• 제목/요약/키워드: Propensity

검색결과 1,303건 처리시간 0.028초

회선 신경망을 활용한 자모 단위 한국형 감성 분석 모델 개발 및 검증 (Development and Validation of the Letter-unit based Korean Sentimental Analysis Model Using Convolution Neural Network)

  • 성원경;안재영;이중정
    • 한국전자거래학회지
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    • 제25권1호
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    • pp.13-33
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    • 2020
  • 본 연구는 자모 단위의 임베딩과 회선 신경망을 활용한 한국어 감성 분석 알고리즘을 제안한다. 감성 분석은 텍스트에서 나타난 사람의 태도, 의견, 성향과 같은 주관적인 데이터 분석을 위한 자연어 처리 기술이다. 최근 한국어 감성 분석을 위한 연구는 꾸준히 증가하고 있지만, 범용 감성 사전을 사용하지 못하고 각 분야에서 자체적인 감성 사전을 구축하여 사용하고 있다. 이와 같은 현상의 문제는 한국어 특성에 맞지 않게 형태소 분석을 수행한다는 것이다. 따라서 본 연구에서는 감성 분석 절차 중 형태소 분석을 배제하고 초성, 중성, 종성을 기반으로 음절 벡터를 생성하여 감성 분석을 하는 모델을 개발하였다. 그 결과 단어 학습 문제와 미등록 단어의 문제점을 최소화할 수 있었고 모델의 정확도는 88% 나타내었다. 해당 모델은 입력 데이터의 비 정형성에 대한 영향을 적게 받으며, 텍스트의 맥락에 따른 극성 분류가 가능하게 되었다. 한국어 특성을 고려하여 개발된 본 모델이 한국어 감성 분석을 수행하고자 하는 비전문가에게 보다 쉽게 이용될 수 있기를 기대한다.

스마트폰에 대한 소비자선호도 및 구매의도에 관한 연구 : 지각된 비용과 기대혜택을 중심으로 (A Study on Consumer Preference and Purchase Intention to Smart Phone : Focused on Perceived Cost and Expected Benefit)

  • 한성희
    • 가정과삶의질연구
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    • 제29권2호
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    • pp.23-37
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    • 2011
  • This study examined the preference and the purchase intention of male and female from 20s through 405 to smart phones. This study verified the differences between the groups according to the socio-demographic factors, the usage pattern of mobile phone, and the perceived cost and the expected benefit. The analysis of the relative influence of those relevant factors was followed. The summaries of this study are as follows; First, the high level factors in purchasing smart phones were the perceived cost and the expected benefit pointed over 3.82. It means that they arc interested in smart phones highly, and if they can support to buy smart phones and situations can be permitted, they would like to buy them. Second, the differences between groups of the preference and the purchase intention were found according to the ages, the marital status and the education level. The results showed that those preference and the purchase intension were measured high at the group of the 20s-30s, the married, and the higher educational level of collage students. Third, expected benefit on smart phones was shown to be divided into two characterized factors through factor analysis. One was 'functional expected benefit' and the other was 'emotional expected benefit'. The functional and the emotional benefit on the using of smart phones were presented high level in group of over graduated students. Forth, the results of the stepwise multiple analysis, which was carried out to find out the influencing factors on the preference and the purchasing intension to smart phones, showed that the most effective factor was the functional expected benefit. The self-expressive propensity, and the education level were followed sequentially. The purchase intention was influenced by both of the functional and the emotional expected benefit. The result of this study shows that the level of the consumer's perceived cost(economic, psychological) and the expected benefit were measured high at the same time. That means that it is necessary to make the consumer information and communicating smoothly in order to lower the cost and enhance the benefit. In addition, This study has its meaning because it found out that functional expected benefit is a factor which has an influence on the Consumer Preference and Purchase Intention on Smart phone. If consumer's function requirements on smart phone are satisfied, it will be able to reduce the consumer problems and increase the consumer satisfaction. The result of this study would be applicable when Smart Phone is used as one of the auxiliary tools for smart consumption.

