• 제목/요약/키워드: Two-Stage Ordinary Least Squares

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DEA효율성점수의 결정요인 분석방법 비교 (A Comparison of Alternative Approaches to Determinants of DEA Efficiency Scores)

  • 김성호
    • 한국경영과학회지
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    • 제35권2호
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    • pp.19-35
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    • 2010
  • Many papers have used a two-stage approach of first calculating DEA efficiency scores and then seeking to correlate these scores with various environmental variables. Most of the studies have not checked whether such a two-stage approach is statistically valid for identifying significant environmental variables. Recently Simar and Wilson (2007) (SW) introduce a sensible data generating process and bootstrap procedure based on truncated regression for the two-stage approach. Banker and Natarajan (2008) (BN) provide a statistical foundation for the two-stage approach comprising a DEA followed by an ordinary least squares or maximum likelihood estimation. Researchers have to identify an approach suitable for their research circumstances in terms of properties, merits, demerits, and robustness to plausible departures from its chosen data generating process. We summarize the foundations and properties of the two-stage procedures suggested by SW and BN. And we discuss merits and demerits of those procedures. Also using Monte Carlo simulation we assess their relative performance under several misspecified settings.

우리나라 산업단지 고용에 미치는 지역적 특성 분석 (Analyzing Impacts of Regional Characteristics to Industrial Complex Employment in South Korea)

  • 김근영
    • 한국재난정보학회 논문집
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    • 제14권4호
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    • pp.510-518
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    • 2018
  • 연구목적: 우리나라 산업단지 고용에 미치는 영향을 분석하는 것을 목적으로 한다. 연구방법: 첫째, 산업단지 고용 요인과 관련된 선행연구들을 검토하고, 둘째, 2015년 기준의 산업단지관련 자료와 통계청 자료 등을 이용하여 산업단지 고용 결정 요인들을 2단계 최소자승법(2SLS)을 이용하여 분석하였다. 셋째, 분석결과를 바탕으로 결론 및 시사점을 제시하였다. 연구결과: 산업단지 입주 대기업의 수, 생산액, 제조업의 다양성과 같은 변수들이 산업단지 고용에 긍정적인 영향을 미치는 것으로 났다. 또한 지역의 전체 제조업 고용자수, 외국인 비율, 대학 수, 재정자립도가 산업단지 고용에 중요한 요인으로 분석되었다. 결론: 산업단지의 고용 창출 정책은 산업단지의 기반시설 뿐만 아니라 지역적 특성도 함께 고려되어야 한다.

Unbiasedness or Statistical Efficiency: Comparison between One-stage Tobit of MLE and Two-step Tobit of OLS

  • Park, Sun-Young
    • International Journal of Human Ecology
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    • 제4권2호
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    • pp.77-87
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    • 2003
  • This paper tried to construct statistical and econometric models on the basis of economic theory in order to discuss the issue of statistical efficiency and unbiasedness including the sample selection bias correcting problem. Comparative analytical tool were one stage Tobit of Maximum Likelihood estimation and Heckman's two-step Tobit of Ordinary Least Squares. The results showed that the adequacy of model for the analysis on demand and choice, we believe that there is no big difference in explanatory variables between the first selection model and the second linear probability model. Since the Lambda, the self- selectivity correction factor, in the Type II Tobit is not statistically significant, there is no self-selectivity in the Type II Tobit model, indicating that Type I Tobit model would give us better explanation in the demand for and choice which is less complicated statistical method rather than type II model.

Model of Simultaneous Travel time and Activity Duration for worker with Transportation Panel Data

  • Kim Soon-Gwan
    • 대한교통학회:학술대회논문집
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    • 대한교통학회 1998년도 Proceedings The 4th International Transport Symposium
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    • pp.160-167
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    • 1998
  • Recent world-wide interest in activity-based travel behavior modeling has generated an entirely new perspective on how the profession views the travel demand process. This paper seeks to further promote the case of activity-based travel behavior models by providing some empirical evidence of relationship between travel time and activity duration decision for worker with transportation panel data. The travel time from home to work and from work to home, without activity involvement, is estimated by the Ordinary Least Squares (OLS) method. And, the travel time to and from the selected activity and the activity duration are modeled simultaneously by the Three Stage Least Squares (3SLS) method due to the endogenous relationship between travel time and activity duration. Two kinds of models, OLS and 3SLS, include selectivity bias corrections in a discrete/continuous framework, because of the inter-relationship between the choice of activity type/travel mode (discrete) and the travel time/activity duration (continuous). Estimation is undertaken using a sample of over 1300 household two-day trip diaries collected from the same travelers in the Seattle area in 1989. The behavioral consequences of these models provide interesting and provocative findings that should be of value to transportation policy formulation and analysis.

