• Title/Summary/Keyword: Tobit

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Evaluation of regional Eco-Efficiency and its influencing factors in China: Based on Super-SBM and Tobit model (Super-SBM 및 Tobit 모델을 기반으로 한 중국지역 환경효율성 평가 및 영향요인 연구)

  • Yinjin Zeng;Jae yeon Sim
    • Industry Promotion Research
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    • v.9 no.1
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    • pp.259-273
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    • 2024
  • In this study, 31 provincial-level administrative regions in China from 2011 to 2021 were taken as the research objects, and the super-SBM model was used to measure the regional eco-efficiency with capital, labor, land and resource input as input variables, GDP and green coverage as the desirable outputs, and wastewater, waste gas and solid waste emissions as the undesired outputs. Tobit regression was used to analyze the effects of external environmental factors on eco-efficiency. The results showed that the average level of eco-efficiency in China was low, and the eco-efficiency in the eastern region was higher than that in other regions, and there were great differences in the western, northeast and central regions.

Regional Variation in National Gastric Cancer Screening Rate in Korea (국가 위암검진 수검률의 지역 간 변이)

  • Park, Ju Hyun;Choi, So-Young;Lee, Kwang-Soo
    • Health Policy and Management
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    • v.27 no.4
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    • pp.296-303
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    • 2017
  • Background: This study purposed to analyze regional factors related to gastric cancer screening rate provided by national cancer screening program in Korea. Methods: The unit of analysis was administrative districts of si gun gu level. Dependent variable was regional gastric cancer screening rate provided by national cancer screening program, and regional variables were selected to represent the regional characteristics such as demographic, health behavior and status, socioeconomic, and health resource. Tobit regression was applied for the analysis. Results: Analysis results showed that gastric cancer screening rate was varied depending on regions from 47.8% to 69.1%. Tobit regression showed that gastric cancer screening rate had negative relationships with smoking rate, financial independence rate, and National Health Insurance premium per capita. And regional gastric cancer screening rate had positive relationships with sex ratio and number of gastric cancer screening center. Conclusion: Regional characteristics should be considered in establishing regional policies for increasing the gastric cancer screening rate.

Analyzing the Influence Factors on Efficiency of Public Libraries in Metropolitan Cities by DEA and Tobit Model (DEA와 Tobit 모형을 이용한 대도시 공공도서관의 효율성 영향요인 분석)

  • Lee, Sang-Su;Han, Ha-Neul
    • Journal of Information Management
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    • v.41 no.2
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    • pp.111-131
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    • 2010
  • This paper examines the levels and influence factors on efficiency of public libraries in metropolitan cities. For this purpose, In the first stage, the efficiency score analysis of 129 sample public libraries has been undertaken. In the second stage, the efficiency scores obtained from the first stage are regressed on environmental factors. The result of this study shows that : (1) main source of technical inefficiency is pure technical inefficiency rather than scale inefficiency; (2) it is positive effect environmental factors on the efficiency that the population, the dummy variable of capital area.

A Study on Determinants Affecting At-home Laver Consumption Expenditures : Type II Tobit Model Treating Sample Selection Bias (김 가정 소비 지출의 결정 요인 분석 : 선택 편의를 고려한 Type II 토빗 모형을 이용하여)

  • Lee, Min-Kyu;Park, Eun-Young
    • The Journal of Fisheries Business Administration
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    • v.40 no.3
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    • pp.147-167
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    • 2009
  • The objective of this study is to analyze the determinants of at-home laver consumption expenditures using the data from a survey of households implemented in 2009. It happened that non-response ratios of monthly expenditures on dry laver and flavored laver among sampled households are 18.8% and 25.6%. Accordingly, this study tries to analyze the determinants affecting at-home laver consumption expenditures by using type II tobit model, one of sample selection models, to deal with sample selection bias caused from non-response data. Analysis results show the age variable positively affects expenditures on dry laver but negatively contributes to expenditures on flavored laver. In addition, the household size, the household's income, the degree of preference for laver have positive relationships with both expenditures. Household size elasticity and income elasticity of the expenditure on dry laver are estimated as 0.220 and 0.251. In the case of flavored laver, these elasticities are estimated as 0.484 and 0.261. Such analysis results can provide information on division of the at-home laver consumption market into groups with high willingness to expense and implementation of detailed marketing strategies to increase at-home laver consumption. The methodology of this study can be applied to consumer preference analysis on other marine products and other analyses on sample with non-response data in the fishery research.

