• 제목/요약/키워드: Generalized Method of Moments Model(GMM)

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국내 이동전화 통화수요의 요금탄력성 추정에 관한 연구 (A Study on Price Elasticities of mobile telephone Demand in Korea)

  • 정우수;조병선
    • 한국통신학회논문지
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    • 제32권6B호
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    • pp.390-401
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    • 2007
  • 본 연구는 2000년 1월부터 2005년 12월까지의 월별 시계열 자료를 이용하여 통화수요의 요금탄력성을 추정하고 분석하는 것을 목적으로 한다. 본 연구에 사용된 데이터는 M발신통화량, M발신요금지수, L발신요금지수, 소득수준, 가입자수 등의 자료가 이용되었다. 본 연구에서는 요금탄력성의 추정을 위하여 크게 두가지 계량적 방법을 사용하였다. 첫번째는 설명변수에 종속변수의 시차를 고려한 동태적인 로그선형모형을 일반화된 적률추정법(GMM)을 이용하여 장 단기 탄력성을 추정하였다. 두번째는 Box-Cox변환모형을 응용하여 시간의 변화에 따른 요금탄력성의 변화추이를 추정하였다. 연구결과 L발신요금지수는 요금탄력성의 중요한 변수로서 포함하지 않은 경우 과대추정될 수 있음을 알 수 있었다. Box-Cox변환모형을 이용한 추정결과 요금탄력성은 시간의 경과에 따라 감소하는 추세를 나타내고 있었으며, 이는 이동통신서비스가 점점 더 필수재로 전환을 하고 있는 것을 나타내는 것으로 분석된다.

정책융자의 경제적 성과분석: 투자의 유동성 제약완화 중심으로 (Economic Effects of Policy Loans: Focusing on Alleviation Effect of Investment Liquidity Constraint)

  • 남주하
    • 국제지역연구
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    • 제15권1호
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    • pp.173-193
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    • 2011
  • 지금까지 정책금융의 경제적 효과에 대한 대부분 연구들은 정책금융의 지원이 중소기업의 경영성과가 나아지는지에 대해 초점을 맞추고 있다. 본 연구에서는 기존의 연구와는 달리 정책융자가 중소기업의 투자의 유동성 제약을 완화하거나 해소하는데에 어떠한 기여를 하는지를 실증분석하였다. 투자의 유동성제약 완화효과의 유무를 분석하기위해 투자의 최적화를 통해 도출된 비선형 방정식을 이용하고, 분석방법론으로는 GMM (generalized method of moments)을 사용하여 실증분석을 시도하였다. 중소기업진흥공단의 2004년도에 정책융자를 받은 중소기업들을 대상으로 받기 전 3년(2001~2003)과 받은 후 3년(2004~2006)의 패널 자료를 사용하여 분석하였다. 실증분석결과에 의하면 중소기업진흥공단의 정책융자를 받은 기업들은 일단 정책융자를 받기전에는 투자의 유동성제약에 직면하고 있는 것으로 나타났으며, 정책융자를 받은 후에는 투자의 유동성제약이 해소되는 효과가 있는 것으로 나타났다. 이러한 연구결과의 강건성을 확인하기위해 그동안 투자방정식의 추정에 많이 활용되어진 토빈Q 모형을 이용하여 유동성 제약의 완화효과를 검정하였다. 실증분석결과에 의하면 토빈Q 모형 역시 정책융자는 투자의 유동성 제약을 완화시키는 것으로 드러나 정책융자의 경제적 성과가 있음을 확인할 수 있었다.이러한 실증분석결과는 그동안 정책융자가 경제적 성과가 없거나 크지 않아 정책융자의 비효율성을 강조한 비판적 시각이 잘못될 수 있음을 알 수 있다.

