• Title/Summary/Keyword: Frontier Model

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Performance Evaluation of SME Banking in Bangladesh using Stochastic Frontier Analysis

  • Hossain, M.K.;Hossain, M.A.;Baten, M.A.
    • Asia-Pacific Journal of Business
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    • v.7 no.1
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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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A Review on Marketing Models' Implications to Market Positioning: With a Focus on the Hauser and Shugan Model (마케팅 모형의 포지셔닝 관련 시사점에 대한 고찰: Hauser and Shugan 모형을 중심으로)

  • Won, Jee-Sung
    • Journal of Distribution Science
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    • v.14 no.11
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    • pp.61-73
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    • 2016
  • Purpose - Marketing scholars have developed various types of mathematical models for describing marketing phenomenon, because there is no single model comprehensive enough to incorporate all the relevant marketing phenomena. This study tries to summarize the behavioral foundations and the mathematical derivations of the most widely used marketing models and discusses their strategic implications. This study selected four representative marketing models: multinomial logit(MNL) model, elimination-by-aspects(EBA) model, Hauser and Shugan model and Bass diffusion model. Especially, this study focuses on Hauser and Shugan(1983)'s Defender model and discusses the model's behavioral foundation and its implications. Research design, data, and methodology - Of the four selected model, the multinomial logit model is selected as the basic normative model and the other three models are described as descriptive models in contrast. Starting the discussion from the multinomial logit model, this study explains what important strategic variables are incorporated in each of the four models. The IIA(independence of irrelevant alternatives) axiom and Luce choice model is also discussed in relation to the multinomial logit model. The concept of 'efficient frontier' is discussed in relation to Hauser and Shugan's model. Graphs and tables are used to represent the key implications. No empirical study is included. Results - The analyses of the mathematical marketing models are shown to be very useful in understanding the essence of positioning strategy. The multinomial logit model implies the importance of increasing utility or consumer preference level. The EBA model implies the importance of lowering the inter-brand similarity and dominating the competitors. Hauser and Shugan model implies the importance of considering customer heterogeneity distribution in selecting the target market. Conclusions - It is shown that the concepts of 'efficient frontier' is useful in understanding the effectiveness of positioning strategy. Market positioning can be understood as occupying some place on the efficient frontier. The important strategic implications can be summarized as follows: Always try to increase customer preference by providing what they value, and differentiate from competing alternatives as much as possible. The best positioning strategy is to dominate all the competitors and the worst is to be dominated by the competitors.

An Analysis on the Efficiency of Container Terminal using Stochastic Frontier Model (SFM을 이용한 컨테이너터미널의 효율성 분석)

  • Kim Un-Soo;Kwak Kyu-Seok
    • Journal of Navigation and Port Research
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    • v.29 no.1 s.97
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    • pp.105-111
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    • 2005
  • Recently, global terminal operotors are struggling to attract more cargoes into their ports through enlarging facilities and trying to be more efficient operotion Many researches on container terminal efficiency have been conducted, but most of the traditional studies are focused on the partial efficiency of the container terminal using quantitative questionnaires and basic statistical data In this paper, the Stochastic Frontier Model of the interaction among the variables was employed to execute numerical analysis on the efficiency of terminal. The objective of this paper is to measure the level of efficiency in the container terminals every year and to assess the influence in container terminal's efficiency on domestic and foreign terminals by changing the terminal scales and the level of input factors.

An Analysis on Technical Efficiency of Apiculture Farming in Korea (양봉농가의 기술적 효율성 분석)

  • Yeo, Min-Su;Hong, Seung-Jee
    • Korean Journal of Agricultural Science
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    • v.37 no.3
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    • pp.509-514
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    • 2010
  • The purpose of this study is to analyze the technical efficiency and its determinants for Korean Apiculture farming by using from door to door and e-mail inquiry data. The analysis was implemented through the Cobb-Douglas stochastic frontier production function (SFPF) model including the technical inefficiency effect model for cross-sectional data. To measure the SFPF model, honey production was used for a dependent variable, and for input variables labor cost, preventive cost, material cost, feeding cost, depreciation cost were used. Farmer's age, farmer's career, farming scale, full-time or half-time firm and movement or fixed firm variables were used to measure the inefficiency effect model. The average technical efficiency on apiculture farming in Korea is estimated to be 0.8112. It means that there were technical inefficiency of about 18.88% in Korea apiculture farming. In this study there are some suggestions which could increase the technical efficiency of Korean apiculture farming.

A Bayesian Stochastic Frontier Estimation of Efficiencies for Strawberry and Tomato Farming : Effect of Environmentally Friendly Farming (베이지언 확률프론티어 기법을 이용한 딸기 및 토마토 친환경재배의 효율성 분석)

  • Park, Ho-Jeong;Yang, Seung-Ryong
    • Korean Journal of Organic Agriculture
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    • v.24 no.3
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    • pp.355-368
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    • 2016
  • There are growing interests in environmental friendly cultivation for the matter of health concern. This study analyzes an economic efficiency of strawberry and tomato farming by considering the role of environmentally friendly cultivation. The Database of Rural Development Administration is used for strawberry and tomato farming households. We adopt a Bayesian stochastic frontier model to resolve a small sample property of the data. Empirical finding is that environmentally friendly cultivation improves the revenue of farming but the effect on net profit is not conclusive which calls for future research.