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A Study on Measuring Hospital Efficiency and Analyzing Its Determinants in Tertiary Hospitals: Data Envelopment Analysis (3차병원의 생산 효율성 측정 및 결정요인 분석)

  • Yang, Dong-Hyun;Suh, Won-Sik;Park, Kwang-Hoon
    • Korea Journal of Hospital Management
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    • v.2 no.1
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    • pp.183-202
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    • 1997
  • Health care organizations have been faced with financial difficulties under turbulent health care environment. This situation led hospitals to concentrate their efforts to improve their managerial efficiency in various ways. This study aims to evaluate technical efficiency of 31 tertiary hospitals in Korea and find determinants which are closely related with hospital efficiency. Data envelopment analysis(DEA) and Tobit Model were adopted for study. For the analysis, human resource factors such as number of physicians, nurses, and administrative staffs are used as input variables and the number of inpatients and outpatients) are used as output variables. Among 31 hospitals, in CCR model, 8 hositals showed efficiency score 1 which means they have been operated in very efficient ways and BCC model showed 13 of 31 hospitals as efficient organizations. Next, we analyzed determinants which are closely related with hospital efficiency. By using Tobit model, the study showed hospital size, Quality of care, value added per capita, and revenue per patient were closely related with hospital efficiency, However, it appeared that financial status of hospitals(i.e : making profit or not) was not related with hospital efficiency.

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The analysis of socio-economic determinants of demanders for cultural performance (문화공연에 대한 사회·경제적 수요 특성 분석)

  • Lee, Joo-Suk;Kwak, Seung-Jun;Cho, Seung-Kuk
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.5
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    • pp.3155-3161
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    • 2015
  • This paper attempts to analyze the socio-economic determinants of demanders for cultural performance. To take into account zero responses (no expenditure or no experience for cultural performance, this paper employed a two-equation model and tobit model. the results of this study can be obtained the following conclusion. The demands of performing arts tend to be increased to people as they were younger, women, more earned and higher educated. In addition, the income is inelastic to demand. And after a certain age (peak age), the demand is increased.

Analysis of Bank Efficiency Between Conventional Banks and Regional Development Banks in Indonesia

  • ABIDIN, Zaenal;PRABANTARIKSO, R.Mahelan;WARDHANI, Rhisya Ayu;ENDRI, Endri
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.1
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    • pp.741-750
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    • 2021
  • The research aims to analyze the level of efficiency by grouping banks during the period 2017 - 2018 into category 1 and category 2 banks and then dividing them as Regional Development Banks (BPD) and Non-BPD Conventional Commercial Banks (BUK) within each category. The research objects are banks within the categories BPD and BUK comprised 18 BPDs and 35 BUKs. The research methodology uses 3 stages, first, using Data Envelopment Analysis (DEA) we measure the level of bank efficiency; second, using the Tobit regression model we evaluate the effect of financial performance on DEA efficiency, and third, using the Mann-Whitney test we determine whether there is a difference in the efficiency of category 1 and 2 banks. The results showed that there was a decrease in the efficiency of category 1 and 2 banks but on average, the efficiency of category 1 banks is higher than category 2 banks. The estimation results of the Tobit regression model show that only the ROA variable affects the efficiency level of category 1 banks, while category 2 banks are influenced by NPL and ROA variables. In the Mann-Whitney test, it was proven that there were differences in efficiency between BUK and BPD in category 1 and 2 banks.

