• Title/Summary/Keyword: Idiosyncratic risk

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Is The Idiosyncratic Volatility Puzzle Driven By A Missing Factor?

  • Hanjun Kim;Bumjean Sohn
    • Asia-Pacific Journal of Business
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    • v.15 no.1
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    • pp.1-14
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    • 2024
  • Purpose - We investigate whether a potential missing pricing factor plays a significant role in the idiosyncratic volatility puzzle. Design/methodology/approach - We theoretically show how a missing pricing factor can affect the idiosyncratic volatility puzzle, and also show how to get around the problem empirically. We adopt the Fama-French five factor model for the estimation of the idiosyncratic risk and use randomly constructed portfolios as test assets. Findings - We find that a missing factor does not drive the idiosyncratic volatility puzzle. Thus, we conclude that the idiosyncratic volatility does affect the risk premium of its stock. Research implications or Originality - The Fama-French five factor model does a pretty good job in explaining the risk premiums of stocks, and it can be used to reliably estimate idiosyncratic risk of stocks.

The effect of corporate risk on Korean bond market (기업의 위험이 회사채 수익률에 미치는 영향)

  • Choe, Yong-Shik;Choi, Jong-Yoon
    • Journal of Digital Convergence
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    • v.16 no.12
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    • pp.175-183
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    • 2018
  • This study analyzes determinants of bond returns in terms of systematic risk versus idiosyncratic risk by examining relationship among those factors. First we examined the cross-sectional determinants of corporate bond returns with Korean bond market data from 2001 to 2014. This paper uses term factor and default factor for systematic risk, and duration factor and credit rating factor for idiosyncratic risk. The empirical result shows that systematic risk can explain cross-sectional differences of bond returns rather than idiosyncratic risk which is the same result in advanced markets(US or Europe). This result is different from the previous Korean studies which showed that idiosyncratic risk is more important than systematic risk in Korean bond market. The reason for the different result may be the longer sample period which includes the most recent period. It is insisted that Korean bond market is getting more synchronized with the advanced bond market. In conclusion, this empirical result implies that Korean bond portfolio managers should focus on systematic risk, which is contrary to current system in Korean asset management industry.

Can Idiosyncratic Volatility Factor be a Risk Factor? (고유변동성 요인에 대한 위험평가)

  • Kim, Sookyung;Byun, Youngtae;Kim, Woohyun
    • The Journal of the Korea Contents Association
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    • v.18 no.10
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    • pp.490-497
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    • 2018
  • In this study, we examined whether common idiosyncratic volatility(CIV), a risk factor for idiosyncratic volatility, can be evaluated as a pricing factor. The sample is listed on the Korea Exchange. The analysis period is 288 months from July 1992 to June 2016. The main results of this study are as follows. First, in the empirical verification of the market excess returns of the testing portfolios, the difference in the return on the CIV factor sensitivity difference was statistically significant. In other words, we confirmed that there is a risk premium for CIV factors. Second, CAPM, FF3 factor model, and FF5 factor model do not explain the risk premium for CIV factors, whereas factor models that add CIV factors explain the risk premium for CIV factors. In other words, the CIV factor can be evaluated in terms of pricing factors.

The Effects of Blockholder Diversity on the Firm Risk: Evidence from Korea

  • KIM, Hung Sik;CHO, Kyung-Shick
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.12
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    • pp.261-269
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    • 2021
  • This study examines the effect of block diversity on the risk of firms listed on the Korean Stock Exchange between 2010 and 2017. To examine the effect of block diversity on corporate risk, we measure block diversity in terms of a single component, portfolio size, by referring to prior literature. This diversity component accounts for the differences in portfolio size across corporate blocks. In line with existing research on corporate risk, we consider several variables to measure corporate risk: volatility, beta, and idiosyncratic risk. The results show a negative relationship between the size of a block shareholder's portfolio and corporate risk. We also show no difference in the effect of block diversity on the corporate risk between KOSPI and KOSDAQ. This implies that the difference in portfolio size among corporate blocks reduces corporate risk. This may be due to the effect of inter-block monitoring activities in the Korean securities market, which benefits from block diversity. This empirical result supports previous studies that predicted that block diversity would have beneficial influences on firm monitoring in general. This study is significant in that it analyzes the relationship between block diversity and firm risk and provides relevant information to business practitioners and investors.

