• 제목/요약/키워드: DEA model

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BSC/DEA를 활용한 기업 연구개발 프로젝트 성과평가 (Performance Evaluation of Private R&D Projects using BSC/DEA)

  • 전익진;이학연
    • 경영과학
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    • 제34권2호
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    • pp.67-83
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    • 2017
  • This paper proposes a R&D project performance measurement model for private firms combining balanced scorecard (BSC) and data envelopment analysis (DEA). The efficiency of R&D projects is measured in terms of each of the three perspectives of BSC by using DEA : the internal process perspective (DEA-P), the customer perspective (DEA-C), and the financial perspective (DEA-F). The performance indicators of the three perspectives of BSC are considered as outputs of the corresponding DEA models. To provide strategic implications for R&D planning, we also propose the R&D project performance matrices composed of two different types of efficiency dimensions. The proposed model is expected to be fruitfully utilized for R&D performance measurement of private firms.

DEA-AR 모형을 이용한 부동산 가격 평가 (Real Estate Price Appraisal using Data Envelopment Analysis - Assurance Region(DEA-AR) Model)

  • 김재관;김승권
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2006년도 추계학술대회
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    • pp.187-190
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    • 2006
  • We proposed a new real estate price appra isal model that can appreciate the efficiencies of each criteria that would affect the price. The proposed Real Estate Price Appraisal Model is developed by the DEA-AR model which enhances the DEA-CCR model. We used the unit-cost per criteria method to set the assurance region of each weights of the DEA-AR model. In order to estimate the unit cost of major criteria effecting the price of real estate, we used the Goal Programming so that the price of real estate reaches the actual price being traded in. We expect that this approach could be helpful to make an objective real estate price appraisal.

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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
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    • 제33권5B호
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    • pp.364-378
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    • 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.

자료포괄분석(DEA)을 이용한 주식의 가치 평가 (Evaluating Stock Value using Data Envelopment Analysis)

  • 김범석;김명석;민재형
    • 경영과학
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    • 제28권3호
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    • pp.61-72
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    • 2011
  • This study suggests a DEA(Data Envelopment Analysis) based model to evaluate the value of corporate stock. The model integrating PER(Price-Earning Ratio), PBR(Price-BookValue Ratio), PSR(Price-Sales Ratio) and volatility in DEA structure has an advantage of overcome the limitation of traditional financial ratio based models. In order to show the effectiveness of the suggested model. we compare the performance of portfolio composed by DEA approach with those of portfolios made by traditional approaches such as PER, PBR, and PSR in terms of stock return and volatility. Specifically, we use the data of all the enterprises listed on the S&P 500 in the U.S. in 2007 and 2009 as the sample data for the experiments. The results of the experiments show that the performance of the DEA approach is clearly better than those of other approaches. Particularly, in sharply plummeting market, the performance of the DEA approach is shown to be prominently better than those of other approaches as the DEA approach reflects investment risk as well as profitability and growth. The DEA score combining the existing investment indices may serve as a useful barometer for selecting a stable and profitable portfolio.

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

  • 박길영;오성동;박노경
    • 한국항만경제학회지
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    • 제21권1호
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    • pp.133-151
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    • 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.

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DEA/AHP 모형을 이용한 R&D 프로젝트 선정모형 및 Web 기반 R&D 프로젝트 선정시스템 개발 (Development of R&D Project Selection Model and Web-based R&D Project Selection System using Hybrid DEA/AHP Model)

  • 이덕주;배성식;강진수
    • 대한산업공학회지
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    • 제32권1호
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    • pp.18-28
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    • 2006
  • Some issues which should be considered in an R&D project selection problem are as follows: First, quantitative analysis on the efficiencies of R&D projects is required to guarantee objective validity in the evaluation of the projects. For this reason, the methodology for selecting R&D projects should be based on mathematical models that perform quantitative analysis. Second, in general there are ordinal factors like Likert-scale in the data for evaluating R&D projects. Previous researches, however, couldn't suggest explicit methods incorporating these ordinal factors into models. Third, for the R&D project selection problems with limited resources like budget, it is necessary to decide the perfect ranking of the all projects. This paper develops a mathematical model that can be applicable to the problems of selecting R&D projects with the previous features. In this paper, we improve the original DEA model for evaluating efficiency to incorporate ordinal factors and suggest a new model which can decide the perfect ranking of all projects by merging the improved DEA model and AHP method. Furthermore a web-based R&D project selection system using the DEA/AHP model suggested in this paper is developed and illustrated.

