Haejung Na’s research while affiliated with California State University Los Angeles and other places

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Publications (15)


The impact of globalization and the legal system on stock market quality
  • Article

February 2022

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11 Reads

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3 Citations

Haejung Na

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Soonho Kim

This study examines how globalization affects stock market quality, whether investor protection serves as a channel in this relationship, and how the channel effect varies depending on the legal system. Our empirical analysis confirms that there is a positive causal relationship between globalization and market quality. Also, since we find that globalization induces stronger investor protection, we disentangle the component of investor protection predicted by globalization. Our analysis shows that the globalization-induced component of investor protection has a significantly positive effect on market quality, which demonstrates the role of investor protection as a channel. Finally, we show that these relationships among globalization, investor protection, and market quality are present in civil law countries but not in common law countries. This illustrates that globalization enhances financial market quality via a stronger ability to effect institutional change and investor protection in civil law countries.


Predicting stock prices based on informed traders’ activities using deep neural networks

May 2021

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24 Reads

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13 Citations

Economics Letters

This study investigates the predictive power of informed traders’ activities in stock price movements by employing neural networks. Specifically, we examine whether informed investors’ trading activities can predict drastic changes in stock prices in the subsequent 5-day period. Our empirical results show that the probability of the model being correct can be as high as 74%. In addition, the simulated trading strategies based on our trained model lead to significantly positive risk-adjusted returns and show strong performance measures. Overall, we find that informed traders’ activities contain informational content and may provide actual investors with information that is useful for stock price prediction.


Earnings Information, Arbitrage Constraints, and the Forecast Dispersion Anomaly

October 2019

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14 Reads

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2 Citations

Finance Research Letters

This study investigates the effect of managerial discretionary activities on the anomalous negative relation between analyst forecast dispersion and future stock returns. Our results show that higher discretionary earnings and lower nondiscretionary earnings amplify the analyst dispersion anomaly and suggest that investors follow analysts’ overly optimistic forecasts for firms with higher discretionary earnings and overprice them. Moreover, this relation is more prevalent in subsamples with more severe arbitrage constraints. Such results indicate that higher discretionary earnings, as managerial opportunistic behaviors, are associated with overvaluation in high dispersion stocks.


Tax haven investors, firm value and investor protection

March 2019

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49 Reads

Tax haven investors’ large shareholding may lead to more lenient surveillance of the target company, which is expected to have a negative effect on firm value by deteriorating agency problems for companies with relatively poorer investor protection. By crawling data from online filings and constructing a unique dataset of tax haven investors’ shareholding, we find that disclosures of large shareholding by tax haven investors lead to a significantly larger decreases in firm value than those by non-tax haven investors. Moreover, the decrease in value is related to market participants’ concerns about agency problems when tax haven investors increase their shareholding. We suggest that financial supervisory authorities recognize and reflect these findings in their foreign investment promotion and monitoring policies.


Table 2 presents average excess returns
Investor Sentiment, Anomalies, and Macroeconomic Conditions
  • Article
  • Full-text available

December 2018

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394 Reads

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11 Citations

Asia-Pacific Journal of Financial Studies

We examine whether the results supporting the sentiment‐related overpricing story by Stambaugh, Yu, and Yuan (J. Financial Economics, v. 104, p. 288–302) are still valid after controlling for macroeconomic conditions. We no longer find the results consistent with the sentiment‐related overpricing story after adjusting for the effect of macroeconomic conditions. The risk factors associated with macroeconomic conditions are mostly priced, and the average return spread in the anomalies is largely accounted for by the expected return spread implied by the risk factors. Their results might be a consequence of the use of an inadequately constructed sentiment index. It is premature to argue that the returns in the anomalies are driven by investor sentiment.

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Table 2 . Average Raw and Abnormal Returns of Portfolios Sorted on Distress Risk and Mispricing Measures
Financial distress, short sale constraints, and mispricing

October 2018

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256 Reads

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10 Citations

Pacific-Basin Finance Journal

This paper specifically examine how the extent of the distress puzzle differs according to the degree of mispricing and short sale constraints. We find that the distress puzzle observed for overpriced stocks, not for underpriced stocks, becomes insignificant after adjustment for short sale constraints due to an asymmetric pricing effect of short sale constraints only on the short-leg side of distress. However, after adjustment for arbitrage risk, the distress puzzle remains unchanged. These results indicate that the distress puzzle is mainly attributable to short sale constraints, rather than other limits-to-arbitrages such as arbitrage risk, which has a bi-lateral pricing effect on both short-leg and long-leg sides of distress. To mitigate a possible endogeneity problem relation among financial distress, mispricing, and short sale constraints, we measure these variables with different timing.