Novel DOX-MTX Nanoparticles Improve Oral SCC Clinical Outcome by Down Regulation of Lymph Dissemination Factor VEGF-C Expression in vivo: Oral and IV Modalities

  • Abbasi, Mehran Mesgari;Monfaredan, Amir;Hamishehkar, Hamed;Seidi, Khaled;Jahanban-Esfahlan, Rana
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권15호
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    • pp.6227-6232
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    • 2014
  • Background: Oral squamous cell carcinoma (OSCC) remains as one of the most difficult malignancies to control because of its high propensity for local invasion and cervical lymph node dissemination. The aim of present study was to evaluate the efficacy of novel pH and temperature sensitive doxorubicin-methotrexate-loaded nanoparticles (DOX-MTX NP) in terms of their potential to change the VEGF-C expression profile in a rat OSCC model. Materials and Methods: 120 male rats were divided into 8 groups of 15 animals administrated with 4-nitroquinoline-1-oxide to induce OSCCs. Newly formulated doxorubicin-methotrexate-loaded nanoparticles (DOX-MTX NP) and free doxorubicin were IV and orally administered. Results: Results indicated that both oral and IV forms of DOX-MTX-nanoparticle complexes caused significant decrease in the mRNA level of VEGF-C compared to untreated cancerous rats (p<0.05). Surprisingly, the VEGF-C mRNA was not affected by free DOX in both IV and oral modalities (p>0.05). Furthermore, in DOX-MTX NP treated group, less tumors characterized with advanced stage and VEGF-C mRNA level paralleled with improved clinical outcome (p<0.05). In addition, compared to untreated healthy rats, the VEGF-C expression was not affected in healthy groups that were treated with IV and oral dosages of nanodrug (p>0.05). Conclusions: VEGF-C is one of the main prognosticators for lymph node metastasis in OSCC. Down-regulation of this lymph-angiogenesis promoting factor is a new feature acquired in group treated with dual action DOX-MTX-NPs. Beside the synergic apoptotic properties of concomitant use of DOX and MTX on OSCC, DOX-MTX NPs possessed anti-angiogenesis properties which was related to the improved clinical outcome in treated rats. Taking together, we conclude that our multifunctional doxorubicin-methotrexate complex exerts specific potent apoptotic and anti-angiogenesis properties that could ameliorate the clinical outcome presumably via down-regulating dissemination factor-VEGF-C expression in a rat OSCC model.

Rutin Improves Bone Histomorphometric Values by Reduction of Osteoclastic Activity in Osteoporosis Mouse Model Induced by Bilateral Ovariectomy

  • Lee, Hye-Hwa;Jang, Jae-Won;Lee, Jung-Kil;Park, Choon-Keun
    • Journal of Korean Neurosurgical Society
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    • 제63권4호
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    • pp.433-443
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    • 2020
  • Objective : Osteoporosis is a disease of unbalanced bone metabolism that results in low bone mineral density with increased bone fragility and propensity for fractures. The increased rate of bone fracture due to osteoporosis places a significant burden on public health care expenditures. Therefore, numerous studies have been designed and performed to identify the drugs or health foods that can improve the bone quality or quantity. This study was designed to evaluate and analyze the therapeutic effects of rutin on histomorphometric values of the spine and femur in an osteoporotic mouse model induced by bilateral ovariectomy. Methods : Thirty female ICR mice (8 weeks old) underwent either a sham operation (only abdominal incision, sham group, n=10) or bilateral ovariectomy (n=20). The ovariectomized (OVX) animals were randomly divided into two groups : untreated OVX group (OVX-C, n=10), or rutin-administered group (OVX-R, n=10). The OVX-C group received weight-adjusted doses of saline vehicle and the OVX-R group received 50 mg/kg of rutin intraperitoneally, starting 1 day after surgery. At 4 and 8 weeks after surgery, serum estrogen, osteocalcin, alkaline phosphatase (ALP), and the telopeptide fragment of type I collagen C-terminus (CTX-1) were analyzed. Interleukin (IL)-1β, IL-6, IL-10, and tumor necrosis factor (TNF)-α were also analyzed. Bone histomorphometric parameters of the 4th lumbar vertebra and femur were determined by micro-computed tomography. Results : In OVX-C group, ALP, osteocalcin, CTX-1, IL-1β, IL-6, and TNF-α levels were significantly increased at 4 and 8 weeks compared to sham operation group. Rutin administration after OVX statistically significantly reduced ALP, CTX-1, IL-1β, IL-6, and TNF-α levels at 4 and 8 weeks. Rutin administration also improves bone histomorphometric parameters including trabecular bone volume fraction, trabecular thickness, and trabecular number. Trabecular separation was also decreased in OVX-R group compared to OVX-C group. Conclusion : The present study demonstrated that rutin has therapeutic effects on improving bone histomorphometric values in an OVX mouse model. The improvement in histomorphometric values may be associated with the reduction of osteoclastic activity via inhibition of IL-1β, IL-6, and TNF-α. In future studies, the mechanism for the effect of rutin on osteoporosis should be demonstrated more clearly to use rutin in human osteoporosis.