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경쟁 기업이 기업의 투자결정에 미치는 영향 연구 (Peer Firm Effect on Cooperate Investment Decisions)

  • 양인선
    • 한국산학기술학회논문지
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    • 제17권12호
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    • pp.611-620
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    • 2016
  • 기업들은 경쟁 속에서 성장한다. 경쟁은 성장의 기본 동력으로, 기업들은 경쟁 속에서 살아남기 위해 부단한 노력을 기울인다. Competitive rivalry-based theory에 따르면 기업은 경쟁 속에서 경쟁에 수반되는 위험을 회피하기 위해 경쟁기업들의 결정을 모방 한다고 한다. 본 연구는 국내 기업들의 투자 결정에 미치는 경쟁기업들의 영향에 대한 실증적인 연구이다. 본 연구의 연구 결과는 경쟁기업이 기업의 투자 결정에 통계적으로 상당히 유의한 영향을 미친다는 것과 이러한 영향은 기업 간 경쟁이 심화되면 될수록, 그리고 부채비율이 높아질수록 모방의 정도가 강해진다는 것을 보여주고 있다. 모험회피 이론에 의하면 기업들이 모방하는 이유는 경쟁에서 비용을 적게 들이고 손쉽게 정보를 얻으려하기 때문이라고 한다. 연구 방법론으로는 내생성 문제를 해결하기 위해 주가 수익률을 매개 변수로 사용하여 Two Stage Least Square(2SLS) 방법을 사용하여 경쟁기업들의 투자 결정이 기업의 투자 결정에 미치는 영향을 연구 분석하였다. 이 연구결과는 기업들이 투자결정하는데 있어서 어느 정도로 경쟁그룹을 인식하느냐에 대한 중요한 단서를 제공한다고 할 수 있다.

도시 노동자가계의 소비지출분석 - 時系列 자료를 중심으로- (Analysis of consumption expenditure in urban household budgets -Using time series data-)

  • 김정숙
    • 가정과삶의질연구
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    • 제10권2호
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    • pp.19-36
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    • 1992
  • The purpose of this paper is to analyze empirically the tendency of household consumption expenditure according to the change of social and economical condition, and the factor which influences consumption expenditure of urban household. The data used in analysis are time-series. The data are statistic form Urban Household Economy Survey published by the Economic Planning Board, dating form the first quarter of 1970 to the fourth quarter of 1989. The income of household and consumption expenditure materials were deflated as consumer price index to exclude the influence of prices and the influence of household composition are considered to deflated as the size of the household under assumption of homogeneity. The consumption expenditure items were categorized to 12 relatively large range items. The time-series data were analyzed by using the Two Stage Least Squares and the Ordinary Least Squares. The following is the result of analysis. 1) Rather than the income increase of previous years. the average income increase for two years influences more significantly on consumption expenditure of household. In the case of influence on consumption expenditure for each item by increase in disposable income, such categories as furniture and utensils. clothing and footwear, housing, medical care, culture and recreation, and transportation and communication have significant influence. 2) Among consumption expenditure categories, the increasing factors were furniture and utensils, and clothing and footwear. And the decreasing factors were housing, medical care, culture and recreation ,and transportation and communication. The relative prices, however, had significant influence on categories such as housing, furniture and utensils, medical care , culture and recreation, and transportation and communication and all of them were the decreation factors. 3) Among with changes of social and economical conditions, miscellaneous showed the highest increase in marginal propensity to consume and foods was the lowest. Also culture and recreation and housing brought up a great change of the income elasticity of demand.

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The Moderating Role of Ownership Concentration on the Relationship between Board Composition and Saudi Bank Performance

  • HABTOOR, Omer Saeed
    • The Journal of Asian Finance, Economics and Business
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    • 제7권10호
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    • pp.675-685
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    • 2020
  • The main purpose of this study is to investigate the potential effect of ownership concentration on the relationship between board composition and bank performance. The study employs a sample of Saudi banks listed on Saudi stock exchange (TADAUWL) over the period from 2011 to 2018. To test the study hypotheses and control for endogeneity issues, the Ordinary Least Square (OLS) and the Two-Stage Least Squares (2SLS) techniques are used. The empirical results reveal a significant negative moderating effect of ownership concentration on the association between board composition and bank performance, which confirms the study argument and supports hypotheses. The results indicate that board composition in terms of independent board members, executive board members, and non-executive board members in banks with higher ownership concentration have a weaker positive influence on bank performance. For control variables, the results are almost consistent with theoretical perspectives and previous empirical evidence. The results of this study have important implications for regulatory authorities, companies, and market participants in Saudi Arabia and countries with high concentrated ownership to understand how ownership concentration could affect corporate governance and firm performance and to identify appropriate actions to protect board composition from the influence of ownership concentration.