NRL 사업의 예산배분을 위한 DEA/AHP 혼합 모형 (A DEA/AHP Hybrid Model for The Budget Allocation of NRL Program)

  • 남인석;유태우;하재원;정병호
    • 산업공학
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    • 제23권2호
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    • pp.156-163
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    • 2010
  • This paper suggests a DEA/AHP hybrid model to deal with an allocation problem of research budget for the national research lab(NRL) program. The qualitative factors are appraised by AHP model and the quantitative factors are dealt with DEA model to evaluate the performance of research activities considering tangible and intangible factors. The proposed hybrid model is applied to get the importance weight of research areas for research budget allocation of NRL program.

지방의료원의 효율성에 대한 정태적 및 동태적 분석 (Static and Dynamic Analysis of Efficiency of Korean Regional Public Hospitals)

  • 김종기;전진환
    • 한국병원경영학회지
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    • 제15권1호
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    • pp.27-48
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    • 2010
  • The purpose of this paper is to analyze the efficiency change and its determinants of the regional public hospitals. We utilize 34 regional public hospital's panel data for 6 years from 2003 to 2008. We use DEA(Data Envelopment Analysis)-CCR, BCC model, DEA/Window model, and DEA Profiling. The empirical results show the following findings. First, technical efficiency shows that approximately 3.6% of inefficiency exists on the regional public hospitals and it reveals that the cause for technical inefficiency is due to scale inefficiency. Second, DEA/Window results show that the stable dissimilarity by standard deviation, LDP of CCR. Third, the results of partial efficiency by DEA Profiling show that increase efficiency depends on the number of beds, doctors, and nurses.

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가격$\cdot$원가정보가 주어진 경우 배분적 성과를 측정하기 위한 DEA모형의 설계 (Measuring Allocntive Performance by using DEA Model when price and cost data are available)

  • 오동일
    • 한국산학기술학회논문지
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    • 제5권2호
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    • pp.191-196
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    • 2004
  • 경영자가 가격이나 원가와 관련된 정확한 정보를 얻을 수 있다면 DEA모형을 이용하여 기술적 효율성 뿐 만 아니라 배분적 효율성과 관련된 분석이 가능해진다. 배분적 효율성을 분석하므로서 총체적 효율성을 기술적 효율성과 배분적 효율성으로 분해할 수 있고 이를 통해 보다 다양한 분석수단을 얻을 수 있다. 본 연구에서는 기본적 DEA 모형을 변형하여 배분효율성을 분석할 수 있는 DEA모형을 설계한다. 우선 예산선에 바탕을 둔 비용최소화 모형을 설계하고 이것을 다시 이익 극대화 모형으로 변환한 후 가산형의 DEA 모형으로 재설계한다. 가격정보가 주어진 경우 기술적 효율성의 범주를 벗어난 보다 다양한 형태의 효율성 분석이 가능해져 성과평가 및 그 결과의 해석 그리고 보다 현실성 있는 경영개선방안의 도출이 가능해진다.

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AR-QC DEA모형을 이용한 신제품 시장 모의테스트 메커니즘에 관한 연구

  • 백철우;이정동;김태유
    • 한국기술혁신학회:학술대회논문집
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    • 한국기술혁신학회 2001년도 추계학술대회
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    • pp.169-186
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    • 2001
  • 신제품 개발과정에 대한 전반적인 흐름에 대해서는 기존의 연구가 다양하게 이루어져왔으나 구체적으로 어떠한 방법론이나 도구를 사용하여 시행하는가에 대해서는 논의가 미미하였다. 따라서 본 연구에서는 신제품 개발시 시장에서 생존가능한 제품속성과 가격을 결정하는 방법으로서 계량경제학적 헤도닉 방법론을 대체할 DEA 모델을 제안하고자 한다. 제품속성과 가격이 이루는 곡면이 유연하게 형성되도록 QC-DEA를 사용하고 거기에 제품속성에 대한 소비자의 선호체계를 반영하기 위하여 AR을 도입하여 AR-QC DEA라는 모델을 만들었다. AR-QC DEA는 모수적 방법론의 한계를 극복할 뿐만 아니라 제품마다 다른 잠재가격을 제시하기 때문에 신제품 개발시 제품속성과 가격의 조합에 대해 많은 정보를 제공해 줄 수 있고 또한 그렇게 만들어진 신제품이 과연 시장에서 생존할 수 있는가를 손쉽게 모의테스트 할 수 있다. 마지막으로 노트북 컴퓨터 제품에 대한 AR-QC DEA의 실증연구를 통해 AR-QC DEA가 충분한 현실설명력을 가짐을 볼 수 있다.

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