• Title/Summary/Keyword: Generalized method of moments (GMM)

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Generalized methods of moments in marginal models for longitudinal data with time-dependent covariates

  • Cho, Gyo-Young;Dashnyam, Oyunchimeg
    • Journal of the Korean Data and Information Science Society
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    • v.24 no.4
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    • pp.877-883
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    • 2013
  • The quadratic inference functions (QIF) method proposed by Qu et al. (2000) and the generalized method of moments (GMM) for marginal regression analysis of longitudinal data with time-dependent covariates proposed by Lai and Small (2007) both are the methods based on generalized method of moment (GMM) introduced by Hansen (1982) and both use generalized estimating equations (GEE). Lai and Small (2007) divided time-dependent covariates into three types such as: Type I, Type II and Type III. In this paper, we compared these methods in the case of Type II and Type III in which full covariates conditional mean assumption (FCCM) is violated and interested in whether they can improve the results of GEE with independence working correlation. We show that in the marginal regression model with Type II time-dependent covariates, GMM Type II of Lai and Small (2007) provides more ecient result than QIF and for the Type III time-dependent covariates, QIF with independence working correlation and GMM Type III methods provide the same results. Our simulation study showed the same results.

GMM Estimation for Seasonal Cointegration

  • Park, Suk-Kyung;Cho, Sin-Sup;Seon, Byeong-Chan
    • The Korean Journal of Applied Statistics
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    • v.24 no.2
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    • pp.227-237
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    • 2011
  • This paper considers a generalized method of moments(GMM) estimation for seasonal cointegration as the extension of Kleibergen (1999). We propose two iterative methods for the estimation according to whether parameters in the model are simultaneously estimated or not. It is shown that the GMM estimator coincides in form to a maximum likelihood estimator or a feasible two-step estimator. In addition, we derive its asymptotic distribution that takes the same form as that in Ahn and Reinsel (1994).

Allometric Equations for Estimating the Carbon Storage of Maple Trees in an Urban Settlement Area (정주지 단풍나무의 탄소저장량 추정 상대생장식)

  • Hojin Kim;Gyeongwon Baek;Byeonggil Choi;Jihyun Lee;Jeongmin Lee;Yowhan Son;Choonsig Kim
    • Journal of Korean Society of Forest Science
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    • v.112 no.1
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    • pp.32-39
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    • 2023
  • Using the logarithmic methods and the generalized method of moments (GMM), this study developed carbon storage equations for maple trees (Acer palmatum Thunb.) planted in an urban settlement area. A total of 20 maple trees of various ages and diameters were destructively harvested to determine their dry weight and carbon concentration by component. The allometric equations with DBH and DBH2×H as independent variables were developed to estimate the carbon storage for each tree component. The carbon concentration of tree components was the highest in stem wood (49.8%) and lowest in stem bark (46.5%). Allometric equations to estimate the carbon storage of tree components (stem, root, aboveground, and total) showed a similar coefficient of determinations (R2) between the allometric equations of the logarithmic method (0.7494-0.9036) and the GMM (0.7085-0.8847). However, the R2 values of the leaves and branches were in the range of 0.3027 to 0.6380, lower than those of the R2 of the other tree components. These results indicate that the carbon storage of maple trees growing in urban settlement areas can be efficiently predicted from the equations of GMM methods in the case of a small sample size or the heteroscedasticity of logarithmic equations.

GMM을 이용한 자본자산가격결정모형(資本資産價格決定模型)의 추정(推定)

