• 제목/요약/키워드: financial time series

검색결과 265건 처리시간 0.022초

주식수익률의 VaR와 ES 추정: GARCH 모형과 GPD를 이용한 방법을 중심으로 (Estimation of VaR and Expected Shortfall for Stock Returns)

  • 김지현;박화영
    • 응용통계연구
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    • 제23권4호
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    • pp.651-668
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    • 2010
  • 금융 포트폴리오의 두 위험측도인 VaR와 ES에 대한 여러 추정방법을 1일 후와 10일 후의 경우로 나누어 각각 비교하였다. 2008년 미국발 세계 금융위기 기간을 포함한 KOSPI 자료와 해외 5개국의 종합주가지수 자료를 이용하여 실증적으로 비교하였다. 손실 분포의 두터운 꼬리와 조건부 이분산성을 동시에 고려하는 방법을 중심으로 여러 방법을 추가적으로 고려하였고, 국내 자료에 어떤 방법이 적절하며 종합적인 성능은 어떤가를 살펴보았다.

환율변동성이 우리나라 컨테이너 수출입 물동량에 미치는 영향 분석 (Analysis of the Effect of Exchange Rate Volatility on Export & Import Container Volumes in Korea)

  • 안경애
    • 무역상무연구
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    • 제75권
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    • pp.95-116
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    • 2017
  • The global financial crisis has slowed overall growth in the global economy. In addition, uncertainty is increasing in the world economy due to the Trade protectionism, sluggish world trade, and a rise in the rate of interest caused by expansion of fiscal spending by major countries. In this study, we analyzed various factors affecting the container import and export volume, which has a high correlation with export and import of commodities in international trade. In particular, we will examine how exchange rate fluctuations and domestic and overseas economic conditions affect container imports and exports. For the empirical analysis, monthly time series data were used from January 2000 to January 2017. We use the Error Correction Model (VECM) for the empirical analysis and the GARCH model for the exchange rate fluctuation. As a result, container export and import volume had a negative relationship with exchange rate and exchange rate volatility, which had a positive effect on domestic and international economic conditions. However, the effects are different before and after the financial crisis.

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KOSPI 200 지수선물이 현물주식시장의 유동성 및 변동성에 미친 영향

  • 변종국
    • 재무관리연구
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    • 제15권1호
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    • pp.139-163
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    • 1998
  • 본 연구는 KOSPI 200 주가지수선물이 현물시장의 유동성 및 변동성에 미치는 영향을 분석하기 위하여 1996년 5월 3일 주가지수선물의 도입 전 후 각각 6개월간의 일중 매수 매도호가, 일중 최고가, 최저가, 종가, 거래량에 대한 109개 기업의 패널자료(panel data)를 일반화최소승자(GLS) 방법에 의하여 시계열횡단면회귀분석(time series cross-sectional regression)으로 실시하였다. 본 연구에서 발견된 결과는 다음과 같다. 첫째, 주가지수선물 도입이후 주식시장 전반적으로 매수 매도호가 스프레드 증가는 발견할 수 없었다. 그러나 KOSPI 200 지수 비채택종목의 스프레드는 증가하여 주가지수선물 도입이후 유동성의 감소를 보였고 KOSPI 200 종목군은 유의적인 변화가 없었다. 둘째, 스프레드의 설명변수중 가격변수는 주가지수선물의 도입 이전에 유의적 설명변수이었고, 주가지수선물 도입이후에도 구조적 차이의 변화를 발견할 수 없었다. 그러나 스프레드의 설명변수 중 주가지수선물의 도입 이전에는 유의적이지 못하였던 변동성과 거래량의 스프레드에 대한 민감도가 주가지수선물 도입이후에는 유의적인 차이변화를 나타냈다. 변동성은 KOSPI 200 지수 비채택종목군에서, 그리고 거래량은 지수채택종목과 비채택종목군 모두에서 통계적으로 유의적인 차이 변화를 나타내어 주가지수선물 도입이후 스프레드의 설명변수에 구조적 변화가 발생하였다. 셋째, 주가지수선물의 도입이후 가격변수를 설명변수로 조정하고 난 현물시장의 변동성이 유의적으로 증가하였고, 특히 지수비채택종목군에서 더 심한 증가를 보여 주었다. 이는 선물가격이 정보를 효율적으로 반영하지 못하여 현물시장의 변동성에 다소 영향을 미친 것으로 볼 수 있다.

