• 제목/요약/키워드: noise trading

검색결과 22건 처리시간 0.023초

선물 유통시장에서 시장지배력에 관한 연구 (A Study on Market Power in Futures Distribution)

  • 유원석
    • 유통과학연구
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    • 제15권11호
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    • pp.73-82
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    • 2017
  • Purpose - This paper aims to investigate a profit maximizing incentive of foreign traders in distributing the KOSPI 200 Futures. Such an incentive may induce unsophisticated retail traders to suffer loss from speculative trading. Since Korean government increased the entry barriers of the market to protect unsophisticated traders, the market size has been decreasing while the proportion of the contract held by foreign traders has been increasing. These on going changes make the market imperfectly competitive, where a profit maximization incentives of foreign traders are expected to grow. In this paper, we attempt to find any evidence of such behavior, thereby providing implications regarding market policy and market efficiency. Research design, data, and methodology - According to Kyle(1985), an informed trader exploits his/her monopoly power optimally in a dynamic context so that he/she makes positive profit, where he/she could conceal his/her trading utilizing noise trading as camouflage. We apply the KOSPI 200 Futures market to the Kyle's model: foreign traders who take into account the effect of his/her trading to maximize expected profits as an informed trader, retail investors as noise traders, and financial institutions as market makers. To find any evidence of monopolistic behavior, we test the variants of trading volume and price data of the KOSPI 200 Futures over the period of 2009 and 2017. Results - First, we find that the price of the KOSPI 200 Futures are more volatile than the price of underlying asset. Second, we find that monopolistic foreign trader's trading order flows are consistent with exploiting his/her monopoly power to maximize profit. Finally, we find that retail investors' trading order flows are inversely consistent with maximizing profit, that is, uninformed retail investors suffer loss continuously in speculative trading against informed traders. Conclusions - Our results show that the quantity of strategic order flows may have a large effect on the price, therefore, resulting the market inefficiency. The results also imply that, in implementing regulations, the depth of the market must be considered to maintain market liquidity, and suggesting interesting research topics regarding the market structure.

기관투자자 거래가 주가지수 변동성에 미치는 영향 (The Effect of Institutional Investors' Trading on Stock Price Index Volatility)

  • 유한수
    • 산학경영연구
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    • 제19권1호
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    • pp.81-92
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    • 2006
  • 본 연구에서는 기관투자자의 순매수가 주가지수 변동성에 어떤 영향을 미치는가에 대해 분석하였다. 기존의 연구들에서는 관측변동성을 가지고 분석이 이루어져 왔는데 본 연구에서는 상태공간모형과 칼만필터링을 이용하여 관측변동성을 기본적 변동성과 일시적 변동성으로 분해하여 이들 각각의 변동성에 어떠한 영향을 주었는지를 연구하였다. 분석대상기간은 2000년 1월 4일부터 2005년 6월 30일까지로 하였으며 분석대상지수는 KOSPI이다. 기관투자자 순매수와 관측변동성의 관계에 대한 분석결과 기관투자자 순매수와 관측변동성은 유의한 관계가 없는 것으로 나타났으며 상태공간모형과 칼만필터링을 이용하여 구한 기본적 변동성과 일시적 변동성에 대해 분석 결과도 기본적 변동성, 일시적 변동성 모두 기관투자자 순매수와 유의한 관계가 없는 것으로 나타났다.

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사이버 주식거래와 주가 변동성 (Cyber Trading and KOSPI Volatility)

  • 정군오;유한수
    • 한국산학기술학회논문지
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    • 제5권1호
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    • pp.78-82
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    • 2004
  • 본 연구에서는 사이버 주식거래의 도입이 주가 변동성에 어떤 영향을 주었는가를 분석하였다. 기존 연구들이 시장에서 관찰되는 변동성을 대상으로 분석하였는데, 본 연구에서는 시장에서 관찰되는 변동성을 기본적 변동성과 일시적 변동성으로 분해하여 분석하였다. 관측변동성에 대한 분석결과 사이버 주식거래 비중이 50%를 넘어선 기간 C에서 관측변동성이 증가한 것으로 분석결과가 나타났다. 그리고 일시적 변동성은 기간 C에서 유의하게 변화하지 않은 것으로 나타났다. 즉, 관측변동성이 기간 C에서 증가한 이유가 잡음거래의 증가에 의한 현상이 아니라는 것이다 결론적으로 사이버 주식거래의 증가로 정보가 가격에 신속하게 반영되어 관측변동성이 증가한 것으로 판단할 수 있다.

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Trading rule extraction in stock market using the rough set approach

  • Kim, Kyoung-jae;Huh, Jin-nyoung;Ingoo Han
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 1999년도 추계학술대회-지능형 정보기술과 미래조직 Information Technology and Future Organization
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    • pp.337-346
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    • 1999
  • In this paper, we propose the rough set approach to extract trading rules able to discriminate between bullish and bearish markets in stock market. The rough set approach is very valuable to extract trading rules. First, it does not make any assumption about the distribution of the data. Second, it not only handles noise well, but also eliminates irrelevant factors. In addition, the rough set approach appropriate for detecting stock market timing because this approach does not generate the signal for trade when the pattern of market is uncertain. The experimental results are encouraging and prove the usefulness of the rough set approach for stock market analysis with respect to profitability.