관객개발을 위한 공연예술 소비자 빅데이터 분석 사례 고찰 (A Case Study on Big Data Analysis of Performing Arts Consumer for Audience Development)

  • 김선영;이의신
    • 한국산학기술학회논문지
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    • 제18권12호
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    • pp.286-299
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    • 2017
  • 국내 공연예술은 공급과잉과 유통영역의 부재, 뚜렷하지 않은 비즈니스 모델 등으로 인한 침체기를 맞고 있다. 이러한 어려움을 타개하기 위해서는 무엇보다 객관적으로 제공되는 시장데이터를 활용해 마케팅의 효율성과 정확도를 높임으로써 관객개발과 충성도 확보가 필요한 시점이다. 본 연구는 이를 해결하기 위한 대안 중 하나가 보다 보편적이고 정확한 통계와 공연별 맞춤형 서비스 제공이 가능한 '빅데이터' 분석이라는 관점에서 시작되었다. 먼저 빅데이터의 특징과 분석기술, 그리고 공연예술 소비자 분석에 대한 이론적 배경과 함께 한 신용카드사가 실시한 빅데이터 분석사례를 살펴보았다. 이를 통해 빅데이터에 의한 공연예술 소비자 연구의 의미와 한계, 그리고 그러한 한계들을 극복하기 위한 대안을 제시하고자 하였다. 사례분석 결과, 공연 구매자 대상의 카드사 데이터 자체의 불완전성, 기존 이론 검증의 한계, 낮은 활용도, 소비자 성향 및 구매 동인 분석의 한계 등이 도출되었다. 또한 이러한 문제점을 극복하기 위한 대안으로 장르와 공연명 파악이 가능하고 성향이나 구매요인 등을 추출해낼 수 있는 예매처 정보, 설문조사와의 결합과 소셜 데이터와의 매쉬업을 통해 구매동기 등의 정성적 분석을 그 대안으로 제시하였다. 이 연구는 궁극적으로는 공연예술 소비자에 대한 연구가 빅데이터 시대에 어떠한 방향으로 이루어져야하며, 어떤 변화를 모색해야 할 것인가에 대한 고민의 시작점이라고 할 수 있다. 이러한 연구결과를 바탕으로 공연예술 관객개발을 위한 보다 구체화된 정성적 분석 사례들이 많이 출현하기를 기대하며, 지금의 공연예술시장의 흐름을 정확하게 대변해 주는 빅데이터 분석과 가공을 위한 솔루션들이 계속 개발되기를 바란다.

