• Title/Summary/Keyword: 그레인저 인과성

Search Result 7, Processing Time 0.022 seconds

Industrial Economic Growth and IT Investment: Is Economic Growth an Effect of IT Investment, or a Determinant of Decision-making for IT Investment (산업의 경제 성장과 IT 투자: 경제 성장은 IT 투자의 효과인가, 아니면 IT 투자 결정의 요인인가?)

  • Sangho Lee;Young U. Ryu
    • Information Systems Review
    • /
    • v.19 no.1
    • /
    • pp.185-202
    • /
    • 2017
  • Most studies based on production function theory have concluded that economic growth is a result of information technology (IT) capital use. However, some studies have indicated that economic growth is a determinant of IT investment. To determine if these results also hold at the industry level, we use the Granger causality test to analyze bidirectional causality with industry-level data for 1977~2007 from the United States. The results generally reveal that IT investment causes economic growth in many industries under the concept of Granger causality, that economic growth causes IT investment in some industries, and that IT investment is not associated with economic growth in some industries. In the country-level time-series data made by summing up the IT capital and gross output for each industry, the results do not show any causality between IT investment and economic growth. However, they show bi-directional causality between IT investment and economic growth in the panel data. These results may be a source of IT productivity paradox.

A Study on the Global Co-movement & Spillover Effect of Housing Price (주택가격의 글로벌 동조화와 파급경로에 관한 연구)

  • Chang, Young Gil
    • Korea Real Estate Review
    • /
    • v.24 no.1
    • /
    • pp.39-52
    • /
    • 2014
  • This study examines the degree of global co-movement & spillover effect among the housing price of ten major countries of OECD including Korea, based on the 3 hypothesis. The data used in this study is quarterly house price index of OECD countries from 1975 to 2012. VAR model is used to analyze the co-movement, and Granger causality methodology is used for the analysis of Spillover Effect. It is found that entire period of study is that the global house prices showed the co-movement, but the coefficient was weak. Since 2008 global financial crisis, the co-movement increased significantly and the adjusted R-square of this model increased 78% compared to the entire period (1975-2012). In general, all hypotheses in this study were significant, and the common shock hypothesis were most significant. In case of Korea, the degree of co-movement was weak compared to the other countries and spillover effect was independent since 2008.

Causal Effect from IT Capital in the US Computer and Electronic Products Industry: Value Added Increase or Labor Decrease (미국 전자산업에서 IT자본의 효과: 부가가치 창출 또는 근로자의 감소)

  • Sangho Lee
    • Information Systems Review
    • /
    • v.22 no.2
    • /
    • pp.121-135
    • /
    • 2020
  • Since many researchers were interested in measuring the performance of information technology investment, many studies have been conducted with various data sources and analysis methods, and most studies report that IT investment produces significant and positive results. Many of these studies have been conducted at the enterprise level, but different results may occur at the industry level. In the case of the electronics industry, if the performance of the IT highly increases, the sales of the IT produced in the electronics industry may decrease, and the added value of the electronics industry may also decrease. As a result of analysis, the increase in the IT capital of the US electronic industry did not increase the added value of the industry, but the increase in IT capital per worker in the industry had a positive effect on the increase in value added per worker (labor productivity) in the industry. In addition, the increase in IT capital in the US electronics industry has resulted in a decrease in the number of workers.

Evaluation of Baroreflex Effectiveness in Normal Subject and Obstructive Sleep Apnea Patient during Sleep using Granger Causality Analysis (그레인저 인과성 분석을 이용한 정상인과 수면무호흡증 환자의 수면 중 압수용기 반사 효과의 평가)