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Asymmetric Information Spillovers between Trading Volume and Price Changes in Malaysian Futures Market

  • Go, You-How;Lau, Wee-Yeap
    • The Journal of Asian Finance, Economics and Business
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    • 제1권3호
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    • pp.5-16
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    • 2014
  • This study aims to examine the dynamics of price changes and trading volume of Kuala Lumpur Options and Financial Futures Exchange (KLOFFE) from 2000 to 2008. With augmented analysis, our results support two hypotheses. First, under information spillover, our findings support noise traders' hypothesis as the time span for variance of past trading volume to cause variance of current return is found to be asymmetric under bull and bear markets. Second, looking at the dynamic relation between volume and volatility of price changes, our findings support Liquidity-Driven Trade hypothesis as past trading volume and subsequent volatility of return exhibit positive correlation. In terms of investors' behavior in response to the news, we find that investors are more risk taking in bull market and more risk reverse in bear market. Our study suggests that investors should adjust their strategy in the futures market in a dynamic manner as the time span of new information arrival is not consistent. Also, uninformed investors with information asymmetry should expect noninformational trading from informed investors to establish their desired positions for better liquid position.

A Risk-Averse Insider and Asset Pricing in Continuous Time

  • Lim, Byung Hwa
    • Management Science and Financial Engineering
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    • 제19권1호
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    • pp.11-16
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    • 2013
  • This paper derives an equilibrium asset price when there exist three kinds of traders in financial market: a risk-averse informed trader, noise traders, and risk neutral market makers. This paper is an extended version of Kyle's (1985, Econometrica) continuous time model by introducing insider's risk aversion. We obtain not only the equilibrium asset pricing and market depth parameter but also insider's value function and optimal insider's trading strategy explicitly. The comparative static shows that the market depth (the reciprocal of market pressure) increases with time and volatility of noise traders' trading.

Asymptotics for realized covariance under market microstructure noise and sampling frequency determination

  • Shin, Dong Wan;Hwang, Eunju
    • Communications for Statistical Applications and Methods
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    • 제23권5호
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    • pp.411-421
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    • 2016
  • Large frequency limiting distributions of two errors in realized covariance are investigated under noisy and non-synchronous high frequency sampling situations. The first distribution characterizes increased variance of the realized covariance due to noise for large frequency and the second distribution characterizes decreased variance of the realized covariance due to discretization for large frequency. The distribution of the combined error enables us to determine the sampling frequency which depends on a nuisance parameter. A consistent estimator of the nuisance parameter is proposed.

지역간 주택매매가격 변동성의 상관관계에 관한 연구 (A Study on the Interregional Relationship of Housing Purchase Price Volatility)

  • 유한수
    • 산학경영연구
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    • 제20권2호
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    • pp.15-27
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    • 2007
  • 본 연구에서는 서울, 대전, 부산의 주택매매가격종합지수 변동성간의 상관관계에 대해 분석하였다. 기존의 연구에서는 시장에서 관찰되는 관측변동성을 이용하여 분석하였으나 본 연구에서는 통계적 방법을 이용하여 관측변동성을 내재가치의 변화에 의해 발생되는 기본적 변동성과 추종거래 등과 같은 잡음거래(noise trading)에 의해 발생되는 일시적 변동성으로 분해하여 락 변동성간의 관계를 분석하였다. 분석 결과 서울 주택매매가격 변동성과 두산 주택매매가격 변동성의 상관관계가 관측변동성 기본적 변동성, 일시적 변동성 모두 높게 나타나고 있다. 기본적 변동성의 경우는 관측변동성의 경우보다 상관관계가 놀게 나타났는데 기본적 변동성은 정보에 의해 발생하는 지속적인 변동성 부분이므로 각 시장에 공통적으로 영향을 주기 때문에 상관관계가 놀게 나타난 것으로 판단된다.

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KRX건설 주가지수와 기업경기실사지수 간의 선행-후행 관계 (The Lead-Lag Relationship between KRX Construction Index and Business Survey Index)

  • 유한수
    • 토지주택연구
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    • 제14권4호
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    • pp.39-46
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    • 2023
  • 본 연구에서는 'KRX건설 주가지수'와 '건설업 기업경기실사지수' 간의 관계를 분석하였다. 본 연구는 공표된 주가지수를 '추세요소'와 '잡음거래요소'로 분해하여 '주가지수 추세요소'와 '건설업BSI' 간의 관계, '주가지수 잡음거래요소'와 '건설업BSI' 간의 관계에 대해서 분석하였다는 측면에서 기존연구들과 차별을 두었다. Granger 인과관계 검정 결과에서는 '공표된 KRX건설', '추세요소', '잡음거래요소' 모두 '건설업BSI'에 대해 단방향의 Granger 인과관계가 존재함을 보였다. 즉, 추세요소는 건설업BSI를 선행하는 것으로 나타났으며, 주식시장의 일시적 심리적 요소, 과잉 반응 등에 의해 생성되는 '잡음거래요소'도 '건설업BSI'에 대해 선행관계에 있는 것으로 나타났다. 본 연구결과와 같이 건설업 주가지수의 움직임이 건설업 경영자들의 기대심리에 선행한다는 연구결과는 건설업 경영자들의 투자의욕에 주식시장의 움직임이 영향을 준다는 함의를 제시하고 있다.