Does Corporate Social Responsibility Affect Information Asymmetry?

March 2018

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4,979 Reads

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718 Citations

Journal of Business Ethics

In this study, we examine the empirical association between corporate social responsibility (CSR) and information asymmetry by investigating their simultaneous and endogenous effects. Employing an extensive U.S. sample, we find an inverse association between CSR engagement and the proxies of information asymmetry after controlling for various firm characteristics. The results hold using 2SLS considering the reverse side of information asymmetry influencing CSR activities. The results also hold after mitigating endogeneity based on the dynamic panel system generalized method of moment. Furthermore, the CSR–information asymmetry relation is amplified in high-risk firms due to managers’ efforts to build a good reputation. Last, we find that CSR engagement is inversely associated with reputational risk measure and lower predicted value of reputational risk is positively associated with lower information asymmetry measures. We interpret these results as supporting the stakeholder theory-based, reputation-building explanation that considers CSR engagement as a vehicle to build and maintain firm reputation thereby enhancing the information environment.


Higher-moment liquidity risks and the cross-section of stock returns

October 2017

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61 Reads

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9 Citations

Journal of Financial Markets

In this paper, we derive higher-moment liquidity risks theoretically and examine whether they are empirically priced. We discover that when investors add trading cost to the utility function, the expected return of a stock should contain premia related to three higher-moment liquidity risks. We show that one of our higher-moment liquidity risks, or liquidity coskewness risk, measures an individual stock's marginal contribution to the skewness of portfolio liquidity and is consistently priced. In addition, our analysis of the Hansen-Jagannathan distance and the maximum Sharpe ratio show that the liquidity coskewness risk plays a substantial role in asset pricing and portfolio management.


Corporate Social Responsibility, Religion, and Firm Risk

April 2017

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302 Reads

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23 Citations

Asia-Pacific Journal of Financial Studies

In this article, we examine the empirical influence of the combined effect of Corporate social responsibility (CSR) and the degree of local community religiosity on firm risk by investigating their unidirectional and endogenous effects. Employing a large US sample, we find an inverse association between CSR–religiosity and firm risk after controlling for various firm characteristics. Also, after mitigating endogeneity bias, we still find a negative association between CSR–local community religiosity and firm risk. We interpret these results to support the social license to operate (SLO) explanation: the lower the level of firm risk, the higher the level of SLO.


The Forecast Dispersion Anomaly Revisited: Time-series Forecast Dispersion and the Cross-Section of Stock Returns

September 2016

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54 Reads

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2 Citations

Journal of Empirical Finance

Previous studies use cross-sectional forecast dispersion in examining the relation between forecast dispersion and future stock returns and report an anomalous negative dispersion-return relation. This paper examines how time-series forecast dispersion is distinct in the relation to stock returns from the negative dispersion-return relation. We find that contrary to the previously-known negative dispersion-return relation, there is a strong positive relation between time-series forecast dispersion and stock returns. We also find that time-series forecast dispersion apparently contains systematic risk components and that such risk is priced in stock returns.


Citations (12)


... This is partly explained by things like poor infrastructure and the government's control over the economy, which is different from the market-controlled economies in other regions of the world. Consequently, there is an increasing interest in investigating the connection between the global economic crisis and the deregulation of the Nigerian stock market (Na & Kim, 2022). Trade liberalization and foreign direct investment are two elements that have an impact on the effects of globalization. ...

Reference:

Effects of Globalization on Nigeria’s Stock Market Growth
The impact of globalization and the legal system on stock market quality
  • Citing Article
  • February 2022

... Stock market forecasting continues to be the focus of research in academia and industry, particularly concerning two critical aspects: influencing factors and forecasting techniques for improved prediction accuracy [23,28,37,38]. Forecasting factors are divided into macroeconomic elements (major market drivers, such as gross domestic product, monetary policy, inflation, and interest rates) and microeconomic elements (minor market drivers, such as random events, market rumors, and investor sentiment). ...

Predicting stock prices based on informed traders’ activities using deep neural networks
  • Citing Article
  • May 2021

Economics Letters

... Management's opportunistic behavior on earnings components can cause earnings dispersion and subsequently affects the process of interpreting management signals [13,1]. So, there should be a robust negative relation between earnings dispersion and stock returns with high discretionary accruals [13]. ...

Earnings Information, Arbitrage Constraints, and the Forecast Dispersion Anomaly
  • Citing Article
  • October 2019

Finance Research Letters

... The sample period covers from January 2006 to December 2021. country's macroeconomic fundamentals (Kim & Na, 2018), particularly when young investors display positive mindset regarding the future growth prospects of their economy, and hence approximately isolate their economy from the volatile conditions of world market. This is coherent with the specific studies covering the Korean market (e.g., Kang et al., 2019;Rugwiro & Choi, 2019) where Korean investors have consistently been observed to show highly optimistic behaviour over the years compared to others in the Asian region. ...

