• 제목/요약/키워드: Data Envelopment Analysis (DEA) BCC model

검색결과 89건 처리시간 0.025초

체선을 고려한 항만의 효율성 분석에 관한 연구 (Efficiency Analysis of Port Considering Congestion)

  • 이태휘
    • 한국항만경제학회지
    • /
    • 제33권4호
    • /
    • pp.135-148
    • /
    • 2017
  • 본 연구는 다음과 같은 문제를 제기한다. 체선이 항만의 운영 효율성에 어느 정도 영향을 미치는가? 이 연구 문제에 대한 답하기 위해 본 연구에서는 SBM-DEA 모형을 이용하여 체선을 고려한 항만의 효율성을 분석하고 DEA-CCR BCC 모형의 연구 결과와 비교하였다. 먼저 DEA-CCR BCC 분석 결과, 부산(2011), 울산(2011)이 효율적인 DMU로 나타났으며 DEA-BCC 모형 분석 결과, 부산(2011), 울산(2011), 울산(2012), 부산(2012), 여수 광양(2012)이 효율적인 DMU로 나타났다. 체선을 고려한 SBM-DEA 모형 분석 결과, 울산(2012), 부산(2011), 부산(2012), 인천(2011), 울산(2011)이 효율적인 DMU로 나타났다. DEA-CCR BCC 결과와 SBM-DEA 결과 간 불일치를 보여 체선이 항만의 운영 효율성에 미치는 영향이 크지 않은 것으로 나타났으며 체선선박척수의 잔여물을 제거한다면 인천항은 3년간 총 11.9억 원, 여수 광양항은 3년 간 총 65.52억 원의 비용 보존이 가능한 것으로 나타났다.

다점포 운영 푸드서비스 기업의 효율성 측정에 관한 연구 - DEA 및 효율, 수익 매트릭스 분석을 중심으로 - (The Analysis of Contract-Foodservice Operational Efficiency using Data Envelopment Analysis and Efficiency-Profit Matrix)

  • 김태희;박주연
    • 동아시아식생활학회지
    • /
    • 제20권5호
    • /
    • pp.823-835
    • /
    • 2010
  • The research aimed to measure the efficiency of using multi stores in a foodservice company using by DEA (data envelopment analysis) which is a new management science technique. The study also attempted to identify relevant variables affecting DEA efficiency in order to suggest methods for improving efficiency. The data were collected from 148 contract foodservice operations, which were operated in similar fashion in October 2009. The DEA efficiency was calculated as an output-oriented BCC Model. Sales, and CSI (customer satisfaction index) were used as output variables whereas food cost, labor cost, and management expense were used as input variables to calculate the DEA efficiency. Operation process variables of the unit consisted of the were consist of ratio of regular employee, ratio of housekeeper, meal counts, meal price, food cost per meal, contract period, number of menu items, forecasting accuracy, order accuracy, inventory turnover, use of processed food, deviation of food cost, number of new menus, and number of events. According to the BCC score and profitability, units were classified into four groups: High efficiency-high profitability (HEHP), High efficiency-low profitability (HELP), Low efficiency-high profitability (LEHP), and Low efficiency-low profitability (LELP). The HEHP group contained 54 units, which mostly contracted management fee type and had a high meal price. The units were also very large and, served three meals. Twenty of the units were operated with high labor cost: most of these were factories and hospitals. The LEHP group contained 20 units, that were mainly office stores of large scale and medium price. Fifty-four LELP group had a low meal price. A high performance group must have high efficiency, profitability, and satisfaction. The BCC score was over 0.969, the meal price was over 4,116 won, the food cost was over 2,077 won, and meal counts per month were over 10,212 meals.

DEA를 이용한 한국과 일본 공공병원의 인적자원 효율성 평가 (A Comparative Study on the Human Resource Efficiency between the Korean and Japanese Municipal Hospitals using Data Envelopment Analysis)

  • 남상요
    • 한국병원경영학회지
    • /
    • 제12권1호
    • /
    • pp.51-74
    • /
    • 2007
  • This study applied Data Envelopment Analysis to a set of Korean Public Corporation Medical Centers and Japanese Municipal Hospitals to compare their relative human resource efficiencies. Based on the data provided on the inputs and outputs, the analysis showed Japanese municipal hospitals were relatively efficient than Korean hospitals. The result of analysing BCC model shows 5 hospitals in Japan and 7 in Korea with an efficiency rating of less than 1 as considered relatively inefficient. For the inefficient hospitals the manner in which inefficient hospitals may be made efficient were indicated by the managerial strategies based on dual variables. A subsequent analysis of Wilcoxon rank-sum test revealed that the medical revenue per medical expense, labor cost per value added revenue were statistically significant between efficient and inefficient Korean hospitals and medical revenue per medical expense, labor cost per value added revenue, bed occupancy rate, average length of stay, rate of personnel expenses per medical revenue were statistically significant between efficient and inefficient Japanese hospitals.