저나트륨 식생활 교육이 과체중 및 비만 중년여성의 식습관, 식사의 질 및 비만지표에 미치는 영향 (The Effects of Low-sodium Diet Education Program on Dietary Habits, Diet Quality and Obesity Index in Overweight and Obese Middle-aged Women)

  • 정수빈;박서연;안소현;김진남;김혜경
    • 대한지역사회영양학회지
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    • 제19권6호
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    • pp.513-526
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    • 2014
  • Objectives: This study was conducted to investigate the effect of low sodium diet education program on dietary habits, diet quality, and measures of obesity in overweight or obese middle-aged women. Methods: Subjects were 81 individuals aged 45 years or over, who completed an 8-week nutrition education. The subjects were divided into a normal group (N = 30) and an overweight-obese group (N = 51) according to the BMI. The effects were evaluated by anthropometric measurement, biochemical analysis, questionnaire, and diet records before and after the program. Results: Overweight-obese group showed significant decreases in weight (p < 0.0001), BMI (p < 0.0001), percent of body fat (p = 0.0087), waist circumference (p < 0.0001), systolic (p = 0.0003) and diastolic blood pressure (p = 0.0261). Nutrients intakes were not different between the two groups and only sodium intake was decreased after education. Total score of general dietary habits, dietary behavior related to sodium intake, dietary diversity score (DDS), diet variety score (DVS), and diet quality index-international (DQI-I) were improved in both groups compared to the baseline. Overweight-obese group showed significant improvement in 'having fruits everyday', 'having fish everyday', 'trying to eat many kinds of food', 'eating less broth when eating soup, stew, and noodles', 'eating less kimchi and salt-fermented vegetable', and 'propensity to think that dishes should be pretty seasoned'. In addition, moderation of empty calories food (p = 0.0064) and macronutrient ratio (p = 0.0004) were improved in the overweigh-obese group, but in the normal group, the results did not reach statistical significance. Conclusions: These results suggested that low sodium diet education program may contribute to obesity management by improving diet quality and dietary habits in middle-aged women.

계란식품PB 구매에 미치는 소비자 요인 분석:대형유통업체 계란상품을 (Analyzing Factors Influencing Purchasing Behavior of PB Eggs: Focusing on Eggs from Large Distribution Companies)

  • 김종진;심규열;김미송;윤명길
    • 유통과학연구
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    • 제11권10호
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    • pp.107-116
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    • 2013
  • Purpose - Eggs are nutritionally complete and one of the most popular natural foods. Moreover, the poultry industry is one of the important food industries. However, early industrialization of the poultry industry on its own did not lead to further development compared to other livestock industries. In this study, we investigate what factors influence consumers' behavior and how consumers' understanding of retail business affects their propensity to consume. This study is different from other studies as it analyzes how the brand names of manufacturers and distribution companies affect the purchasing characteristics or actual purchase behavior of consumers in order to suggest how these manufacturers and distribution companies can increase their competitiveness. Research design, data, methodology - This study conducted a survey of 250 randomly selected egg purchasers in discount stores from January to April 2013. Consumers' purchase tendencies were calculated through frequency analysis. This result was then utilized using cluster analysis to draw a conclusion about which purchase tendency influenced consumers buying three different brands of eggs or whether this tendency really affected consumers. As a result, the outcomes of Hypotheses 2 and 3 were not clear so we drew a conclusion with our analysis of Hypothesis 1. Results - While the outcomes of Hypotheses 2 and 3 did not clearly indicate whether purchasing tendencies affected consumers when buying eggs, our analysis of Hypothesis 1 indicated that consumers were affected by the quality of the eggs rather than exterior factors such as the brand name. Thus, we concluded that it is important to promote the excellence of the quality of the eggs. Usually firms buy eggs from farms and repackage them in order to sell them. In this sense, if consumers were aware of this egg production process, and eggs were fairly distributed to retailers, large retail PB businesses would also be able to enhance their competitiveness. Conclusions - The brand, packaging, retail outlet, and other external features influenced the purchase of eggs to a certain degree, while shelf life, grade of the eggs, cleanliness, and other intrinsic characteristics had more influence. In particular, shelf life was the most important factor influencing purchase. Consumers were influenced not only by intrinsic characteristics of the eggs but also by large-scale producers' brands. Consumers relied upon the brand despite reduced competition because they found it difficult to identify shelf life and/or cleanliness. Small businesses and/or large-scale retailers can remain competitive by maintaining the freshness and cleanliness of the eggs. Further studies need to investigate areas in which consumers' cognition of the product is poor and/or the purchase inclination with regard to less developed industries such as eggs. In this study, the greatest problem was that consumers did not consume in accordance with the current situation as consumers have preferred fresh and clean eggs for a long time compared to purchase decisions based on external brands and/or packaging.