  • Jung, Da Woon;Kim, Sang Kyong;Kim, Ko Keun;Lee, Yu-Jin;Jeong, Do-Un;Park, Kwang Suk
    • Journal of Biomedical Engineering Research
    • /
    • v.35 no.4
    • /
    • pp.95-98
    • /
    • 2014
  • The baroreflex is one kind of homeostatic mechanisms to regulate acute blood pressure (BP) changes by controlling heartbeat interval (HBI). To quantify the effect of baroreflex, we suggested a new approach of analyzing Granger causality between systolic BP (SBP) and HBI. The index defined as baroreflex effectiveness (BRE) was generated by the hypothesis that more effectual baroreflex would be related to more effective Granger causal influence of SBP on HBI. Six obstructive sleep apnea (OSA) patients (apnea-hypopnea index, AHI ${\geq}5$ events/hr) and six normal subjects participated in the study. Their SBP and HBI during nocturnal sleep were obtained from a non-invasive continuous BP measurement device. While the BRE ($mean{\pm}SD$) of normal subjects was $47.0{\pm}4.0%$, OSA patients exhibited the BRE of $34.0{\pm}3.8%$. The impaired baroreflex function of OSA patients can be explained by the physiological mechanism associated with recurrent hypoxic episodes during sleep. Thus, the significantly lower BRE in OSA patients verified the availability of Granger causality analysis to evaluate baroreflex during sleep. Furthermore, the range of BRE obtained from normal subjects was not overlapped with that obtained from OSA patients. It suggests the potential of BRE as a new helpful tool for diagnosing OSA.

Comovement of International Stock Market Price Index (주가동조현상에 관한 연구)

  • Khil, Jae-Uk
    • The Korean Journal of Financial Management
    • /
    • v.20 no.2
    • /
    • pp.181-200
    • /
    • 2003
  • Comovement of international stock market prices has been lately a major controversy in the global stock market. This paper explores whether the common trend has really existed among the US, Japan and Korea's stock markets using the econometric techniques such as VAR, VECM as applied. Pair of indices from the exchange market and the over-the-counter market in each country has been tested, and the exchange market only has been turned out that the common trend existed. The dynamic analyses using the Granger causality test, impulse response function, and the forecast error decomposition have followed to show that the US stock market has played some important role in the Korea and Japan's market in the exchange as well as in the OTC market. The results of the paper imply that the more careful investigation with respect to the co-integration may be necessary in the global market integration studies.

  • PDF

Forecasting of Iron Ore Prices using Machine Learning (머신러닝을 이용한 철광석 가격 예측에 대한 연구)

  • Lee, Woo Chang;Kim, Yang Sok;Kim, Jung Min;Lee, Choong Kwon
    • Journal of Korea Society of Industrial Information Systems
    • /
    • v.25 no.2
    • /
    • pp.57-72
    • /
    • 2020
  • The price of iron ore has continued to fluctuate with high demand and supply from many countries and companies. In this business environment, forecasting the price of iron ore has become important. This study developed the machine learning model forecasting the price of iron ore a one month after the trading events. The forecasting model used distributed lag model and deep learning models such as MLP (Multi-layer perceptron), RNN (Recurrent neural network) and LSTM (Long short-term memory). According to the results of comparing individual models through metrics, LSTM showed the lowest predictive error. Also, as a result of comparing the models using the ensemble technique, the distributed lag and LSTM ensemble model showed the lowest prediction.

The Influences of Thailand's Import and FDI on Lao PDR's Economic Growth (태국의 수입 및 FDI가 라오스의 경제성장에 미친 영향)

  • Kim, Kyu;Kwon, KiChul
    • The Journal of the Korea Contents Association
    • /
    • v.20 no.1
    • /
    • pp.304-316
    • /
    • 2020
  • Laos is rich in natural resources but lacks the capital to develop them. Partly alleviating the shortage is FDI from neighboring countries, especially Thailand. Not only does this contribute to directly increasing GDP by increasing effective demand, it also has an additional GDP increase effect by expanding Laos' production capacity. Laos' exports mostly consist of mineral resources and electricity. This, too, contributes to an increase in GDP by increasing the effective demand. Thailand accounts for more than 40 percent of Laos' exports. This paper tries to confirm the economic impact on Laos in Thailand through a econometric analysis of Laos' GDP, Laos' exports to Thailand and Thailand's FDI to Laos. It turns out that economic ties with Thailand, including exports to Thailand and Thailand's FDI, play a very important role in Laos' economic growth. Laos recently recorded relatively robust economic growth, but its driving force is weak. That's because Laos' growth engines are very limited and have no resilience to external shocks. Moreover, economic growth has not been linked to an increase in employment because the economy is not diversified and growth in the hydroelectric power sector does not lead to growth in other sectors. Given this, Laos needs to actively take advantage of its geographical proximity to Thailand. It is necessary to create a more active environment for the inflow of FDI in Thailand, to foster resource-based and labor-based manufacturing to take advantage of the Thai market.