• 제목/요약/키워드: Macroeconomic Indicators

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The Impact of Macroeconomic Variables on the Profitability of Korean Ocean-Going Shipping Companies

  • Kim, Myoung-Hee;Lee, Ki-Hwan
    • 한국항해항만학회지
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    • 제43권2호
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    • pp.134-141
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    • 2019
  • The objective of this study was to establish whether global macroeconomic indicators affect the profitability of Korean shipping companies by using panel regression analysis. OROA (operating return on assets) and ROA (ratio of net profit to assets) were selected as proxy variables for profitability. OROA and ROA were used as dependent variables. The world GDP growth rate, interest rate, exchange rate, stock index, bunker price, freight, demand and supply of the world shipping market were set as independent variables. The size of the firm was added to the control variable. For small-sized firms, OROA was not affect by macroeconomic indicators. However, ROA was affected by variables such as interest rates, bunker prices, and size of firms. For medium-sized firms, OROA was affected by demand, supply, GDP, freight, and asset variables. However, macroeconomic indicators did not affect ROA. For large-sized firms, freight, GDP, and stock index (SCI; Shanghai Composite Index) have an effect on OROA. ROA was analyzed to be influenced by bunker price and SCI.

온라인 뉴스와 거시경제 지표, 금융 지표, 기술적 지표, 관심도 지표를 이용한 코스닥 상장 기업의 기계학습 기반 주가 변동 예측 (Machine Learning Based Stock Price Fluctuation Prediction Models of KOSDAQ-listed Companies Using Online News, Macroeconomic Indicators, Financial Market Indicators, Technical Indicators, and Social Interest Indicators)

  • 김화련;홍승혜;홍헬렌
    • 한국멀티미디어학회논문지
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    • 제24권3호
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    • pp.448-459
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    • 2021
  • In this paper, we propose a method of predicting the next-day stock price fluctuations of 10 KOSDAQ-listed companies in 5G, autonomous driving, and electricity sectors by training SVM, XGBoost, and LightGBM models from macroeconomic·financial market indicators, technical indicators, social interest indicators, and daily positive indices extracted from online news. In the three experiments to find out the usefulness of social interest indicators and daily positive indices, the average accuracy improved when each indicator and index was added to the models. In addition, when feature selection was performed to analyze the superiority of the extracted features, the average importance ranking of the social interest indicator and daily positive index was 5.45 and 1.08, respectively, it showed higher importance than the macroeconomic financial market indicators and technical indicators. With the results of these experiments, we confirmed the effectiveness of the social interest indicators as alternative data and the daily positive index for predicting stock price fluctuation.

Determinants of Economic Growth in ASEAN Countries (2002-2019)

  • Khin Theingi Aung
    • 수완나부미
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    • 제15권2호
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    • pp.215-244
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    • 2023
  • This study analyzes the effect of macroeconomic indicators such as foreign direct investment (FDI), domestic investment, trade, inflation, unemployment, population, and governance indicators on economic growth and points out the GDP growth rate in 2002- 2019 among ASEAN countries. Data were compiled from the Worldwide Governance Indicators (WGI) and the World Bank, and the effect of variables on GDP was predicted using the pooled ordinary least squares (POLS), fixed effects model (FEM), and random effects model (REM) methods. As a measure of growth, the GDP growth rate has been taken; FDI and domestic investment, trade, inflation, and governance indicators are positively connected and have an influence on economic growth in these ASEAN countries; domestic investment, population, and unemployment have a negative relationship to economic growth. The macroeconomic indicators and institutional stability of the nation have an effect on its economic growth. Comprehensive institutional stability and well-laid macroeconomic policies are required for growth to materialize.

Stock Price Predictability of Financial Ratios and Macroeconomic Variables: A Regulatory Perspective

  • Kwag, Seung Woog;Kim, Yong Seog
    • Industrial Engineering and Management Systems
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    • 제12권4호
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    • pp.406-415
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    • 2013
  • The present study examines a set of financial ratios in predicting the up or down movements of stock prices in the context of a securities law, the Sarbanes-Oxley Act of 2002 (SOA), controlling for macroeconomic variables. Using the logistic regression with proxy betas to alleviate the incompatibility problem between the firm-specific financial ratios and macroeconomic indicators, we report evidence that financial ratios are meaningful predictors of stock price changes, which subdue the influence of macroeconomic indicators on stock returns, and more importantly that the SOA truly improves the stock price predictability of financial ratios for the markup sample. The empirical results further suggest that industry and time effects exist and that for the markdown sample the SOA actually deteriorates the predictive power of financial ratios.

