• 제목/요약/키워드: Tobit regression analysis

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근골격계 질환에 대한 한방의료기관 이용이 양방의료기관 이용에 미치는 영향 - 한국의료패널 자료를 이용하여 - (The Relationship between the Use of Korean and Western Medicine in treating Musculoskeletal Disease)

  • 최병희;손지형;임병묵
    • 대한한의학회지
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    • 제35권3호
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    • pp.22-31
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    • 2014
  • Objectives: The aim of this study was to identify the complementary and substitute relationships between the use of Korean medicine (KM) and that of Western medicine (WM) in the treatment of musculoskeletal disease. Methods: We analyzed the 2009 Korea Health Panel dataset. General characteristics and the medical utilization of respondents were analyzed descriptively. Logistic regression, negative binominal regression, and Tobit regression analysis were used to identify the relationships between the use of KM and the use, visit frequency, and expenses of WM, respectively. Results: In the treatment of musculoskeletal disease, KM use and non-herbal treatments with Korean medicine significantly reduced WM use. Herb medication use significantly increased WM visit frequency. There were no significant relationships between KM use and WM expenses. Conclusions: There are substitute relationships between WM use and KM use, especially non-herbal treatments in KM. Therefore we need to develop the clinical protocols of KM and WM treatments in the treatment of musculoskeletal disease for proper distribution medical resources.

웹 로그 데이터를 이용한 온라인 소비자의 가격민감도 영향 요인에 관한 연구 (Determinants of Online Price Sensitivity Using Web Log Data)

  • 전종근;박철
    • Journal of Information Technology Applications and Management
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    • 제13권1호
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    • pp.1-16
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    • 2006
  • This paper empirically analyzed consumer price search behavior using Web log data of a Korean web site for price comparison. Consumer click-stream data of the site was used to test the effects of price level, product category, third party certification, reputation of retailers on click behavior. According to the descriptive statistics, 67.4% of shopbot users clicked the offer which was the lowest price returned in a search. We found that third party certification and reputation of retailers were significant determinants of clicking the lowest priced offer from legit analysis. We also applied Tobit regression analysis to estimate the price premium of the two determinants, but only reputation of retailers was found to have price premium of 4.9%.

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The Impact of Online Reviews on Hotel Ratings through the Lens of Elaboration Likelihood Model: A Text Mining Approach

  • Qiannan Guo;Jinzhe Yan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권10호
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    • pp.2609-2626
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    • 2023
  • The hotel industry is an example of experiential services. As consumers cannot fully evaluate the online review content and quality of their services before booking, they must rely on several online reviews to reduce their perceived risks. However, individuals face information overload owing to the explosion of online reviews. Therefore, consumer cognitive fluency is an individual's subjective experience of the difficulty in processing information. Information complexity influences the receiver's attitude, behavior, and purchase decisions. Individuals who cannot process complex information rely on the peripheral route, whereas those who can process more information prefer the central route. This study further discusses the influence of the complexity of review information on hotel ratings using online attraction review data retrieved from TripAdvisor.com. This study conducts a two-level empirical analysis to explore the factors that affect review value. First, in the Peripheral Route model, we introduce a negative binomial regression model to examine the impact of intuitive and straightforward information on hotel ratings. In the Central Route model, we use a Tobit regression model with expert reviews as moderator variables to analyze the impact of complex information on hotel ratings. According to the analysis, five-star and budget hotels have different effects on hotel ratings. These findings have immediate implications for hotel managers in terms of better identifying potentially valuable reviews.

사회성과인센티브 참여기업의 사회적 가치 효율성 (The Efficiency of Social Value Among Social Enterprises in Social Progress Credit)