Idiosyncratic Volatility, Conditional Liquidity, and Cross-section of Stock Returns in Korea (고유변동성, 조건부 유동성, 그리고 주식수익률의 횡단면에 관한 연구)

  • Yun, Sang-Yong;Cho, Seong-Soon;Park, Soon-hong
    • Asia-Pacific Journal of Business
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    • v.12 no.1
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    • pp.121-134
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    • 2021
  • Purpose - This study examines whether flight-to-liquidity (FTL) explains the dynamic liquidity risk on stock returns, and whether it has a significant influence on determinants the cross-section of stock returns. Design/methodology/approach - This study suggests a new risk factor, dynamic liquidity hedge portfolio (DLP), to reflect the dynamic impact of liquidity risk on stock returns and the Fama-MacBeth 2 stage regression analysis is employed in order to analyze the data. Findings - First, the DLP factor shows more positive and significant beta for the small or illiquidity stocks. Second, the DLP shows a different influence than SMB (size risk factor), HML (value risk factor), NMP (liquidity risk factor), FTVOL (total volatility factor) in determining the cross-section of stock returns. In addition, the DLP has a statistically significant risk premium of around 5%, which is relatively larger than other risk factors. Research implications or Originality - This study has academic value in terms of newly confirming that the DLP factor has a more significant impact on cross-sectional determination of stock returns than other risk factors by proposing a conditional liquidity factor that can explain the FTL phenomenon.

The Ownership of the Largest Family Blockholders and Korean Firm Risk

  • KIM, Hung Sik;CHO, Kyung-Shick
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.3
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    • pp.287-296
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    • 2021
  • This paper investigates the relationship between the ownership of the largest family blockholders and corporate risk. We also examine whether firms that belong to 30 main Chaebol groups lower corporate risk. We use panel analysis for companies listed on the Korea Exchange from 2005 to 2017. We use beta, volatility, and idiosyncratic risk as a proxy for corporate risk. We employ both the ownership of the largest family blockholders and firms that belong to 30 main Chaebol groups as a major independent variable. The results show that the ownership of the largest family blockholders is associated with low beta. In terms of the effects of the ownership of the largest family blockholders on beta, we find that a firm that belongs to the 30 main Chaebol group reinforces the lower beta. These results suggest that the ownership of the largest family blockholders and firms that belongs to 30 main Chaebol groups may be associated with low systematic risk in the Korean stock market. Our findings can provide meaningful information to investors and field officers who are interested in the relationship between firm risk and both the largest family blockholders' ownership and firms that belong to 30 main Chaebol groups.

Development of Prediction Model of Financial Distress and Improvement of Prediction Performance Using Data Mining Techniques (데이터마이닝 기법을 이용한 기업부실화 예측 모델 개발과 예측 성능 향상에 관한 연구)

  • Kim, Raynghyung;Yoo, Donghee;Kim, Gunwoo
    • Information Systems Review
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    • v.18 no.2
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    • pp.173-198
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    • 2016
  • Financial distress can damage stakeholders and even lead to significant social costs. Thus, financial distress prediction is an important issue in macroeconomics. However, most existing studies on building a financial distress prediction model have only considered idiosyncratic risk factors without considering systematic risk factors. In this study, we propose a prediction model that considers both the idiosyncratic risk based on a financial ratio and the systematic risk based on a business cycle. Ultimately, we build several IT artifacts associated with financial ratio and add them to the idiosyncratic risk factors as well as address the imbalanced data problem by using an oversampling technique and synthetic minority oversampling technique (SMOTE) to ensure good performance. When considering systematic risk, our study ensures that each data set consists of both financially distressed companies and financially sound companies in each business cycle phase. We conducted several experiments that change the initial imbalanced sample ratio between the two company groups into a 1:1 sample ratio using SMOTE and compared the prediction results from the individual data set. We also predicted data sets from the subsequent business cycle phase as a test set through a built prediction model that used business contraction phase data sets, and then we compared previous prediction performance and subsequent prediction performance. Thus, our findings can provide insights into making rational decisions for stakeholders that are experiencing an economic crisis.