  • Lee, Ju-Hui;Nam, Ju-Ha
    • The Korean Journal of Financial Management
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    • v.9 no.2
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    • pp.57-75
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    • 1992
  • 본 논문은 10개의 기업규모별 자산을 대상으로 최근에 발전된 계량기법인 GMM(generalized method of moments)을 이용하여 베타(beta)를 추정하였다. 분석대상기간으로 $1982.1{\sim}1991.4$사이의 월별자료를 사용한다. 실증분석 결과에 의하면, 기업규모별 구분에 따른 자산의 경우에 규모가 큰 기업보다 규모가 작은 기업의 베타가 상대적으로 작은 것으로 나타났다. GMM의 추정을 위한 수단변수로 회사채수익률과 정기예금금리의 금리차, 분석대상이 되는 자산 수익률과 시장포트폴리오의 자기시차, 그리고 상수가 사용되었다. OLS를 사용한 CAPM추정 결과에 비해 GMM을 사용한 추정 결과가 우월할 수 있음을 보여주고 있는데, 이것은 GMM에 사용된 수단변수들이 수단변수를 포함시킴으로써 관련자산들의 자기시차가 아닌 CAPM추정에 필요한 유용한 대용변수(代用變數)(proxy)를 제공하였고, 나아가 GMM이 잔차항(殘差項)의 자기상관(自己相關) 뿐만 아니라 조건부(條件附) 이분산(異分散)(conditional heteroskedasticity)을 잘 설명하고 있기 때문인 것으로 판단된다. t값 및 P-value에 의하면 GMM을 사용한 단순 CAPM 추정이 우리 나라의 현실경제와 잘 부합될 수 있음을 암시한다.

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Directors' Remuneration and Performance: Evidence from the Textile Sector of Bangladesh

  • AKTER, Sharmin;ALI, Md. Hossain;ABEDIN, Md. Thasinul;HOSSAIN, Balal
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.6
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    • pp.265-275
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    • 2020
  • This study investigates the impact of board incentives as proxied by directors' remuneration on the financial performance of listed textile companies in Bangladesh. Using Generalized Method of Moments (GMM) and data pertaining to listed textile companies of Dhaka Stock Exchange (DSE) during the period from 2011 to 2017 (resulting in a total of 140 firm-year observations), we have estimated the firm performance equation involving directors' remuneration and board independence as the independent variables and some other control variables like firm age, size, leverage, and operating efficiency. The results reveal that there is a negative association between board remuneration and firm performance. In addition, this study finds no significant relationship between board independence and firm performance of the sample firms. Our findings suggest that higher pay to the board does not stimulate higher firm performance and, in turn, results in shareholders getting nothing in return from this and, hence, is a matter of great concern for them. Moreover, our results indirectly indicate that currently directors' remuneration in Bangladesh is not aligned with the firm performance, which has been emphasized in extant corporate governance literature. Besides, this paper further raises questions about the effectiveness of independent directors in the boards of textile firms in Bangladesh.

Fiscal Decentralization, Corruption, and Income Inequality: Evidence from Vietnam

  • NGUYEN, Hung Thanh;VO, Thuy Hoang Ngoc;LE, Duc Doan Minh;NGUYEN, Vu Thanh
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.11
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    • pp.529-540
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    • 2020
  • The objective of this research paper is to study the simultaneous relationship between fiscal decentralization, corruption, and income inequality among Vietnamese provinces. We use a balanced panel data set of 63 provinces/cities in Vietnam in the period from 2011 to 2018. The study used 3SLS-GMM (Three Stage Least Squares - Generalized Method of Moments estimator) and GMM-HAC (Generalized Method of Moments - Heteroskedastic and Autocorrelation Consistent estimator). Empirical evidence shows a strong simultaneous relationship: increased corruption will increase regional income disparities, income inequality, and increase fiscal decentralization. In addition, the results also suggest that an increase in per-capita income will reduce the level of corruption, or better control corruption of each province. The degree of increase in income inequality, which reduces fiscal decentralization, is the same for trade liberalization. All demonstrate that there is a simultaneous relationship between fiscal decentralization, corruption, and income inequality. In a region of high public governance quality, fiscal decentralization positively effects its economic growth. This issue will indirectly increase income inequality between provinces within a country. Our findings imply that a country's fiscal decentralization strategy should be linked to improving corruption control and local governance effectiveness, indirectly improving income inequality between localities or regions.

