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I provide two versions of my research portfolio to help you understand my research interests. This is the Story Version which lists my research by main topics. The following button will lead you to the standard version which lists my research by status.





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My Research Stories

My research interests include corporate disclosure, executive personality traits, financial reporting quality, internal control and capital markets, and information technology and accounting. My research portfolio can be summarized into three categories: (1) textual analysis of corporate disclosure, (2) internal control, and (3) information technology and accounting. My current research focuses on textual analysis of corporate disclosure. My earlier research mainly focuses on the determinants of internal control quality and the capital market consequences. My new research interest is in information technology and accounting.

Textual Analysis of Corporate Disclosure

I have been passionate on textual analysis since I started my PhD at the University of Kentucky. Figure 1 shows my textual analysis research framework. My research mainly utilizes two text datasets, the earnings conference call transcripts and the financial reports. I completed and published one literature review paper in Journal of Information Systems. One co-authored working paper introduces text data analytics. Three working papers analyze the executive language in the earnings conference calls. My dissertation applies three key nature language process techniques—document similarity, topic modeling and bag-of-words modeling—to two main text datasets in accounting, the earnings conference call transcripts and 10K/10Q filings.


RSCH01-001
Figure 1 My Textual Analysis Research Framework

Dissertation

Earnings Conference Calls and Lazy Prices
2020
Changes to the language and construction of financial reports are indicative of firms’ future returns and operations. Investors, however, are often inattentive to these changes; consequently, price reactions to these changes are delayed— resulting in “lazy” prices (Cohen, Malloy, and Nguyen, 2020). Earnings conference calls have become a prevalent voluntary disclosure medium for U.S. firms but are also criticized as an irrelevant “show” between executives and analysts. In this study, I examine whether earnings conference calls can mitigate lazy prices. Specifically, I examine whether the topic overlap between conference call transcripts and 10K/10Q content and whether the comparison language used on conference call transcripts can trigger investors’ attention to firms’ financial reports and changes therein, and thus attenuate the predictive ability of changes in textual narratives for future returns. The preliminary results support that the earnings conference calls do mitigate the lazy prices. Specifically, the comparison language used in the Presentation session of the conference call can mitigate the lazy prices. This study contributes to earnings conference call literature by providing new insights into the role of earnings conference calls in the capital markets and contributes to textual analysis literature by providing best practices of applying topic modeling methods to accounting research.
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Working on Data Analysis


Literature Review – Textual Analysis in Accounting

Text Data Sources in Archival Accounting Research: Insights and Strategies for Accounting Systems’ Scholars
Chuancai Zhang, Dan N. Stone, Hong Xie
Journal of Information Systems, Volume 33, Issue 1, 2019, Pages 145-180
DOI: https://doi.org/10.2308/isys-51979
This paper reviews the emerging computer-aided text analysis (CATA) accounting literature through proposing a model of the corpus linguistic research production process, followed by analysis of the main text archival data sources in published papers in the Top Six accounting journals from 2010 to 2016. Reviewed papers appear in a 5 × 5 matrix that includes five categories of text data (i.e., SEC filings, conference call transcripts, earnings press releases, financial analyst reports, and other sources) and five categories of text measures (i.e., tone, readability, similarity, firm characteristics and environment, and other measures). A brief review of the CATA literature published in two AIS journals is followed by a summary of the tools and KS (knowledge and skills) observed in the reviewed research. Finally, we offer implications by discussing four issues related to CATA accounting research. We conclude that the emerging CATA accounting research offers unique opportunities for knowledgeable AIS scholars.
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Text Data Analytics Methods – Earnings Conference Call Transcripts

Cloud-Based Text Analytics: Harvesting, Cleaning and Analyzing Corporate Earnings Conference Calls
Vikram Gazula, Dan N. Stone, Hong Xie
The automated text analysis of corporate earnings conference calls is an increasingly important data source for understanding accounting information and financial markets. However, the advanced text analysis of corporate earnings conference calls requires unique extract, transform, and loading (ETL) skills for harvesting, cleaning, managing, analyzing and displaying data. This case describes one approach to harvesting, cleaning, and analyzing the text data found in corporate earnings conference call transcripts. Using a web crawler, we harvested 115,882 earnings conference call transcripts which were then parsed and structured using regular expressions in Stata. Because our project included analysis using emerging text analytic software (i.e., Coh-Metrix3), the only feasible alternative for analysis was cloud-based virtual hardware, which we ran on Amazon Web Services (AWS), through Amazon Elastic Compute Cloud (Amazon EC2). One important insight of the case study is the necessity of automating ETL and analyses processes that have historically been manually and locally executed in accounting research. We estimate that manually conducting the ETL process and running the analyses on local computing resources would have required about 2 years. In contrast, automating ETL and running cloud-based analyses required about 38 days. This case describes the tools and processes used in achieving these results.
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Presentations
University of Kentucky, 2017
Working Paper