The Effect of Financial Restructuring on the Overall Financial Performance of the Commercial Banks in Vietnam

  • DUONG, Tam Thanh Nguyen;PHAN, Hai Thanh;HOANG, Tien Ngoc;VO, Tien Thuy Thi
    • The Journal of Asian Finance, Economics and Business
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    • 제7권9호
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    • pp.75-84
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    • 2020
  • The study investigates and measures the impact of financial restructuring on overall financial performance of commercial banks in Vietnam. Survey data for this research were collected from audited financial reports of 28 commercial banks in Vietnam, for the period from 2008 to 2018. In the study, we have built a model of econometric regression with the dependent variable being financial results measured through ROA and ROE. The research methods used include Pooled Ordinary Least Square Model (POLS), Fixed Effects Model (FEM), Random Effects Model (REM), and different Generalized Method of Moments (GMM). The results showed that the account payables restructuring and owners' equity restructuring are much needed. Increasing the owners' equity, decreasing the account payables would improve the overall financial performance, bad debts restructuring to decrease bad debts would also improve the financial performance as well. However, the financial restructuring in the period 2012-2015 and 2016-2018, indeed worsen the financial performance during those times. The findings of this study suggest that the evaluation of the financial performance after restructuring of commercial banks in Vietnam must be based on longer data. At the same time, it is necessary to examine differences between various banking groups to draw accurate conclusions on financial performance.

Is the Fama French Three-Factor Model Relevant? Evidence from Islamic Unit Trust Funds

  • Shaharuddin, Shahrin Saaid;Lau, Wee-Yeap;Ahmad, Rubi
    • The Journal of Asian Finance, Economics and Business
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    • 제5권4호
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    • pp.21-34
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    • 2018
  • The study tests the Fama and French three-factor model by using the newly created Islamic equity style indices. Based on a dataset from May 2006 to April 2011, the three-factor model is tested based on returns of Islamic unit trust funds using the Generalized Method of Moments (GMM) methodology. The sample period is also divided between periods before and after the Global Financial Crisis in August 2008 to test for robustness, and the Bai and Perron (2003) multiple structural break test was used to determine the structural break in the series. The analysis shows that the Fama and French model is valid for Islamic unit trust funds before and after the collapse of Lehman Brothers. The result further indicates the reversal of size effect. As for trading strategies, value funds outperform growth funds by annualized 3.13 percent for the full period. During pre-crisis period, value funds perform better than growth funds while in post-crisis, size factor yields better return than other strategies. As policy suggestion, fund managers need to be aware of the reversal of size effect, and they need to ensure a more transparent stock selection process so that investors can make an informed decision in their asset allocation.

OECD 15개국 중고령 남성의 취업률 결정요인 (The Factors Determining on the Employment Rate of Men Aged 55~64 in 15 OECD Countries)

  • 지은정
    • 한국사회복지학
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    • 제63권2호
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    • pp.233-260
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    • 2011
  • 본 연구는 1980~2005년 OECD 15개국 중고령 남성의 취업률 추이 및 취업률 결정요인을 분석하여 중고령 남성의 노동시장참여를 지원할 수 있는 방안을 살펴보고자 한다. 자료는 OECD, ILO, LIS이다. 분석은 노동시장참여의 상태의존성과 패널개체의 이질성을 반영한 동적패널모형으로서, 도구변수를 사용한 Arellano and Bonds(1981)의 차분 GMM으로 하였다. 분석결과, 55~64세 남성의 취업률은 1990년대 중반까지 감소하였으나, 그 이후 증가하고 있다. 둘째, 1980~2005년 기간동안 중고령 남성의 취업률은 상태의존성이 강하게 작용하였고, 정적인 기간효과가 나타났다. 공적 연금의 유인효과는 크게 나타나지 않았고, 노동시장의 배출요인이 부적인 영향을 미쳤다. 셋째, 1996~2005년은 노동시장위험완화요인인 임시직 비율이 중고령 남성의 취업률에 기여하였고, 빈곤이 노동의 메커니즘으로 나타났다.