The Determinants of Blockholder Presence: Evidence from Korea

  • KIM, Hung Sik;CHO, Kyung-Shick
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.4
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    • pp.29-39
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    • 2020
  • The purpose of this study is to investigate the determinants of blockholder presence in the Korean stock market. This study examines previous theories and studies, points that previous studies did not examine, and proposes two hypotheses. To verify two hypotheses, fundamental data were collected from firms listed on Korea Exchange from 2005 to 2017. As explanatory variables, we use the factors and characteristics of the firms used in the previous studies. Logistic regression analysis was conducted to test the determinants of blockholder presence. We find that firm size is the most distinctive factor determining the presence of blockholder, and firm idiosyncratic risk is the most similar factor determining the existence of each blockholder. Tobin Q shows significant value in family and government, and R&D intensity appears to be a negative related to the presence of blockholder in financial institutions. We also find that the determinant of blockholder presence differs from the mechanisms that govern each individual blockholder type when all blockholders grouped together. This suggests that there is blockholder heterogeneity within Korea listing firms. Our findings contribute to investors and policy makers who interested in the determinants of the presence of blockholder and blockhoder heterogeneity in Korea stock market.

Corporate Social Responsibility and Firm Risk: Controversial Versus Noncontroversial Industries

  • ERIANDANI, Rizky;WIJAYA, Liliana Inggrit
    • The Journal of Asian Finance, Economics and Business
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    • v.8 no.3
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    • pp.953-965
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    • 2021
  • This study aims to analyze the benefits of corporate social responsibility (CSR) performance on corporate risk in controversial and non-controversial industries. The hypothesis of this study is based on the conflicting effects of industry type on CSR and firm risk. The research sample consisted of 927 companies listed on the Indonesia Stock Exchange from 2016 to 2019. The main method for data processing was the ordinary least square method and subgroup analysis as a robustness test. The findings suggest that the performance of CSR can reduce corporate risk. However, the impact was only significant for non-controversial firms and weakened for controversial industries. These results support risk management and signaling theory. Firm risk in this study reflects the company's total risk, further research can categorize it into systematic and idiosyncratic risk. Besides, the number of samples of controversial industry research is not as much as non-controversial; further research can use paired samples. Regulators can use the results to create a new policy regarding CSR implementation. This study contributes to the existing literature by showing that the ability of social responsibility to reduce corporate risk only works in non-controversial industries. This result may be due to the controversial industry receiving negative stigma from its stakeholders.

An One-factor VaR Model for Stock Portfolio (One-factor 모형을 이용한 주식 포트폴리오 VaR에 관한 연구)

  • Park, Keunhui;Ko, Kwangyee;Beak, Jangsun
    • The Korean Journal of Applied Statistics
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    • v.26 no.3
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    • pp.471-481
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    • 2013
  • The current VaR Model based on J. P. Morgan's RiskMetrics has problem that actual loss exceeds VaR under unstable economic conditions because the current VaR Model can't re ect future economic conditions. In general, any corporation's stock price is determined by the rm's idiosyncratic factor as well as the common systematic factor that in uences all stocks in the portfolio. In this study, we propose an One-factor VaR Model for stock portfolio which is decomposed into the common systematic factor and the rm's idiosyncratic factor. We expect that the actual loss will not exceed VaR when the One-factor Model is implemented because the common systematic factor considering the future economic conditions is estimated. Also, we can allocate the stock portfolio to minimize the loss.