외식프랜차이즈 가맹본부의 관리특성과 공정성이 관계결속과 성과에 미치는 영향 (Relational Commitment, Performance, and the Franchiser's Management Characteristics and Fairness in Food Service Distribution)

  • 권영식;문장실;권재국
    • 유통과학연구
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    • 제12권12호
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    • pp.119-130
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    • 2014
  • Purpose - Franchise industries are significant both socially and economically. However, with increasing interest, there are manifold problems. It is necessary to seek measures for mature operation constantly despite unprepared franchisors, negative perceptions of the media and society toward franchise, and rapid changes in business start-up trends and propensity to consume that make business start-ups difficult. The paper aims to explain the effects of relational commitment and performance on the franchisor's management characteristics and justice in the food service franchise system. Research design, data, and methodology - This is an exploratory survey examining franchising in Korea. Based on a literature synthesis, we extract five constructs: managerial characteristics, support, fairness, trust, and satisfaction. We hypothesize that these factors influence the trust, satisfaction, and performance of franchisees. To examine these hypotheses empirically, we conducted a survey on the database of the Franchising Council of Korea. The study employs data from May to September 2014. In total, 135 completed questionnaires were received, of which 128 were usable. The data was analyzed with SPSS/PC 22.0. First, to test unidimensionality and nomological validity of the measures of each construct, we employed a scale refinement procedure. The result of a reliability test with Cronbach's α and factor analysis warranted unidimensionality of the measures for each construct. In addition, nomological validity of the measures was warranted from the result of the correlation and regression analysis. By analyzing the data, we can confirm most hypotheses. Results - Frist, franchisor characteristics have a positive effect on trust and satisfaction. Second, franchisor fairness has an effect on trust and satisfaction. Third, franchisor support has an effect on satisfaction. Further, the franchisee trust has an effect on satisfaction. Fourth, the satisfaction of a franchisee with a franchisor affects the performance of a franchisee. Finally, there is a possibility that not only franchisee performance but also increasing the credibility and improving the image of the franchisor through communication between franchisor and franchisee can improve franchisees' performance and satisfaction by motivating the franchisee for sustainable growth. Franchisers should endeavor for franchisees to obtain stable revenue with continuous and practical support. They should recognize that they can expand their business by supporting their franchisees. Franchisors should not only instantly respond to franchisees' troubles with interactive communications but also raise the ability of supervisors for better support. Franchisors should share their visions and goals with their franchisees and provide systematic and continuous support based on trust and clear company management. Franchisees should understand franchisors' position as well as participate in establishing the basic franchise system. Contributions - The paper contributes to understanding franchising in Korea. It offers insights and assistance to franchisors hoping to start franchises. This paper explores measurement issues related to franchisee performance by estimating its determinant factors (managerial characteristics, support, fairness, trust, and satisfaction). This study provides franchisors and practitioners planning to extend their franchising business with some practical knowledge.