  • 이원희;이성희
    • 한국산업정보학회논문지
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    • 제28권1호
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    • pp.71-82
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    • 2023
  • 사회문제 해결의 대안으로 사회적 경제주체가 중요한 대안으로 주목받고 있다. 사회성과인 센티브프로그램(SPC)은 화폐적 가치로 측정된 사회적 성과 규모에 따라 인센티브를 지급하는 민간사업이다. 본 연구는 SPC 사업에 참여한 기업들을 대상으로 DEA를 적용하여 효율성을 측정하고 토빗회귀분석을 통하여 효율성에 영향을 미치는 요인을 분석하였다. DEA 분석결과 SPC에 참여한 사회적 기업 중 23%는 효율적이나 66%는 운영 개선이 필요한 것으로 나타났다. 토빗회귀분석에서는 제조업인 경우 상대적으로 효율성이 낮았으며 매출액의 제곱항이 포함된 경우 매출액이 증가할수록 효율성이 낮아지는 것으로 나타났다. 이를 통하여 임계점을 넘기 전까지 효율성이 낮은 단계에서는 외부 지원이 필요하며 일정 수준 이상으로 성장할 경우 사회적 가치 창출 효율성이 높아지는 구조가 나타남을 확인하였다. 또한, 사회적 기업의 가장 핵심적인 성과라고 판단되는 화폐화된 사회적 성과를 중심으로 효율성 분석을 수행하면서 전통 산업 효율성 분석에 사용된 변수들을 접목시켜 사회적기업 특성에 맞는 생산성과 경제적 성과를 접목시켰다는 데에서 의의가 있다. 향후 사회적 기업들의 사회적 가치 창출에 있어서 필요한 환경 조성 및 분야별 필요조건을 도출하는 연구에 기여할 것이라 기대된다.

Performance Evaluation of SME Banking in Bangladesh using Stochastic Frontier Analysis

  • Hossain, M.K.;Hossain, M.A.;Baten, M.A.
    • 아태비즈니스연구
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    • 제7권1호
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    • pp.31-42
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    • 2016
  • Small and Medium Enterprises (SMEs) are suitable to provide employment with lower investment in densely populated countries like Bangladesh. A stochastic frontier model is used to evaluate performance of SME Banking of the commercial banks in Bangladesh. Input (Total Deposit, Cost of Fund and Salary Expenditure) and output (Finance to SME) data are collected on 45 banks which are dealt with SME for 13 quarters from $1^{st}$quarter of 2010 to $2^{nd}$quarter of 2013. Average performance of the SME banking is 0.716 in Bangladesh. That is, banks have opportunity to increase 30% performance in SME banking from the same inputs. Bangladesh Development Bank has lowest performance (0.540) while Eastern bank has the highest performance (0.753). Highest (0.743) and lowest (0.662) performance is observed during the second quarter of 2013 and fourth quarter of 2010 respectively. Inefficient Bank might be benefited by following the rules of efficient banks.

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기혼여성의 노동공급 결정요인에 관한 연구 (An Analysis on the Determinants of Labor Supply for Married Women)

  • 김지경;조유현
    • 대한가정학회지
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    • 제39권2호
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    • pp.15-24
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    • 2001
  • The purpose of this research was to investigate the factors affecting the labor supply of married women. Based on the theoretical review of the process for the labor supply of married women and the review of previous research, the emperical specification was deduced as a function of husband's income, assets, education and age, the number of children and home ownership. The data of this research was collected with questionnaire in 1998. The data consisted of the answers by 200 married women. For the measurement of the emperical specification, Logit, Tobit, and Selection Bias Corrected Regression which modifies selection bias were used. Although several different discussions can made depending on the measurement method, the emperical result of this research showed that the labor supply of married women is explained by husband's income, assets, the level of education and work experience.

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실손형 민간보험의 비급여 보장축소가 한방의료이용에 미친 영향 (The Effect of Private Health Insurance Coverage Reduction on the Korean Medicine Utilization)

  • 박민정;고성규
    • 대한예방한의학회지
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    • 제19권3호
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    • pp.57-66
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    • 2015
  • Objective : Private health insurance coverage in Korean medicine has been reduced since October 2009 for preventing unnecessary utilization. The aim of this study is to identify how private health insurance coverage reduction affects on the Korean medicine utilization. Method : We analyzed the Korea Health Panel data from 2008 to 2012. Panel negative binominal regression model was used to analyze the relationship between private health insurance coverage reduction and utilization of outpatient service. Panel tobit regression analysis was used to identify the relationship between private health insurance coverage reduction and health expenditure of outpatient service. Results : Private health insurance coverage reduction significantly dropped both utilization and health expenditure of outpatient service by 9%, 9.22% respectively. In addition, therapeutic utilization significantly decreased up to 10%. Conclusion : Private health insurance coverage reduction seems to have an effect to reduce both utilization and the health expenditure of Korean medicine outpatient service. This effect was more noticeable in the therapeutic utilization. Thus, more elaborate policy will be needed to prevent unnecessary utilization of Korean medicine.