The Evaluation of Major Macroeconomic Indicators in Russia and the Leading Countries-partners

  • Vyborova, Elena Nikolaevna
    • 동아시아경상학회지
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    • 제5권3호
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    • pp.1-32
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    • 2017
  • Purpose - This study is to analyze the main macroeconomic indicators in Russia and the leading countries- partners and to research GDP, the debt, the foreign trade and other indicators. This main indicator is using in regulation in the economic stability of country, of stability of trade with countries-partners. Research design, data, and methodology - This paper used the amount of data to be analyzed at the present stage, from the 2010 to 2015 in Russia. In order to assess trends of development, the array of data on the indicators used for the 1995-2017. The data analyzed using the methods of multivariate statistics and application of the software package Stat graphics. Results - Hypothesis 1. In the recent years GDP has tended to increase in the most countries of the world. In Russia and its structure of branch of economics is uneven. Hypothesis 2. The foreign trade turnover also has tended to grow. The foreign trade balance in Russia and in the leading countries-partners has a positive balance, dominated by the export of goods. Conclusions - This paper finds that the foreign trade turnover also has tends to grow. The foreign trade balance in Russia and in the leading countries-partners has a positive balance, dominated by the export of goods.

Determinants of Sukuk Market Development: Macroeconomic Stability and Institutional Approach

  • BASYARIAH, Nuhbatul;KUSUMA, Hadri;QIZAM, Ibnu
    • The Journal of Asian Finance, Economics and Business
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    • 제8권2호
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    • pp.201-211
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    • 2021
  • This study aims to analyze the determinants of macroeconomic and institutional stability on the development of the global sukuk market by controlling the effects of population. This study uses panel data namely GDP per-capita, exchange rate, and inflation as the proxies for macroeconomic stability sourced from the World Development Index, and six dimensions of Worldwide Governance Indicators (WGI) as institutional proxies sourced from WGI-World Bank. To make robust the relationship between macroeconomics and institutional on the global sukuk market, the population (POP) variable was included as a control variable. The development of sukuk uses a proxy for sukuk issuance in the International Islamic Financial Market, for the annual period from 2002-2017. The data was analyzed using the General Method of Moment, and the results show that by controlling the population effects that proved to be significant, GDP per-capita and the rule of law have a significant impact on the development of sukuk, especially when incorporating population effects as control variables, whereby further ascertaining the effect of each macroeconomic-stability variable and institutional stability on sukuk development, especially inflation, found not to affect sukuk development. These results also confirm the previous findings, whereby inflation remains controllable at a certain level for economic development.

The Methodological Aspects of Forecasting and the Analysis of Macroeconomic Indicators

  • VYBOROVA, Elena Nikolaevna
    • 동아시아경상학회지
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    • 제10권2호
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    • pp.31-42
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    • 2022
  • Purpose - The main research goals by macroeconomic analysis is to assess the effectiveness of state regulation, the sustainability of development, and the financial stability of the state. Research design, Data, and methodology - The research were analyzed using the methods of multivariate statistics and application of the software package Stat graphics. The volume of data from the 1995 to the 2021 was analyzed by Russian Federation. The scale of research on Belarus: to be analyzed the amount of data from the 2015 by 2021, on Kazakhstan - from the 19941, on Kyrgyzstan - from the 2002, on Tajikistan - from the 2008, on Armenia - from the 2021, on Japan - since the 1970, on China - since the 1950, on South Korea - since the 1953. Result - The methods of multivariate statistics was demonstrated exact of result in forecasting of macroeconomic indicators. The most of tendency with the accurate results of are described using the second-degree polynomials. In the most research of country there are the macroeconomic proportion are broken. Conclusion - In the countries studied, the monetary aggregates have a significant growth rate. The shares with a substantial monetary stock and the speed of its growth are divided in the two groups: having placements in the real sectors of the economy and not having received the same result of development from the growth of the monetary stock.