치과위생사의 의료인화에 대한 의료종사자들의 견해 (The opinions of health care workers on the inclusion of dental hygienists in the category of medical personnel)

  • 형주희;장윤정
    • 한국치위생학회지
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    • 제17권6호
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    • pp.1013-1024
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    • 2017
  • Objectives: The study investigated health professionals working in the metropolitan area and Jeolla-bukdo, South Korea, from April 30 to May 17, 2017 to understand their views on the issue of including dental hygienists in the scope of medical personnel of South Korea. Methods:A total of 270 surveys were analyzed in this study. The survey consists of 5 questions on general issues; 10 on the awareness of present work of dental hygienist; and 1 on opposition or approval about including dental hygienist in medical personnel. The collected data were analyzed using SPSS for Windows 18.0, as well as frequency analysis, cross analysis and logistic regression analysis. Statistical significance level (${\alpha}$) is 0.05. Results: 1. Broken down by gender, male subjects showed more oppositions against including dental hygienists in the category of medical personnel while female subjects showed more favorable opinions (p<0.05). In terms of academic background, those who had graduated from graduate school or higher showed a higher propensity for opposition while those who had graduated from a 3-year college showed a higher tendency for approval on the idea (p<0.05), In terms of occupational type, health professionals showed more opposing views whereas medical technologists showed more approvals than others (p<0.001). 2. With respect to the awareness of work specialty and proficiency of dental hygienist according to general characteristics, the higher the age, the higher the awareness level was. In terms of the occupational type, medical technologists were found to have higher awareness level than health professionals (p<0.001). 3. With respect to the relationship between general characteristics and view on including dental hygienists in medical personnel, the occupational type of health professional was found to have 6.33 times more oppositions than medical technologists. When the awareness level on proficiency of dental hygienist was low, opposition was 6.52 times more frequent (p<0.05). Conclusions: Based on the findings above, the inclusion of dental hygienists in medical personnel seems necessary in properly establishing the specialty and role of dental hygienist in the dentist medical environment of the country in order to enhance national oral health related preventive dental service and expand the demand. To this end, it is necessary to provide nationwide promotion, work to change the awareness of health professionals in other occupational types, and facilitate public promotion for legal ground establishment.

노동조합이 고용안정에 미치는 효과에 관한 연구 - 프로빗-로짓의 Oaxaca 비선형분해 - (Study on the Effect of Labor Unions on Job Stability - Oaxaca Non-linear Decomposition of Probit-Logit -)

  • 조동훈;조준모
    • 노동경제논집
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    • 제30권3호
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    • pp.43-75
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    • 2007
  • 본 연구는 한국노동패널을 사용하여 2002~2005년 3년 동안 직장이직률 추세와 이에 영향을 주는 여러 요인들 가운데 노동조합의 역할을 중심으로 실증분석하였다. 기초통계량에 있어서는 노동조합에 가입된 근로자의 직장 유지율이 노조에 가입되어 있지 않은 근로자보다 평균 28.3%포인트 높게 나타났으나, 직장이직에 영향을 미치는 개인의 관측되는 변수를 통제한 결과에서는 노동조합이 직장유지율을 11~13%포인트 증가시키는 것으로 추정되었다. 노동조합이 근로자의 고용안정에 미치는 효과를 세부적으로 살펴보기 위하여 Fairlie(2003)가 개발한 비선형분해 방법을 사용하여 분석하였다. 비선형분해(Non-linear decomposition) 방법을 사용하여 노조-비노조 간 직장이 직률의 차이를 근로자의 관측되는 변수에 의해 설명되는 부분과 설명되지 못하는 부분으로 나누어 살펴볼 때 설명되는 부분의 기여도가 67~74%로서 추정되고 설명되지 못하는 부분이 나머지 26~33%를 차지함을 알 수 있다. 이는 노동조합이 조합원들의 고용안정에 기여한 부분 외에도 노조에 가입된 근로자의 직장이직 성향이 노조에 가입되지 않거나 노조가 조직되어 있지 않은 사업장에 종사하는 근로자보다 평균적으로 낮음을 시사한다. 실증분석 결과는 노동조합의 고용안정 효과는 최대 7~9%포인트 경계 안에서 한정됨을 시사한다. 노동조합의 고용안정에 미치는 효과가 이처럼 작은 원인은 기업별 단체교섭구조, 외환위기 이후 기업경쟁의 심화, 기업규모별 노동시장 분절화 등 다양한 원인을 추론해 볼 수 있을 것이다.

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