Textual Analysis Papers

The Effect of Management Language Cohesion on Information Asymmetry and the Cost of Equity Capital
Dan N. Stone, Hong Xie
This study examines the association between language cohesion in earnings conference calls and information asymmetry/the cost of equity capital, using earnings conference call transcripts from 2005-2017. Using an emerging automated discourse analysis tool, Coh-Metrix, we explore Coh-Metrix measures as proxies for management language cohesion. Results indicate that larger values of two Coh-Metrix measures of conference calls, the word concreteness and temporality, are associated with lower information asymmetry and cost of equity capital. Further, adding traditional readability metrics to regression analysis only increase R2 by 0.05% over the benchmark model. In contrast, adding Coh-Metrix measures increases R2 by 0.9%-2.5% over the benchmark model. The results suggest that Coh-Metrix language cohesion measures are potentially stronger measures of linguistic complexity in accounting-relevant documents compared with traditional readability measures. This study contributes to the textual analysis literature in accounting by introducing a new discourse analysis method, Coh-Metrix, for assessing text cohesion and understandability.
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Presentations
AAA Annual Meeting, 2018
AAA Southeast Region Meeting, 2018
University of Louisville, 2017*
Working Paper

The Role of Linguistic Style on Successor CEO Selection after Accounting Restatements
Dan N. Stone, Hong Xie, Tony Tongqing Ding
This study examines whether the linguistic style of successor CEO signals a firm’s effort to restore damaged reputation following an accounting restatement. Applying a new measure of language cohesion (i.e., Coh-Metrix measures) on earnings conference call transcripts, we find that restatement firms are more likely to appoint a successor CEO with a linguistic style that conveys high integrity than non-restatement firms. Further, appointing a successor CEO with high language cohesion result in a less negative market reaction proxied by the short-term cost of capital, consistent with the notion that linguistic style signals to investors effectively about a firm’s effort to restore its reputation damaged from an accounting restatement. We also find evidence that linguistic style that conveys high integrity of the successor CEO relates to with long-term benefits proxied by lower long-term cost of capital, higher subsequent ROA, and Tobin’s Q. Collectively, the findings suggest that restatement firms can benefit from choosing a successor CEO with a linguistic style that conveys high integrity.
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Presentations
University of Kentucky, 2018
Working Paper

The Dark Side of CFO Extraversion: The Effect on Financial Reporting Quality, and the Consequences from the Capital Market
This study examines how CFO extraversion affects firms’ financial reporting quality and how investors perceive the risk of the firms with extraverted CFOs. Based on the two fundamental features of extraversion, reward sensitivity and social attention, I predict that CFO extraversion is negatively associated with firms’ financial reporting quality, because (1) extraverted CFOs have stronger attempts to actively ingratiate themselves with CEOs which reduces the bottom-up monitoring role of the CFO and (2) the close relationship between the extraverted CFO and other C-suites executives facilitates the passive acquiescence or active collusion in accounting manipulation. I do not have predictions about the sign of the effect of CFO extraversion on firms’ cost of equity capital, because investors may have different perceptions about CFO extraversion. The preliminary results show that CFO extraversion is positively associated with accruals earnings management and accounting reporting complexity, and positively associated with firms’ cost of equity capital. These results indicate that CFO extraversion reduces firms’ financial reporting quality and increases firms’ cost of capital. This study contributes to financial disclosure literature by showing that extraversion is an important personality trait that can affect CFO’s financial disclosure decisions.
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Internal Control

My earlier research mainly focuses on the determinants of internal control quality and the capital market consequences. Three of co-authored papers are published on top accounting and auditing journals in China. Another co-authored working paper is under the second-round review at Journal of International Accounting Research.

Determinants of Internal Control Quality

Product Market Competition, State Ownership and Internal Control Quality
Chuancai Zhang, Hanwen Chen
China Journal of Accounting Studies, Volume 4, Issue 4, 2016, Pages 406-432
DOI: https://doi.org/10.1080/21697213.2016.1252078
Based on a sample of Chinese A-share listed firms on the Shenzhen Stock Exchange and the Shanghai Stock Exchange between 2007 and 2012, we examine the effect of product market competition on the internal control quality of Chinese listed firms and the difference in this effect between state owned firms and non-state owned firms. Using the internal control index constructed by Chen et al. (2013) as the proxy for internal control quality, we find that product market competition has a significant effect on the internal control quality of Chinese listed firms: the more intense the product market competition is, the higher the internal control quality will be. However, the effect is only significant for non-state owned firms, not for state owned firms. In addition, we find that high quality internal control can improve product market competition advantage, providing support for our main findings. Overall, our study extends the literature on internal control and product market competition, provides evidence on whether internal control can help firms realise their development strategies, and offers advice to related government departments and firms on improving internal control quality.
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Internal Control and Capital Market Consequences