Association of circulating 25-hydroxyvitamin D levels with hypertension and blood pressure values in Korean adults: A Mendelian randomization study on a subset of the Korea National Health and Nutrition Survey 2011-2012 population

  • Kwak, So-Young;Cho, Yoonsu;Oh, Hannah;Shin, Min-Jeong
    • Nutrition Research and Practice
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    • 제13권6호
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    • pp.498-508
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    • 2019
  • BACKGROUND/OBJECTIVES: Lower circulating 25-hydroxyvitamin D [25(OH)D] levels are associated with a higher risk of hypertension (HTN); however, it remains unclear whether the relationship is causal. We aimed to evaluate the causal effects of circulating 25(OH)D levels on the prevalence of HTN in the Korean population using the Mendelian randomization (MR) approach. SUBJECTS/METHODS: Epidemiological data, serum 25(OH)D data, and genomic DNA biospecimens were obtained from 2,591 participants, a subset of the study population in the Korea National Health and Nutrition Survey 2011-2012. Five 25(OH)D-related single nucleotide polymorphisms (SNPs; DHCR7 rs12785878, CYP2R1 rs10741657, CYP2R1 rs12794714, CYP24A1 rs6013897, and GC rs2282679), identified a priori from genome-wide association studies, were used as instrument variables (IVs) for serum 25(OH)D levels. In the MR analysis, we performed IV analyses using the two-stage least squares method. RESULTS: In the observational analysis, circulating 25(OH)D levels were found to be inversely associated with the HTN prevalence in ordinary least squares models (odds ratio: 0.97, 95% confidence interval: 0.96, 0.99) after adjusting for the potential confounders. There were differences in the circulating 25(OH)D levels across genotypes of individual SNPs. In the MR analysis, using individual SNPs as IVs, 25(OH)D levels were not associated with the HTN prevalence. CONCLUSIONS: We found no association between genetically determined circulating 25(OH)D levels and HTN in Korean adults. Our results are listed owing to the relatively small sample size and possible weak instrument bias; therefore, further studies are needed to confirm these results.

The Impact of Innovation Activities on Firm Efficiency: Data Envelopment Analysis

  • PHAM, Tien Phat;QUDDUS, Abdul
    • The Journal of Asian Finance, Economics and Business
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    • 제8권3호
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    • pp.895-904
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    • 2021
  • This study aims to investigate the impact of innovation on firm efficiency. Panel data of fourteen finance companies and nine technology companies from 2011 to 2019 on the Vietnam Stock Exchange Market is derived from audited financial statements, annual reports, and other crucial reports that are provided by Vietstock; macroeconomic variables are collected from the World Bank Database. A two-stage approach is used. First, use of the Data Envelopment Analysis methodology to measure firm efficiency. Second, use of the Pooled ordinary least squares, the Fixed effects model, and the Random effects model to investigate the impact of innovation on firm efficiency. Furthermore, the Generalized Method of Moments and the Tobit model are used to validate the impact of innovation on firm efficiency, and the t-test is used to confirm the difference in efficiency with and without the impact of innovation between two industries. The results show that there is a significant impact of innovation on efficiency, and innovation plays a more important in increasing the efficiency of the finance industry than the technology industry. Moreover, the relation between age and efficiency is like the U-shaped, and between size and efficiency is like the inverted U-shaped, whereas efficiency is not associated with inflation.

한국(韓國) 제조업(製造業)의 기술적(技術的) 효율성(效率性) : 산업별(産業別) 기술적(技術的) 효율성(效率性)의 추정(推定) (Technical Inefficiency in Korea's Manufacturing Industries)

  • 유승민;이인찬
    • KDI Journal of Economic Policy
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    • 제12권2호
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    • pp.51-79
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    • 1990
  • 본(本) 논문(論文)은 기존의 경험적(經驗的) 산업조직론(産業組織論)에서 소홀히 취급한 기술적(技術的) 효율성(效率性)의 문제를 분석하기 위하여 광공업(鑛工業)센서스의 세세분류제조업별(細細分類制造業別) 사업체(事業體)를 대상으로 한국(韓國) 제조업(製造業)의 기술적(技術的) 효율성(效率性)에 관한 가장 미시적(微視的) 차원(次元)의 경험적(經驗的) 연구결과(硏究結果)를 제공한다. 기술적(技術的) 효율성(效率性)의 산업간(産業間), 국가간(國家間) 격차(隔差)를 성명하기 위해서는 우선 적절한 격차효율성지표(隔差效率性指標)의 선택이 매우 중요할 것이다. 이를 위하여 본(本) 연구(硏究)에서는 확률적(確率的) 생산경계(生産境界)를 수정최소자승법(修正最小自乘法)으로 추정한 후 각 산업별(産業別)로 기술적(技術的) 효율성(效率性)의 네가지 상이한 척도(尺度)에 대한 추정을 시도한다. 추정(推定) 결과 효율성(效率性) 척도간(尺度間)의 상관관계(相關關係)는 부가가치액(附加價値額)보다 생산액(生産額)을 종속변수로 한 경우가 다소 높은 것으로 나타났으나 전자(前者)의 경우가 보다 많은 산업(産業)에 대하여 효율성(效率性)의 추정(推定)을 가능하게 하기 때문에 산업간(産業間) 비교(比較)를 위하여 더 적절하다고 판단된다. 상당수의 산업(産業)에 있어서는 만족할 만한 효율성(效率性) 추정치(推定値)를 구하는 것이 불가능했지만 후속연구(後續硏究)의 관점에서 볼 때 기술적(技術的) 효율성(效率性)의 추정(推定)이 가능한 산업(産業)이 다수를 차지한 사실은 고무적 이라고 판단된다. 또한 종업원규모(從業員規模)가 영세한 사업체(事業體)들이 상대적으로 비효율적(非效率的)임을 알 수 있었다.

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