안전학회 20 (20): 130-137, 2005

13 Lee, K. S., "An analysis of industrial accidents in small-scale fiber business" 252-255, 2008

14 Ju, J. H., "An analysis of factors and structure affecting industrial accidents in Korea" Kyungsung University 1997

15 Lee, J. C., "Accident analysis of middle-aged & advanced-aged construction workers" 27 (27): 797-800, 2007

16 Song, J. M., "A study on split selection algorithms in decision tree" Yonsei University 2004

17 Kim, S. K, "A status of the report for industrial injuries and illnesses at an automobile related plant" 10 (10): 562-570, 1998

18 Leem, Y. M., "A comparison of data mining techniques for predicting model of industrial accidents" 107-113, 2006

19 김영선, "2014년 근로환경조사 데이터 분석" 한국신뢰성학회 15 (15): 181-191, 2015