  • PDF

컨테이너항만의 경쟁력 측정방법:AHP와 DEA접근 (A Measurement Way of Competition Power of Container Port: AHP and DEA Approach)

  • 박길영;오성동;박노경
    • 한국항만경제학회지
    • /
    • 제21권1호
    • /
    • pp.133-151
    • /
    • 2005
  • The purpose of this paper is to investigate the international competition power between Korean ports and Chinese ports according to the port efficiency scores of DEA(Data Envelopment Analysis) by newly introducing the priority vector of AHP(Analytic Hierarchy Process) to the DEA method. Empirical analysis shows the followings: First, there was not big changes of DEA rankings when we use the input-oriented CCR and BCC models after introducing the AHP priority vectors to the input variables. Yantian Port's competition power was declined, but that of Busan Port was up in the BCC model. Second, there was some changes of DEA rankings when we use the output-oriented CCR and BCC models after introducing the AHP priority vectors to the output variables. Rankings of Dalian, Qingdao, Shanghai Ports were up. But Shekou, Yantian Ports showed the declined ranking position in the CCR model. In the BBC model, rankings of Shanghai and Busan Ports were up. But those of Shekou and Yantian Ports were declined. The main policy implication based on the findings of this study is that The Ministry of Maritime Affairs & Fisheries in Korea and China should introduce AHP and DEA approaches when they measure the international competition power by using the porrt efficiency scores of DEA.

  • PDF

DEA(Data Envelopment Analysis) 모형을 이용한 서울시 지선버스노선의 형평성 분석 (Equity Analysis of Feeder Bus Routes in Seoul using DEA(Data Envelopment Analysis) Model)

  • 한진석;김혜란;고승영
    • 대한교통학회지
    • /
    • 제29권2호
    • /
    • pp.15-24
    • /
    • 2011
  • 본 연구에서는 현행 버스서비스 평가체계를 보완하기 위해 유익투입물을 고려한 수정 BCC 모형을 이용하여 2009년 서울시 179개 지선버스노선의 형평성을 분석하였다. 분석대상은 정류장 수와 운행횟수를 사용하여 형평성 지표와 접근성 지표를 산출하는 형태로 상정하였다. 투입지향 수정 BCC 모형으로 분석한 결과 전체 분석대상 중 약 9%의 노선만이 형평적인 것으로 나타났으며, 평균 형평성 추정치는 0.702인 것으로 분석되었다. 또한 서울시 지선버스노선은 형평성을 개선하기 위해 정류장 수와 운행횟수를 평균적으로 약 60% 이상 증가시킬 수 있는 것으로 나타났다. 토빗회귀분석을 수행하여 분석대상의 형평성에 영향을 미치는 결정요인을 분석한 결과 정류장 수와 운행횟수는 모두 5% 유의수준에서 통계적인 유의미성을 확보하였으며, 정류장 수가 영향력이 가장 큰 결정요인으로 분석되었다.

기업역량을 고려한 외생고정변수를 갖는 IT중소기업 정부자금지원정책 성과평가를 위한 DEA모형 및 활용절차 (DEA Models and Application Procedure for Performance Evaluation on Governmental Funding Projects for IT Small and Medium-sized Enterprises with Exogenously Fixed Variables of Corporate Competency)

  • 박성민;김헌
    • 한국통신학회논문지
    • /
    • 제33권5B호
    • /
    • pp.364-378
    • /
    • 2008
  • Data Envelopment Analysis(DEA) 모형은 다수출력/다수입력을 갖는 IT중소기업 정부자금지원정책 성과평가에 활용가능하다. DEA효율성지수의 정확성 제고를 위해 기업역량을 반영한 외생고정변수를 DEA모형에서 고려할 수 있다. 또한, 다수 DEA기본모형과 확장모형을 활용한 성과평가를 시도함으로써, 단일 DEA모형에 의존하는 성과평가의 한계를 완화할 수 있다. 본 연구는, IT중소기업 정부자금지원시점에서의 기업자산, 매출액, 종업원수를 외생고정변수로 갖는; 1)DEA자료구조 정립; 2)DEA기본모형과 확장모형 수립; 3)실증자료를 이용한 사례분석을 예시한다. DEA기본모형으로 CCR, BCC, Super-efficiency모형, DEA확장모형으로 비제어변수(noncontrollable variables), 비자유변수(nondiscretionary variables)를 갖는 모형을 수립한다. DEA모형 비교 및 Analytic Hierarchy Process(AHP) 가중치를 이용한 통합 활용절차가 설명된다. 모수 비모수분산분석에 의한 기술분야별 DEA효율성지수로써의 성과유의차를 판정한다.