온라인 주식게시판 정보와 주식시장 활동에 관한 상관관계 연구 (A Study about the Correlation between Information on Stock Message Boards and Stock Market Activity)

  • 김현모;윤호영;소리;박재홍
    • Asia pacific journal of information systems
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    • 제24권4호
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    • pp.559-575
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    • 2014
  • Individual investors are increasingly flocking to message boards to seek, clarify, and exchange information. Businesses like Seekingalpha.com and business magazines like Fortune are evaluating, synthesizing, and reporting the comments made on message boards or blogs. In March of 2012, Yahoo! Finance Message Boards recorded 45 million unique visitors per month followed by AOL Money and Finance (19.8 million), and Google Finance (1.6 million) [McIntyre, 2012]. Previous studies in the finance literature suggest that online communities often provide more accurate information than analyst forecasts [Bagnoli et al., 1999; Clarkson et al., 2006]. Some studies empirically show that the volume of posts in online communities have a positive relationship with market activities (e.g., trading volumes) [Antweiler and Frank, 2004; Bagnoli et al., 1999; Das and Chen, 2007; Tumarkin and Whitelaw, 2001]. The findings indicate that information in online communities does impact investors' investment decisions and trading behaviors. However, research explicating the correlation between information on online communities and stock market activities (e.g., trading volume) is still evolving. Thus, it is important to ask whether a volume of posts on online communities influences trading volumes and whether trading volumes also influence these communities. Online stock message boards offer two different types of information, which can be explained using an economic and a psychological perspective. From a purely economic perspective, one would expect that stock message boards would have a beneficial effect, since they provide timely information at a much lower cost [Bagnoli et al., 1999; Clarkson et al., 2006; Birchler and Butler, 2007]. This indicates that information in stock message boards may provide valuable information investors can use to predict stock market activities and thus may use to make better investment decisions. On the other hand, psychological studies have shown that stock message boards may not necessarily make investors more informed. The related literature argues that confirmation bias causes investors to seek other investors with the same opinions on these stock message boards [Chen and Gu, 2009; Park et al., 2013]. For example, investors may want to share their painful investment experiences with others on stock message boards and are relieved to find they are not alone. In this case, the information on these stock message boards mainly reflects past experience or past information and not valuable and predictable information for market activities. This study thus investigates the two roles of stock message boards-providing valuable information to make future investment decisions or sharing past experiences that reflect mainly investors' painful or boastful stories. If stock message boards do provide valuable information for stock investment decisions, then investors will use this information and thereby influence stock market activities (e.g., trading volume). On the contrary, if investors made investment decisions and visit stock message boards later, they will mainly share their past experiences with others. In this case, past activities in the stock market will influence the stock message boards. These arguments indicate that there is a correlation between information posted on stock message boards and stock market activities. The previous literature has examined the impact of stock sentiments or the number of posts on stock market activities (e.g., trading volume, volatility, stock prices). However, the studies related to stock sentiments found it difficult to obtain significant results. It is not easy to identify useful information among the millions of posts, many of which can be just noise. As a result, the overall sentiments of stock message boards often carry little information for future stock movements [Das and Chen, 2001; Antweiler and Frank, 2004]. This study notes that as a dependent variable, trading volume is more reliable for capturing the effect of stock message board activities. The finance literature argues that trading volume is an indicator of stock price movements [Das et al., 2005; Das and Chen, 2007]. In this regard, this study investigates the correlation between a number of posts (information on stock message boards) and trading volume (stock market activity). We collected about 100,000 messages of 40 companies at KOSPI (Korea Composite Stock Price Index) from Paxnet, the most popular Korean online stock message board. The messages we collected were divided into in-trading and after-trading hours to examine the correlation between the numbers of posts and trading volumes in detail. Also we collected the volume of the stock of the 40 companies. The vector regression analysis and the granger causality test, 3SLS analysis were performed on our panel data sets. We found that the number of posts on online stock message boards is positively related to prior stock trade volume. Also, we found that the impact of the number of posts on stock trading volumes is not statistically significant. Also, we empirically showed the correlation between stock trading volumes and the number of posts on stock message boards. The results of this study contribute to the IS and finance literature in that we identified online stock message board's two roles. Also, this study suggests that stock trading managers should carefully monitor information on stock message boards to understand stock market activities in advance.