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Return Premium of Financial Distress and Negative Book Value: Emerging Market Case

  • KAKINUMA, Yosuke
    • The Journal of Asian Finance, Economics and Business
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    • 제7권8호
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    • pp.25-31
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    • 2020
  • The purpose of this paper is to examine a financial distress premium in the emerging market. A risk-return trade-off of negative book equity (NBE) and distress firms is empirically analyzed using data from the Stock Exchange of Thailand. This research employs Ohlson's (1980) bankruptcy model as a measurement of distress risk. The results indicate that distress firms outperform solvent firms in the Thai market and deny distress anomaly often found in the developed market. Fama-Frech (1993) three-factor model and Carhart (1997) four-factor model verify the existence of a distress premium in the Thai capital market. Risk-seeking investors demand greater compensation for bearing risks of distress firms' going concern. This paper provides fresh evidence that default risk is a significant explanatory factor in pricing stocks in the emerging market. Also, this study sheds light on the role of NBE firms in asset pricing. Most studies eliminate NBE firms from their sample. However, NBE firms yield superior average cross-sectional returns, albeit with higher volatility. Investors are rewarded with distress risks associated with NBE firms. The outperformance of NBE firms is statistically significant when compared to the overall market. The NBE premium disappears when factoring size, value, and momentum in time-series analysis.

은행대출과 주택가격 간의 상호작용 (The Interaction between Bank Lending and Housing Prices in Korea)

  • 정준호
    • 한국경제지리학회지
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    • 제16권4호
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    • pp.631-646
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    • 2013
  • 본 연구는 1990년대 초반과 2000년대 후반 기간 동안을 대상으로 공적분 장기 분석과 시계열 단기 회귀분석을 통해 은행대출과 주택가격 간의 인과성 패턴을 경험적으로 분석한다. 은행대출과 주택가격 간의 동시적인 상관관계가 크지만, 실증 분석 결과는 신용 증가와 은행대출 간의 강력한 상호작용은 주택가격의 변동에 따른 은행대출의 변화에 기인한다는 것을 보여주고 있다. 또한, 2000년대 초 중반에 도입된 LTV와 DTI와 같은 거시 건전성 규제는 금융시장과 부동산시장의 안정화에 크게 기여한 것으로 나타나고 있다.

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순이익의 기대모형 : 랜덤워크 모형의 타당성 재검증 (The Time Series Properties and Predictive Ability Results of Annual Earnings)

  • 배길수;주상영
    • 재무관리연구
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    • 제16권2호
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    • pp.243-261
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    • 1999
  • 본 논문은 순이익의 시계열 속성을 조사하고, 순이익의 시계열이 랜덤워크 모형과 일치하는지를 단위근 검증방식을 사용하여 조사하며, 시계열 속성에 근거하여 도출된 예측모형과 흔히 사용되어 온 랜덤워크 모형의 예측능력을 비교하여 선행연구에서 사용되고 있는 랜덤워크 모형에 실증적 타당성을 제시하는 것을 주목적으로 하고 있다. 본 연구는 한국신용평가주식회사의 데이터 베이스에 1980년부터 1996년까지 17년간 자료가 연속적으로 포함되어 있는 금융기업을 제외한 모든 기업(272개)을 표본으로 사용하고 있다. 표본기업의 순이익 시계열에 가장 적합한 과정은 랜덤워크나 AR(1) 또는 AR(2) 모형이다. 또한 본 논문은 대부분의 기업에 때해 순이익이 랜덤워크 과정을 따른다는 가설을 기각할 수 없음을 보였다. 이들 상이한 모형의 표본외 예측력(out-of-sample predictive ability)을 비교한 결과 상수항을 포함한 랜덤워크 모형이 가장 작은 평균 절대 예측오차(mean absolute forecast error)를 갖는 것으로 나타나고 있다. 본 연구는 기존의 연구가 순이익 시계열의 불안정성(nonstationarity) 문제를 무시하거나 명시적으로 다루고 있지 않은 것과는 달리 단위근 검증(unit root test)을 통해 연간 순이익이 대체로 불안정하다는 것을 보였으며, 또한 상이한 모형의 표본외 예측능력을 비교한 결과 선행연구에서 사용하여 온 랜덤워크 모형의 우월성에 대한 실증적 증거를 제공하였다는 데 의의가 있다.