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Inclusive Growth and Innovation: A Dynamic Simultaneous Equations Model on a Panel of Countries

  • Bresson, Georges;Etienne, Jean-Michel;Mohnen, Pierre
    • STI Policy Review
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    • 제6권1호
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    • pp.1-23
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    • 2015
  • Based on the work of Anand et al. (2013) we measure inclusive income growth, which combines growth in gross domestic product (GDP) per capita and growth in the equity of the income distribution. Extending the work of Causa et al. (2014), we estimate a dynamic simultaneous structural equations model of GDP per capita and inclusive income on panel data for 63 countries over the 1990-2013 period. We estimate both equations in error correction form by difference GMM (generalized method of moments). Among the explanatory variables of the level and the distribution of GDP per capita we include R&D (research and development) expenditure per capita. In OECD countries we obtain a large positive effect of R&D on GDP. R&D is found to have a positive effect on the social mobility index but its impact on the income equity index at first decreases, then switches around to become slightly positive in the long run. In non- OECD countries, R&D is found to decrease inclusive income, mostly through a negative growth effect but also because of a slightly increasing income inequity effect.

Sources of Trade Balance Dynamics in Korea

  • Kim, Jiwoon;Yu, Jongmin
    • Journal of Korea Trade
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    • 제26권2호
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    • pp.21-44
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    • 2022
  • Purpose - This study quantifies sources of trade balance dynamics over the business cycle in Korea. Specifically, we quantify the relative importance of domestic and foreign factors on trade balance dynamics using a small open economy real business cycle (SOE-RBC) model and provide policy implications for stabilization policies. Aggregate productivity and interest rate spreads are considered domestic factors affecting the trade balance. A world interest rate (the U.S. interest rate) is considered a foreign factor. Design/methodology - Following Neumeyer and Perri (2005), we build the SOE-RBC model with three types of shocks: aggregate productivity, interest rate spread, and world interest shocks. The model is estimated by the generalized method of moments (GMM) using relevant business cycle statistics. The estimated model is used for quantifying the relative importance of domestic and foreign factors on trade balance dynamics in Korea. Findings - Our main findings can be summarized as follows: 85.64% of the trade balance fluctuations in Korea are explained by domestic factors, the remaining 14.35% by foreign factors. Particularly, trade balance dynamics are mostly accounted for by the change in aggregate productivity shocks (85.58%). World interest rate shocks considerably explain trade balance (14.35%), whereas the role of interest rate spread shocks that represent domestic risks is limited (0.08%). Although aggregate productivity is key in explaining trade balance dynamics in Korea, interest rates still have an essential role. This is because aggregate productivity changes induce interest rate spread variations and, thus, the trade balance significantly. The results suggest that government policies mitigating fluctuations in aggregate productivity would be effective for stabilization policies in Korea by reducing the trade balance volatility. Originality/value - Existing studies on the emerging market business cycle examine mostly Latin American countries, and the main object of the studies is the volatility of consumption rather than trade balance dynamics. Conversely, our study examines Korea rather than Latin American countries. Additionally, we examine sources of trade balance dynamics, which are relatively more important in Korea, rather than those of the volatility of consumption. Hence, we estimate the model to explicitly match moments related to trade balance in the data.