Internal Control, Investor Sentiment and Stock Market Response to Earnings News (In Chinese)
Chuancai Zhang, Hanwen Chen
China Economic Studies, Volume 4, 2014, Pages 61-74
Using data on Chinese A-share listed companies from 2007 to 2011,we study whether internal control helps to inhibit the impact of investor sentiment on stock market response to earnings news. We find that for companies with low internal control quality,stock market responses to earnings news are more likely to be influenced by investor sentiment,with high( low) investor sentiment increasing earnings response coefficients of good( bad) news. However,for companies with high internal control quality,the impact of investor sentiment on earnings response coefficients is in the opposite direction,with high( low) investor sentiment decreasing earnings response coefficients of good( bad) news. These results show that high internal control quality not only can inhibit the improvement effect of investor sentiment on earnings response coefficients,but also has a safe harbor effect. In addition,we find that the above phenomenon is more evident for small companies and non-state owned companies. In contrast,earnings response coefficients are not influenced by investor sentiment in either large companies or state owned companies.
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Individual Investors’ Perception of Risk Associated Internal Control Deficiencies Disclosure: an Experimental Study (In Chinese)
Guohua Chi, Chuancai Zhang, Hongling Han
Auditing Research, Volume 2, 2012, Pages 105-112
There is important value on internal control relevant policy formulation and implementation to study individual investors’ reaction mechanism of internal control information disclosure.This research examines the influence of internal control deficiency information disclosure on individual investors’ investment risk perception with experimental research method.We find that the severity of internal control deficiency significantly influences individual investors’ expected investment risk assessment,but there is no significant difference between the disclosure of none deficiency and the disclosure of significant deficiency on individual investors’ risk perception. The description of internal control deficiency has no significant effect on individual investors’ expected investment risk assessmentthe. The trust on managers is an important intermediary variable between the severity of internal control deficiency and individual investors’ investment risk perception.We also find that internal control audit report has significant effect on individual investors’ investment risk perception.The higher the level of individual investors using the internal control audit report is,the more it will strengthen the negative influence of internal control deficiency to individual investors’ risk perception.
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Internal Control and Corporate Operations

Internal Control, Integration Ability and M&A Performance: Empirical Evidence from Chinese Listed Firms (In Chinese)
Daoguang Yang, Chuancai Zhang, Hanwen Chen
Auditing Research, Volume 3, 2014, Pages 43-50
The role of internal control on reasonably assuring the reliability of financial report has been verified by extensive empirical evidences,however few literatures explores the role of internal control on detail firms’ operational activities. Therefore,taking merger and acquisition( MA) activity as example,with sample of MA events which listed firms are buyers and have been finished in 2008 and 2009,we find that buyer’s internal control quality is negatively associated with increasing of bankruptcy risk in right and subsequent 3 years when MA has been completed; consistent with this,the higher firm’s internal control quality is,the better MA performance will be.These findings indicate that higher quality internal control can improve firm’s integration ability and performance after MA. This study enriches and broadens literatures on internal control and MA,and has certain implication for firms’ internal control practice.
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Going Too Far is as Bad as not Going Far Enough: An Inverted U Relationship between Internal Control and Operational Efficiency
Hanwen Chen,Ting Li, Chuancai Zhang
Journal of International Accounting Research, Forthcoming
DOI: https://doi.org/10.2308/JIAR-17-571
In this study, we explore the inverted U-shaped association between internal control quality and firm operational efficiency. Although effective internal controls can facilitate and improve operational efficiency, excessive internal controls can negatively affect operational efficiency by (1) influencing management energy, attention, risk-taking, and innovation motivations; (2) hindering employees’ creativity, enthusiasm, and trust. Our findings support the inverted U-shaped association. We further explore and prove the two channels through which internal controls affect firm operational efficiency: the “information channel” (the quality of internal management reports), and the “application channel” (the enforcement of internal controls). Additionally, we show that the inverted U-shaped association only exists in non-state-owned firms. We do not find significant association between internal control quality and operational efficiency in state-owned firms. Overall, this study suggests that firms should not only establish an optimal level of internal controls, but also enforce the internal controls effectively to achieve their intended goals.
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Information Technology and Accounting

The disruptive technologies, such as artificial intelligence and machine learning, along with “Big Data” have transformed our economy from traditional economy to digital economy and have brought new challenges to accounting. I firmly believe I need to update my knowledge and skillsets to be well prepared to explore new accounting questions in the new economy and produce valuable research that is useful to academics, practitioners, and regulators.

Works in Progress

CIO and Operational Efficiency
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