Effects of Asset Diversification and Human Capital Efficiency on Bank Performance: Evidence from Asian Countries

  • BAWONO, Suryaning;SANUSI, Anwar;SUPRIADI, Bambang;TRIATMANTO, Boge;WIDARNI, Eny Lestari
    • The Journal of Asian Finance, Economics and Business
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    • 제10권1호
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    • pp.123-132
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    • 2023
  • This study seeks to determine if the efficiency of bank human resources, as played by human capital, impacts the performance and diversification of banks. This study uses secondary data from data obtained from 385 commercial banks in 33 countries in Asia during the 2010-2020 period with the diversification analysis method. We use the Z-score to measure the amount of standard deviation that must be from earnings (ROAA). We examined it using the Tobit regression technique. According to the regression estimation results, human capital has a significant role in the performance and effective diversification of Asian banks. The human capital efficiency coefficient (HCE) is significantly negative with the cost-to-income ratio (CTIR) and significantly positive with Profitability, Financial Stability, and cost efficiency score. The level of efficiency of human resources has an effective role in increasing human capital which has an impact on bank diversification and performance. The development of human resources in a human capital framework plays an important role in the diversification and improvement of bank performance. Human capital has a significant role in the performance and effective diversification of Asian banks. The level of efficiency of human resources has an effective role in increasing human capital which has an impact on bank diversification and performance.

Assessment of the willingness to pay in relation to public value in forests

  • Park, Jaehong;Kim, Sounghun;Hong, Seungjee
    • 농업과학연구
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    • 제48권3호
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    • pp.545-555
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    • 2021
  • This study aimed quantitatively to estimate the recent level of recognition of the public value of forests in Korea, to analyze the factors that affect their value, and to present implications. The average annual payment regarding the public value of forests estimated using the contingent valuation method was 234,170 won, broken down into 12 functionalities. The Tobit model was used to analyze demographic factors affecting the degree of willingness to pay, and the analysis showed that area of residence, age, marital status, occupation, household income, and visits to forest facilities all had statistically significant impacts on the degree of willingness to pay. Among these variables, living area (living in Seoul), marriage status (married), occupation (professional and office workers), and household income (more than the median income) were found to have a positive relationship with the degree of willingness to pay, while age and the number of visits to forest facilities were found to have a negative relationship. The implications are as follows: First, it is necessary to establish and implement policies to enhance positive perceptions of the various functions of forests and the legitimacy of protecting forest resources, considering that the public's valuation of various public functions provided by forests is directly related to changes in perception. Second, public evaluations of the public value of forests remain at a low level, meaning that education and promotions regarding the public value of forests need to be implemented and strengthened in the future. Finally, in order to form a consensus among people on the public functions of forests, customized promotions and educational events need to be implemented for non-Seoul residents, non-professionals, the unmarried, and for those who regularly visit forests.

국내 육종업체의 기술 및 규모효율성 분석 -민간육종연구단지 조성을 계기로- (Measuring Technical and Scale Efficiencies of Korean Seed Companies -On the Outset of Establishing the Center for Private Seed Companies-)

  • 김은순;최세현;조재환;정용관;나정현
    • 한국유기농업학회지
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    • 제22권1호
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    • pp.1-23
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    • 2014
  • The purpose of this paper was to measure technical efficiencies and scale efficiencies of Korean seed industry by DEA method, and to identify the factors affecting the efficiencies by Tobit regression model. Survey data of 50 seed companies nationwide were applied for the analysis. The average score of overall technical efficiency for the surveyed companies in 2012 was 0.44, which is decomposed into pure technical efficiency 0.68 and scale efficiency 0.63. A majority of the seed companies exhibited at least one form of inefficiency except a few companies in optimal scale. It was also shown the most companies were operating in the stage of increasing returns to scale, which implies Korean seed companies are mainly in smaller scale than optimal. Additional results suggest that the Center for Private Seed Companies, which will be established at Gimje in 2015, plays an important role to make domestic seed companies improve their scale efficiency as well as pure technical efficiency by way of enlarging their size and co-using the high technology in the Center.