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Counter-Cyclical Capital Buffer and Regional Development Bank Profitability: An Empirical Study in Indonesia

  • ANDAIYANI, Sri;HIDAYAT, Ariodillah;DJAMBAK, Syaipan;HAMIDI, Ichsan
    • The Journal of Asian Finance, Economics and Business
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    • 제8권5호
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    • pp.829-837
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    • 2021
  • The study investigates the impact of the Counter-Cyclical Buffer Policy (CCB) on regional development bank profitability in Sumatra, Indonesia. CCB requires banks to hold capital at times when credit is growing rapidly so that the buffer can be reduced if the financial cycle turns down or the economic and financial environment becomes substantially worse. This study employs time series data of regional development banks (RDBs) in Sumatra Island, Indonesia. The methodology applied in this study is a panel dynamic model with Generalized Methods of Moments (GMM). The results show that increasing capital through the implementation of CCB did not have a significant effect on RDBs' profitability. The findings of this study suggest that the activation and implementation of CCB lead to an increase in the amount and cost of loans to companies but do not affect the profitability of RDBs. The value of a Non-Performing Loan (NPL) proved to have a negative and significant effect on bank profitability. The CCB policy aims to overcome the pro-cyclicality of credit growth and improve bank resilience through increased capital which is expected to reduce excessive credit growth as a source of systemic risk. This causes a lack of lending to the community so that the profits obtained by the bank decrease.

Dynamic Relationship between Stock Index and Asset Prices: A Long-run Analysis

  • NATARAJAN, Vinodh K;ABRAR UL HAQ, Muhammad;AKRAM, Farheen;SANKAR, Jayendira P
    • The Journal of Asian Finance, Economics and Business
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    • 제8권4호
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    • pp.601-611
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    • 2021
  • There are many asset prices which are interlinked and have a bearing on the stock market index. Studies have shown that the interrelationship among these asset prices vary and are inconsistent. The ultimate aim of this study is to examine the dynamic relationship between gold price, oil price, exchange rate and stock index. Monthly time series data has been utilized by the researcher to examine the interrelationship between four variables. The relationship among stock exchange rate index, oil price and gold price have been undertaken using regression and granger causality test. The results indicate that the exchange rate and oil price have an indirect influence on NIFTY; whereas gold price had a direct impact on NIFTY. It is evident from the results that volatility in the price of gold is mainly dependent on the exchange rate and vice versa. All the variables affect NIFTY in some way or the other. However, gold has a direct and vital relationship. From the study findings, it can be concluded that macroeconomic variables like commodity prices and foreign exchange rate, gold and oil, have a strong relationship on the return on securities at the national stock exchange of India.

Symmetric and Asymmetric Approaches to Money Demand Determination in Indonesia: Is Divisia Money Relevant?

  • LEONG, Choi-Meng;PUAH, Chin-Hong;TANG, Maggie May-Jean
    • The Journal of Asian Finance, Economics and Business
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    • 제8권7호
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    • pp.393-402
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    • 2021
  • This study aims to examine whether symmetric effects or asymmetric effects of exchange rates exist in determining the money demand in Indonesia. Simple-sum money and Divisia money were included in different models for comparison due to the financial developments in Indonesia. This study uses time-series data from 1996Q1 to 2019Q4 for the estimation. The nonlinear autoregressive distributed lag (NARDL) model is utilized to verify the asymmetric effects of exchange rates on money demand. The Augmented Dickey-Fuller and Phillips-Perron unit root tests were performed to verify the order of integration of the variables. The findings of this study revealed that the exchange rate is one of the most important determinants of money demand in Indonesia and the effect is asymmetric. The findings further indicated that money demand function, which incorporates Divisia monetary aggregate is parsimonious. Monetary targets such as money supply and interest rates are critical for monetary policy conduct to achieve inflation levels set by government. As the adoption of an inflation targeting framework needs to be in keeping with the flexible exchange rate system, the asymmetric effect of exchange rate changes can be used in exchange rate policy conduct to achieve financial system and price stability.

Does Audit Matter in Earnings Quality of Indonesia Banks?

  • MULIATI, Muliati;MAYAPADA, Arung Gihna;PARWATI, Ni Made Suwitri;RIDWAN, Ridwan;SALMITA, Dewi
    • The Journal of Asian Finance, Economics and Business
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    • 제8권2호
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    • pp.143-150
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    • 2021
  • This study investigates and analyzes the difference in Indonesian banks' earnings quality in the pre-audit and post-audit period. This study also investigates the difference in audit quality done by public accounting firms. This study employs time series data taken from the unaudited and audited financial statements of banks listed on the Indonesia Stock Exchange in 2012-2016. Sample selection is made by using a purposive sampling method. The population of this study is 43 banks, and after checking the data for validity and reliability, the final sample size was 26 banks. Audit quality is operationalized with the size of the auditor. Earnings quality is proxied by accruals calculated using the Beaver and Engel (1996) model. The data analysis method used in this study is the paired-sample t-test and chow test. This study shows that there is no difference in earnings quality in the pre-audit and post-audit period. This study also reveals no difference in audit quality between the big four and non-big four auditors. These findings mean that independent auditors do not play a useful role in increasing the reliability of accounting information presented by management to stakeholders. Besides, this study's results do not verify the agency theory regarding auditors' role to minimize opportunistic management behavior in preparing financial statements.