Absorptive Capacity Effects of Foreign Direct Investment in Selected Asian Economies

  • ROY, Samrat
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.11
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    • pp.31-39
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    • 2021
  • This study empirically examines the proposition that the domestic fundamentals of a nation can emerge as absorptive capacity factors to reap the benefits of inward FDI. The study is contextualized in Asia, set from1982 to 2017, and data is grouped into low-income and lower-middle-income economies, in comparison to high-income and upper-middle-income economies, catering to different geographical regions within Asia. The investigation is based on a series of absorptive capacity factors such as infrastructure, human capital, domestic credit, and health indicator. The methodological analysis is premised on dynamic panel structure and employs the Generalized Method of Moments (GMM) estimation technique. The empirical findings suggest that that the infrastructure variable appears to be the major absorptive capacity factor for both groups of countries. The health indicator, on the other hand, can help reap the benefits of inward FDI, but only if the threshold level is met. The selected economies must achieve this threshold level to reap the benefits of FDI. To absorb the benefits of inward FDI, countries must be proactive in providing sound infrastructure and implementing proper healthcare measures.

A Study on the Macroeconomic Effects of Trade Insurance Using Dynamic Panel Models (동태적 패널모형을 통한 무역보험의 거시경제효과 연구)

  • Nam, Sang Wook
    • THE INTERNATIONAL COMMERCE & LAW REVIEW
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    • v.61
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    • pp.165-190
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    • 2014
  • The purpose of this study is to measure the trade insurance's macroeconomic effects by analyzing the causality between major economic variables(GDP per capita, market interest rate, inflation, unemployment rate, exchange rate) and trade insurance variable. I conducted empirical analyses using First-difference GMM(Generalized Method of Moments), System GMM and Panel-VAR Model, with panel data from 11 countries(Korea, United States, Japan, BRICs, Indonesia, Singapore, Hong Kong, Vietnam) between 1992 and 2011. There are several important findings. Above all, Trade insurance is positively and significantly related to GDP. This results show that trade insurance serves to increase economic growth. In other words, trade insurance leads to economic growth by helping increase GDP per capita. Especially, trade insurance negatively related to unemployment rate, it is for sure that trade insurance contribute to decrease unemployment rate. And trade insurance helps control of inflation. It is also confirmed that trade insurance contributes to price stability, which in turn serves to stabilize the overall economy. And this research finds as uncertainty in the market increases, seen it as increase of exchange rate, increasing trade insurance supply is stabilize the exchange rate.

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IT Investment and Financial Performance Volatility: The Moderating Role of Industry Environment and IT Strategy Emphasis

  • Wahyu Agus Winarno;Slamin
    • Asia pacific journal of information systems
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    • v.32 no.4
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    • pp.707-727
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    • 2022
  • Industrial revolution 4.0 makes business competition more challenging and will impact the instability of the company's financial performance. Dynamic environmental conditions make it difficult for companies to make predictions in making decisions. Investing in information technology (IT) is one way for companies to maintain financial stability and competitive advantage in dynamic competition. Resource-Based Theory (RBT) explains that information technology (IT) is a resource that can create a competitive advantage for the company. This study aims to examine the moderating role of dynamic industrial environments and IT strategic emphasis on the relationship between a lag effect of IT investment and firm's financial performance volatility. Using the data of companies listed on the Indonesia Stock Exchange (IDX) for five years starting from 2013-2017, the method used to estimate the research model's parameters is the generalized method of moments (GMM) approach. The results show that the industrial environment and the emphasis on IT strategy have a role in moderating and strengthening the relationship between the time lag in IT investment in reducing the firm's financial performance volatility.

Financial Accessibility and Economic Growth

  • Boldbaatar, Myagmarsuren;Lee, Choong Lyol
    • East Asian Economic Review
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    • v.19 no.2
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    • pp.143-166
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    • 2015
  • This paper investigates the empirical evidence on the relationship between financial accessibility and economic growth to test the conventional hypothesis that improved financial accessibility leads to financial development and economic growth. First, we built a dynamic panel model on the relationship between financial accessibility and economic growth with a set of controlled variables. We then used several financial access indicators from 165 countries, collected from 2004 to 2011, applying the generalized method of moments (GMM) estimators to estimate their relationship. From these estimations, we found that high financial accessibility leads to high income in general. In addition, we found that an increase in financial access indicators had a greater impact on economic growth in low-income countries than it did on economic growth in high-income countries.