Twin Deficit and Macroeconomic Indicators in Emerging Economies: A Comparative Study of Iran and Turkey

  • ABBASI, Munir A.;AMRAN, Azlan;REHMAN, Nazia Abdul;SAHAR, Noor us;ALI, Arif
    • The Journal of Asian Finance, Economics and Business
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    • 제8권5호
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    • pp.617-626
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    • 2021
  • The study examines the existence of twin deficit in two emerging economies (Turkey and Iran) and also investigates the relation of twin deficit with specific macroeconomic indicators such as the GDP, money supply, foreign direct investment, and the interest rate both in short and long-run periods. The twin-deficit concept refers to a situation where the current account deficit and budget deficits exist in the same corresponding period of an economy. This study employs the Bound Test Autoregressive lag distributed (ARDL) model on time-series quarterly secondary data of Turkey and Iran from 1992 to 2019. The stationarity of variables has been ensured through the Augmented Dickey-Fuller (ADF) test at the level and the first difference. The results reveal the existence of a twin deficit in both the short and long-run periods only in Iran. Its existence could not be observed in the Turkish economy. The findings suggest a positive relationship between twin deficit and GDP, and a negative relationship between twin deficit and FDI and M2. At the same time, the relationship of the twin deficit with interest rate could not be found in the Iranian economy. The findings may be helpful for economic managers of both countries in executing their economic policies.

The Macroeconomic and Institutional Drivers of Stock Market Development: Empirical Evidence from BRICS Economies

  • REHMAN, Mohd Ziaur
    • The Journal of Asian Finance, Economics and Business
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    • 제8권2호
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    • pp.77-88
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    • 2021
  • The stock markets in the BRICS (Brazil, Russia, India, China and South Africa) countries are the leading emerging markets globally. Therefore, it is pertinent to ascertain the critical drivers of stock market development in these economies. The currrent study empirically investigates to identify the linkages between stock market development, key macro-economic factors and institutional factors in the BRICS economies. The study covers the time period from 2000 to 2017. The dependent variable is the country's stock market development and the independent variables consist of six macroeconomic variables and five institutional variables. The study employs a panel cointegration test, Fully Modified OLS (FMOLS), a Pooled Mean Group (PMG) approach and a heterogeneous panel non-causality test.The findings of the study indicate co-integration among the selected variables across the BRICS stock markets. Long-run estimations reveal that five macroeconomic variables and four variables related to institutional quality are positive and statistically significant. Further, short-run causalities between stock market capitalization and selected variables are detected through the test of non-causality in a heterogeneous panel setting. The findings suggest that policymakers in the BRICS countries should enhance robust macroeconomic conditions to support their financial markets and should strengthen the institutional quality drivers to stimulate the pace of stock market development in their countries.

The Macroeconomic Analysis: the Main Results of Estimation of Monetary Indicators on the Materials of Russia, the Countries of the Commonwealth of Independent States (CIS) and North-East Asia

  • Vyborova, Elena Nikolaevna
    • 동아시아경상학회지
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    • 제7권3호
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    • pp.13-48
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    • 2019
  • Purpose - This study is to analyze the monetary indicators and the key macroeconomic indicators and to assess the effectiveness of state regulation on its basis. The analysis of monetary aggregates of Russian Federation, CIS, the countries of leading countries of North-East Asia at the present stage of development. Research design and methodology - The volume of data on Russia was analyzed from the 1995 to the 2018. The data from the 1950 to the 2019 were estimated on China. The data from the 1980 to the 2018 were estimated on Japan. On South Korea - since the 1960 to the 2018. On Republic of Belarus - since the 2003 to the 2018. On Tajikistan - from the 2008 to 2017. On Kazakhstan - from the 1994 to the 2018. On Kyrgyzstan - from the 2002 to the 2018. On Armenia - from the 2003 to the 2018. Results - Hypothesis 1: In Russian Federation, the monetary stock has a stable tendency to grow. The volume of money stock of Russia and the analyzed countries is much determined by external debt, GDP, the export, the import, and the international reserves. Hypothesis 2: The growth of money supply does not always give a positive effect in the development of the country, as well as a significant increase in the amount of money stock does not always lead to negative consequences. The monetary stock should be commensurate with the macroeconomic indicators of the state. Conclusions - The growth of the monetary stock does not always give a positive effect in the development of the country, as well as a significant increase in the amount of monetary stock not always lead to negative consequences.