Investor Sentiment, Anomalies, and Macroeconomic Conditions

Asia-Pacific Journal of Financial Studies

... In Asia, for the past two decades, the countries have been knocked by two major financial distress, the initial one was the Asian financial crises of 1997 followed by the western financial crises of 2008 which rendered not only Asian countries but several economies globally struggling to regain or recover from the financial distress (Majid et al., 2018).The financial crises has gained many interest in the scientific space after the rise of financial distress as acute problem in the 1930s as well as new millennia. This was mostly because of the high rate of corporate closures and bankruptcies (Kim et al., 2019). In addition, there was discernible pattern among countries and regions and they were not excessively affected. ...

Financial distress, short sale constraints, and mispricing

Pacific-Basin Finance Journal

... The returns have an asymmetric movement with liquidity risk on the Tokyo Stock Exchange (Chang et al., 2009), but Iwanaga and Hirose (2022) deduced that positive shocks will have higher expected returns than the stocks with negative shocks in Japanese stock markets, while the investors mostly react to positive shocks than negative shocks. The inverse relation exists on the NASDAQ (Zhang & Ding, 2018), on the Johannesburg Stock Exchange (Marozva, 2019), on the UK markets (Hubers, 2012;Foran et al., 2014), on the Australian market (Vu et al., 2014), on the NYSE (Bradrania et al., 2015), on the AMEX (Chordia et al., 2001;Uddin, 2009;Kim & Na, 2018), and on crude oil market of the USA (Okoroafor & Leirvik, 2024), as well. In compare of the developed and emerging markets, Moshirian et al. (2017) tested liquidity-return relationship among 39 markets and concluded the liquidity has effects over the returns of the all markets but its effect is stronger in the developed markets than the emerging markets. ...

Higher-moment liquidity risks and the cross-section of stock returns
  • Citing Article
  • October 2017

Journal of Financial Markets

... Shareholders in financial markets penalise firms with high environmental pollution and social negligence, leading to increased firm SMVOL (Wu & Hu, 2019). Prior studies on the ESG-financial risk nexus have yielded positive, negative, mixed, and inconclusive findings (Benlemlih et al., 2018;Cui et al., 2017;Nguyen & Nguyen, 2015;Sassen et al., 2016). Yet, despite the rising importance of ESG in corporate contexts, there is limited research examining the implications of SMVOL for ESG-rated firms outside of the US (United States), Canada (Sabbaghi, 2023) and China. ...

Corporate Social Responsibility, Religion, and Firm Risk
  • Citing Article
  • April 2017

Asia-Pacific Journal of Financial Studies

... Stambaugh, Yu and Yuan investigate the impact of time-varying investor sentiment on eleven equity anomalies in the U.S. market. Kim and Na (2015) extend this to consider macroeconomic variables. Jacobs test a broad range of a 100 equity anomalies and investigate the influence of not only the sentiment, but also of the limits to arbitrage proxies: volatility, bid-ask spreads or liquidity. ...

Investor Sentiment, Anomalies, and the Macroeconomy
  • Citing Article
  • January 2015

SSRN Electronic Journal

... Stock sales during the GFC was concentrated in hedge funds (Ben-David et al. 2012) and institutional investors, especially those with short trading horizons (Cella et al. 2013). 4 Consistent with the high level of macro-uncertainty, exit of more sophisticated investors, and impaired investor ability to acquire information during the GFC, Kim and Na (2016) found that earnings forecast dispersion peaked in 2008-2009. ...

The Forecast Dispersion Anomaly Revisited: Time-series Forecast Dispersion and the Cross-Section of Stock Returns
  • Citing Article
  • September 2016

Journal of Empirical Finance

... Jordanian companies have been started focusing to disclose their CSR programs since 2008 (Shahwan 2017). Many CSR study indicates that political clout, experience of the board, gender and female leadership, and ownership concentration all affect the practice and the disclosure of CSR (Gu et al. 2013;Lau et al. 2016;McGuinness et al. 2017;Cui et al. 2018;Xiang et al. 2021;Yu and Chi 2021;Wang and Li 2016;Zhang et al. 2018;Rehman et al. 2022). CSR reduces friction within a firm and its shareholders while also increasing performance and transparency (Naqvi et al. 2021). ...

Does Corporate Social Responsibility Affect Information Asymmetry?

Journal of Business Ethics