Determinants of the Extent of Individual Credit Rationing: A Case Study of Can Tho Military Commercial Joint Stock Bank, Vietnam

  • DANG, Quang Vang;TRAN, Viet Thanh Truc;VUONG, Quoc Duy
    • The Journal of Asian Finance, Economics and Business
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    • v.9 no.7
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    • pp.81-91
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    • 2022
  • The aim of this paper was to analyze the determinants of the extent of individual credit rationing at Can Tho Military Commercial Joint Stock Bank (MB). The data was collected from 150 customers according to the systematic random sampling method listed in the bank. This study employed quantitative analysis methods, and Tobit regression model, to test the proposed hypotheses. The results showed that the average loan amount of an individual customer was 1,181.3 million VND, the average credit limit was 48.6%, and the average interest rate was 10.9% per year. Most of the individual customers borrowed money to buy properties. In addition, the analysis results also indicated that individual borrowers still faced some difficulties in accessing bank credit, such as cumbersome procedures, long waiting times, insufficient collateral assets, and loan documents. The results of the Tobit model pointed out that there were five factors affecting the degree of credit rationing to individual customers at the bank, including (1) Collateral, (2) Income, (3) Credit history, (4) Loan purpose, (5) Relationship between borrower and bank. Based on the empirical findings, the possible solutions for the bank and individual borrowers to improve credit efficiency for individual customers at commercial banks are obtained.

Benchmarking the Regional Patients Using DEA : Focused on A Oriental Medicine Hospital (자료포락분석방법을 이용한 내원환자의 지역별 벤치마킹분석 : 일개 한방병원을 중심으로)

  • Moon, Kyeong-Jun;Lee, Kwang-Soo;Kwon, Hyuk-Jun
    • The Journal of Society for e-Business Studies
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    • v.19 no.3
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    • pp.91-105
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    • 2014
  • This study purposed to benchmark the number of patients who visited an oriental medicine hospital from its surrounding regions using data envelopment analysis (DEA) model, and to analyze the relationships between regional characteristics and efficiency scores from DEA. Study data was collected from one oriental medicine hospital operated in a metropolitan city in Korea. Patient locations were identified at the smallest administrative district, Dong, and number of patients was calculated at the Dong level based on the address of patients in hospital information system. Socio-demographic variables of each Dong were identified from the Statistics of Korea web-sites. DEA was used to benchmark the number of patients between Dongs and to compute the efficiency scores. Tobit regression analysis model was applied to analyze the relationship between efficiency scores and regional variables. 6 Dongs were identified as efficient after DEA. In Tobit analysis, number of medical aid recipients and number of total population in each Dong was significant in explaining the differences of efficiency scores. The study model introduced the application of DEA model in benchmarking the patients between regions. It can be applied to identify the number of patients in each region which a hospital needs to improve their performances.

The factors affecting Visitors' Spending on Local Festivals by applying the Tobit Model -Based on Rice Festivals in Two Regions- (Tobit 모형을 이용한 지역축제 방문객의 지출 영향요인 -두 지역 쌀 축제를 중심으로-)

  • Baik, Un-Il
    • The Journal of the Korea Contents Association
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    • v.12 no.9
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    • pp.479-488
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    • 2012
  • The purpose of this study was to determine the impact in visitors' spending on two separate local festivals, and to present the improved market strategies to attract visitors to revisit the local festivals. This study was also intended to suggest the ways to increase the competitiveness and revitalize the local festivals by improving the existing attractions and creating new attractions based on the visitors' evaluation. On the purpose of the study, we studied the visitors of two local ricefests, Icheon Rice Cultural Festival and Rice Festival in Jincheon Chungbuk, and estimated the determinants influencing the visitors' spending to the festivals by applying Tobit model. Finally, to estimate the behavioral differences in visitors of the two festivals, we compared the estimated determinants for the visitors of each festival by using Log-likelihood Ratio, and analyzed the differences in the factors influencing the visitors' spending. Summarizing the propensity of visitor's spending to local festivals, visitors of two rice festivals buy or tended to buy things on impulse. Therefore, festival industry needs to take measures to efficiently accommodate their expenditures from the stage of designing festivals.