DEA 모형을 이용한 TV홈쇼핑기업의 상대적 효율성 연구 (Efficiency Analysis for TV Home Shopping Companies Using DEA(Data Envelopment Analysis))

  • 김순홍;안영효;오승철
    • 유통과학연구
    • /
    • 제12권8호
    • /
    • pp.5-15
    • /
    • 2014
  • Purpose - The method of TV home shopping is a kind of retail method that provides the viewer with information about products and, further, sells the products to consumers through the media of television. The domestic home-shopping industry has been expanding since 1995, and there are six companies in this arena as of 2012. In this study, we evaluate the management efficiency of TV home-shopping companies and provide suggestions for improving efficiency, using the DEA (data envelopment analysis) model. Hence, we expect to contribute to the progress of the companies' efficiency and the development of the TV home-shopping industry, where deepening competition is inevitable because it is experiencing the maturing market stage in its life cycle. Research design, data, and methodology - Efficiency is the ratio of the quantity of input to the quantity of output of a product or service. It is necessary to estimate aggregate inputs and aggregate outputs, which are calculated by applying a weighting to a number of input and output factors, to measure the efficiency. The DEA model is divided into the CCR model and the BCC model. The CCR model is a basic model that assumed constant returns to scale (CRS), and the BCC model extends the CCR model to accommodate technologies exhibiting variable returns to scale (VRS), and concerns only the technical efficiency without considering the efficiency of returns to scale. In this study, we consider six companies each year from 2008 to 2012 as a DMU (Decision Making Unit) and analyze the differences in efficiency for each company in each year. Furthermore, we evaluate the operating characteristics of TV home-shopping companies, using three models, in accordance with the overall performance, profitability, and marketability of the business. Results - The result of the analysis, using DEA models, shows that Hyundai Home Shopping (2009, 2010, 2011), GS Home Shopping (2011), NS Home Shopping (2011) and CJ O Shopping (2012) possess MPSS (most productive scale size), with a score 1.0 in CCR, BCC, and scale efficiency. Particularly, Hyundai Home Shopping is shown to be the most efficient in terms of overall business performance, marketability, and profitability. The overall efficiency of the home shopping industry has displayed an increasing trend since 2008, even though it decreased marginally in 2012; further, we can observe that home shopping companies operate with increasing efficiency with the passage of time. Conclusions - Home shopping companies have focused on market expansion rather than profits, as they displayed better efficiency in marketability than increase in profitability during the period 2008-2012. In addition, the main reason for the increased efficiency in the home shopping industry is the market expansion through the revenue increase of each home shopping company. This study can be used as a reference when home shopping companies attempt to devise future strategies, as it suggests efficiency benchmarks and development levels for each home shopping company.

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

  • 양동현;서원식;박광훈
    • 한국병원경영학회지
    • /
    • 제2권1호
    • /
    • pp.183-202
    • /
    • 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.

  • PDF

DEA 모형을 이용한 우수감정평가법인의 효율성 분석 (An Analysis of Efficiency of Superior Appraisal Corporations Using DEA)

  • 이찬호;김종기;황수진;전진환
    • 한국콘텐츠학회논문지
    • /
    • 제10권12호
    • /
    • pp.290-299
    • /
    • 2010
  • 본 연구는 자료포락분석(DEA) 기법을 이용하여 우수감정평가법인의 효율성을 분석하고자 한다. DEA는 복수의 입력과 출력변수를 가지고 상대적인 효율성을 평가하는 기법이다. 우수감정평가법인의 상대적인 효율성을 평가하기 위하여 CCR-O와 BCC-O 모델을 사용하였다. 입력변수는 평가사의 수이고 출력변수는 매출액과 당기순이익이다. 국내의 13개 평가법인을 대상으로 연구를 수행하였으며 2008년 회계연도의 재무자료를 이용하였다. 연구결과는 다음과 같다. CCR-O 모델을 적용한 결과 우수감정평가법인의 기술적 효율성은 약 88.3%로 나타났다. BCC-O 모델을 적용하면 순수 기술적 효율성은 약 90%이고 규모의 효율성은 약 98.2%로 나타났다. DEA 분석결과 비효율성의 원인은 순수 기술적 효율성으로 나타남에 따라 경비절감 등을 통해 순수한 기술적 비효율성을 줄여나가야 할 것이다.

유해산출물을 고려한 국내 컨테이너 터미널 효율성 분석 (Data Envelopment Analysis for Container Terminals Considering an Undesirable Output - Focus on Busan Port & Kwangyang Port)

  • 신창훈;정동훈
    • 한국항해항만학회지
    • /
    • 제37권2호
    • /
    • pp.195-201
    • /
    • 2013
  • Recently according to increase of enlarged scale ports in conformity with increase in over size vessels and container handling service, pollutants generated from ports are increasing. In advanced countries, reduction in carbon dioxide emission assigned to them has been implemented according to the Climate Change Convention and Kyoto Protocol from 2008 to 2012 in order to lessen carbon dioxide emission. Henceforth increase in discussion on the measure of constructing Green Port and low-carbon port is expected in our nation's field of port as well, it is considered that the effort in reduction with regard to undesirable output which causes environmental problem of analysis target during measuring effectiveness. Therefore, in this study, effectiveness was estimated through directional technology distance function considering undesirable output differently from effectiveness analysis of existing container terminal, and then performed comparative analysis with the result analyzed with BCC output-oriented model. As the result of analysis, in 2007 DMU3 and DMU5, and in 2010 DMU2 and DMU4 appeared to be efficient terminals in BCC output oriented model, and in directional technology distance function model, DMU1, DMU3 in 2007, DMU3, DMU5 in 2008, DMU7 in 2009, and DMU2, DMU5 in 2010 appeared to be efficient terminals.