Characterization of tensile damage progress in stitched CFRP laminates

  • Yoshimura, Akinori;Yashiro, Shigeki;Okabe, Tomonaga;Takeda, Nobuo
    • Advanced Composite Materials
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    • v.16 no.3
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    • pp.223-244
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    • 2007
  • This study experimentally and numerically investigated the tensile damage progress in stitched laminates. In particular, it focused on the effects of stitching on the damage progress. First, we experimentally confirmed that ply cracks and delamination appeared under load regardless of stitching. We then performed damage-extension simulation for stitched laminates using a layer-wise finite element model with stitch threads as beam elements, in which the damage (ply cracks and delamination) was represented by cohesive elements. A detailed comparison between observation and the simulated results confirmed that stitching had little effect on the onset and accumulation of ply cracks. Furthermore, we demonstrated that the stitch threads significantly suppressed the extension of the delamination.

A Study on the Efficiency Analysis of Abalone Aquaculture in Wando Region Using Stochastic Frontier Approach (SFA를 이용한 전복 양식업의 지역별 효율성분석에 관한 연구 - 완도지역을 중심으로 -)

  • Kim, Hye-Seong;Song, Jung-Hun
    • The Journal of Fisheries Business Administration
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    • v.43 no.2
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    • pp.67-77
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    • 2012
  • Based on the survey on aquaculture management status in Nohwa-eup, Bogil-myeon, Wando-eup in Wando region, this study aimed to estimate productive efficiencies of abalone aquaculture production using a stochastic frontier approach (SFA) and to find out their determinants. In the analysis, a Cobb-Douglas production function with an inefficiency term that follows an halfnormal distribution was assumed for the estimation of productive efficiencies. Then, based on the outcomes of productive efficiencies, determinants of productive efficiency were investigated using a tobit regression model. Results showed that the average inefficiency was estimated to be 10% and the production size would be a statistically significant variable for the production. In addition, it was shown that the cage installing method would be an important factor affecting to the level of productive efficiency.

A Comparative Study of the Relationship between Port Effeciency and Ownership Structure (항만 소유구조에 따른 효율성 모형 비교연구)

  • Hwang, Jin-Soo;Jorn, Hong-Suk;Kan, Sung-Chan
    • The Korean Journal of Applied Statistics
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    • v.22 no.6
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    • pp.1167-1176
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    • 2009
  • Few studies have investigated the quantitative relationship between port ownership structure and port efficiency with mixed results. This paper therefore contributes to the empirical literature by investigating the impact of port privatization on port efficiency using sample data drawn from the world's major ports. Moreover, this study applies the Bayesian approach to estimate the impact of port ownership on port efficiency. We fit Bayesian stochastic frontier model which is introduced by Griffin and Steel (2007) by WinBUGS. World's 25 main ports data are used for analysis. Based on MCMC sampling, we estimate parameters of the model and efficiency index of each ports. Moreover, we add estimates from package Frontier 4.1c in order to compare them with Bayesian results.

Comparison of Stochastic Frontier Models in Application to Analysis on R&D and Production Efficiency (R&D와 생산효율성 관계에 관한 계량모형 비교연구: 확률적 생산변경모형을 중심으로)

  • Lee, Young Hoon
    • Economic Analysis
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    • v.17 no.1
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    • pp.103-130
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    • 2011
  • This paper intends to provide applied economists which study the effects of research and development with valuable information on econometric model selection. It includes extensive discussion on econometric models which have been applied for the study on the relationship between research and development and productivity. In particular, it compares various stochastic production frontier models which have been developed recently. The discussion decomposes them into models with scaling property and the ones with nonscaling property as well as models with monotonic and nonmonotonic relationships between research and development and productivity. Finally, this paper applies the models to two different panel data sets (firm level data and country level data) and compare estimation results from competing econometric models.

프론티어 모델을 이용한 수익성분석

  • Im, Seung-Beom;Gang, Chang-Wan;Seo, Myeong-Rok;Choe, Yong-Seok
    • Proceedings of the Korean Statistical Society Conference
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    • 2003.10a
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    • pp.289-294
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    • 2003
  • 최근 활발히 행하여지는 금융 CRM(Customer Relationship Management)은 은행의수익성 제고를 위하여 개별고객의 주요특성(거래이력, 가치 등)을 파악하고, 이를 근거로 유사한 고객들을 분류하여 고객관리 방안을 찾는데 그 목적이 있다. 본 연구에서는 B은행의 실제 CRM을 통하여 수익성을 높일 수 있는 마케팅 시사점을 도출하고자 하며 이러한 마케팅의 도출과 목표가 되는 고객을 어떻게 선정할 것인가의 질문에 대한 방법으로 계량경제학 분야에서 기업단위연구의 생산효율성을 측정하기 위하여 사용되어지고 있는 SFM(Stochastic Frontier Model)과 OLS(Ordinary Linear Model)의 방법을 사용하였다.

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