Comparing Production- and Consumption- based CO2 Emissions by Economic Growth

  • Jooman Noh;Hong Chong Cho
    • Journal of Korea Trade
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    • 제26권8호
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    • pp.21-36
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    • 2022
  • Purpose - Carbon emission standards are based on the "production-based carbon emissions" generated by the production of goods in the relevant country which were the existing measurement methods. However, can such carbon emissions measurement standards be established international? For example, some of the goods produced in developing countries are produced for the demand of developed countries. The method of measuring carbon emission based on the final demand of a certain country is called "consumption-based carbon emissions." This study compares productionand consumption-based CO2 emissions according to economic growth in ninety-three countries categorized by income level. Design/methodology - Our empirical model considers the difference between production- and consumption-based CO2 emissions according to economic growth. Also, our model investigated whether the EKC hypothesis in most of the previous studies that had been based on production-based emissions was also established in the consumption-based emission model. Considering the continuous characteristics of CO2, we utilized the generalized method of moments (GMM), specifically a system GMM econometric technique because CO2 in the previous period can affect CO2 in the present period. Findings - Our main findings can be summarized as follows: The results show that for the consumption-based CO2 emissions model, CO2 continuously increases as economic growth increases in the upper-middle income countries. The inverted U-shaped result was found in the case of the production-based model. However, in the lower-income countries, an inverted-U shape in which CO2 emissions decrease at some point as the economy grows in the production-based model does not appear. On the other hand, in the consumption-based model, an inverted U-shaped result was obtained when estimating with system-GMM. Additionally, the proportion of manufacturing, energy imports, and energy consumption had an effect on both the production- and the consumption-based model regardless of the group's CO2 emissions. On the basis of such assessments, policymakers need to consider not only production- but also consumption-based options. Originality/value - Previous studies have mainly focused on production-based CO2 emissions, with most of them revolving around economic growth or the effect of various social and economic factors on CO2 emissions. However, this study considers the relationship with economic growth using consumption-based emissions as a dependent variable by classifying ninety-three countries by income level.

The Impact of Financial Development on Economic Growth: Empirical Evidence from Transitional Economies

  • NGUYEN, Phuc Tran;PHAM, Trinh Tuyet Thi
    • The Journal of Asian Finance, Economics and Business
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    • 제8권11호
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    • pp.191-201
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    • 2021
  • This article examines the role of financial development in economic growth in a number of transitional economies where the financial systems were newly established or reformed only in the early 1990s to facilitate their transition from centrally planned economies to market-based ones. Based on a dataset collected from 29 transitional economies and 5 Asian developing economies covering the period 1990-2020, an empirical endogenous growth model is specified and estimated using the generalized method of moments (GMM). Three measures of financial development are used to investigate the relative role of the banking system and stock exchange market in the process of transition and growth. The results show that the three measures of financial development are crucial determinants of economic growth in transitional economies but the link seems to be in an inverted U-shape. This suggests the existence of thresholds for different channels of the financial sector to expand to positively influence growth. When becoming too large relative to the size of the economy, the financial system would have become a factor not conducive to growth. The growth convergence hypothesis is also confirmed and the impacts of other growth determinants are overall consistent with the extant literature.

A Dynamic Approach to Understanding Business Performance

  • Kusuma Indawati HALIM
    • 유통과학연구
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    • 제22권6호
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    • pp.1-10
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    • 2024
  • Purpose: This study's objective is to examine the impact of firm-specific and macroeconomic factors on the business performance of non-cyclical and cyclical sectors in Indonesian listed firms. The evaluation of business performance holds paramount importance for the achievement and long-term viability of a company. Research Design Data and Methodology: The data for 61 non-cyclicals sector companies and 57 cyclicals sector companies was gathered over a 4-year period from 2018-2021. The model integrates firm size, leverage, and sales growth as firm-specific factors, with real GDP growth and inflation rate as macroeconomic variables. ROA and ROE are indicators of a firm's business performance. The regression models are estimated using the distribution of a dynamic approach with Arellano-Bond Panel Generalized Method of Moments (GMM) estimation. Results: The results of the pooled sample indicate that the historical ROA and ROE have a positive relationship with the business performance of all sectors, including both non-cyclical and cyclical industries. The ROE of non-cyclical enterprises is primarily influenced by firm-specific characteristics and macroeconomic influences. Conclusion: To ensure the successful implementation of the distribution of a dynamic approach towards enhancing corporate business performance, organizations need to take into account a combination of firm-specific factors and macroeconomic factors.