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- Corporate Governance (2)
- Earnings management (2)
- Feedback (2)
- ARDL bound test (1)
- Accountability (1)
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- Aktivitas kecurangan (1)
- Akuntabilitas (1)
- Anti-corruption disclosure (1)
- Auditing (1)
- Auditor (1)
- Budgetary slack (1)
- Business risk (1)
- CEO overconfidence; ESG Disclosure; and Firm Risk; CEO Overconfidence; Pengungkapan ESG; dan Risiko Perusahaan (1)
- Capital Expenditures (1)
- Career Intentions (1)
- Chief financial officers (1)
- China (1)
- Citation analysis (1)
- Concentrated ownership; banks; OJK regulations; bank performance; expropriation; Kepemilikanterkonsentrasi; bank; peraturan OJK; performa bank; ekspropriasi (1)
- Confidentiality (1)
- Contracting Conservatism (1)
- Corona Virus (1)
- Corporate Disclosures (1)
- Corporate Taxes (1)
- Corporate environmental responsibility; venture capital; institutional development; family ownership; emerging market (1)
- Customer-supplier relationship (1)
- Debt Contracting (1)
- Deterrence (1)
- Disclosure (1)
- Disclosure; fair value; other comprehensive income; predictive value; laba komprehensif lain; nilai prediktif; nilai wajar; pengungkapan (1)
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Articles 1 - 30 of 32
Full-Text Articles in Accounting
Foreign Institutional Shareholders And Corporate Payout Policy, Rahmat Setiawan, Nova Christiana, Sanju Kumar Singh
Foreign Institutional Shareholders And Corporate Payout Policy, Rahmat Setiawan, Nova Christiana, Sanju Kumar Singh
Jurnal Akuntansi dan Keuangan Indonesia
This study examines the effect of foreign institutional shareholders (FIS) on corporate payout policy. The study employs 97 Indonesian manufacturing firms listed on the Indonesia Stock Exchange period 2011-2015. Multivariate Tobit and Logit are employed to estimate the model. The result confirms the bird in the hand theory that FISs need assurance of their investments in the emerging market. FIS has a monitoring role over the firms since they have the ability to detect the firm’s quality and the agency problem within. The result confirms that the presence of the FIS in the firm has a positive and significant effect …
Accounting Information In The Fama And French Three-Factors Model, Rianty Nikita Lotazia Pondaag, Erni Ekawati
Accounting Information In The Fama And French Three-Factors Model, Rianty Nikita Lotazia Pondaag, Erni Ekawati
Jurnal Akuntansi dan Keuangan Indonesia
The purpose of this study is to reexamine the ability of the Fama-French Three Risk Factor Model to explain stock portfolio returns in countries with different economic levels, as well as examine the effect of accounting information derived from book-to-market on stock portfolio returns. The sample used was a manufacturing company on the Indonesia Stock Exchange and the Tokyo Stock Exchange from 2013-2018. The results show that the three risk factors of the Fama-French model apply consistently to explain the variation in stock portfolio returns in developed markets. For the portfolio of shares in the emerging market, model Fama-French does …
Predictive Value Of Other Comprehensive Income: Evidence From Asean, Puji Rahayu, Indra Wijaya Kusuma
Predictive Value Of Other Comprehensive Income: Evidence From Asean, Puji Rahayu, Indra Wijaya Kusuma
Jurnal Akuntansi dan Keuangan Indonesia
This paper examines the predictive value of other comprehensive income and its disclosure in ASEAN. Unlike value relevance, the predictive value of other comprehensive income has not been extensively addressed in the literature. We conduct the first study examining the predictive value of other comprehensive income and its disclosure to prove that not only fair value as relevant information, but also other comprehensive income reflecting the changes of fair value. We use hand-collected data taken from the financial reports. This study employs a panel regression model to test the ability of other comprehensive income and its disclosure to predict firms’ …
Relationship Between Foreign Direct Investment And Stock Market Development In A Small Southern Africa Economy, Duduzile Ngobe, Kalu O. Emenike
Relationship Between Foreign Direct Investment And Stock Market Development In A Small Southern Africa Economy, Duduzile Ngobe, Kalu O. Emenike
Jurnal Akuntansi dan Keuangan Indonesia
This paper investigates the relationship between foreign direct investment and stock market development in a small southern African economy. Specifically, the paper analyses long-run, short-run and causal relationships between foreign direct investment and stock market development in Eswatini for the 1990 to 2018 periods. Results of preliminary analyses of the variable show existence of positive skewness, fat-tailed, non-normal distribution, and I(1) order of integration for the foreign direct investment and stock market return series. Estimates from the ARDL model indicate evidence of a positive and statistically insignificant long-run relationship between foreign direct investment and stock market development in the kingdom …
Feedback’S Effect On Budgetary Slack And Self-Efficacy As Moderation Variable, Aryani Intan Endah Rahmawati, Supriyadi ,
Feedback’S Effect On Budgetary Slack And Self-Efficacy As Moderation Variable, Aryani Intan Endah Rahmawati, Supriyadi ,
Jurnal Akuntansi dan Keuangan Indonesia
This study aimed to examine the effect of positive and negative feedback on budgetary slack and the interaction between feedback and self-efficacy on budgetary slack under a condition of information asymmetry. Preliminary researches have tested various ways of mitigating budgetary slack practices, which did not separate the effects of positive and negative feedback. This study hypothesized that positive feedback minimizes the potential for budgetary slack under conditions of information asymmetry—and vice versa. Additionally, high self-efficacy reinforces positive feedback in reducing budgetary slack under conditions of information asymmetry—and vice versa. By employing experimental data, this study documented the results that positive …
The Obstacle Factors Of Musharakah And Mudharabah Application In Pakistan, Muhammad Arsalan Khan, Dodik Siswantoro, Abid Ur Rahman
The Obstacle Factors Of Musharakah And Mudharabah Application In Pakistan, Muhammad Arsalan Khan, Dodik Siswantoro, Abid Ur Rahman
Jurnal Akuntansi dan Keuangan Indonesia
Islamic Banking is based on the Islamic financial system. It is a banking system whose fundamental rules and regulations are established on Shariah laws i.e., Islamic jurisprudence originated from the Quran and Sunnah of the Prophet Muhammad peace be upon him. Its functions must comply with Shariah rules and must not violate any Shariah principle. The Islamic finance system is based on Profit-loss sharing financing namely, Musharakah and Mudharabah but there are numerous issues and challenges faced by Islamic bank during the implementation of Musharakah and Mudharabah financing contracts. The various paper has been revealed some of the internal and …
Otter Tail Corporation, Heather Strese
Otter Tail Corporation, Heather Strese
Dissertations, Theses, and Projects
In my valuation model I gathered Otter Tail Corporation’s financial statements, historical and industry data, public information and ratio analysis from Mergent Online, Yahoo Finance and Otter Tail Corporation’s 2018 annual report. I discount the expected free cash flows at the WACC and estimate that Otter Tail Corporation’s stock is price is at USD 56.36 per share as of November 1st, 2019, given the small difference between my estimated price per share and the current price per share in the market, and consistent with the EV/EBITDA multiple, I recommend a HOLD on the stock of the company.
Contracting And Reporting Conservatism Around A Change In Fiduciary Duties, Daniel Bens, Sterling Huang, Liang Tan, Wan Wongsumwai
Contracting And Reporting Conservatism Around A Change In Fiduciary Duties, Daniel Bens, Sterling Huang, Liang Tan, Wan Wongsumwai
Research Collection School Of Accountancy
We exploit an influential 1991 Delaware court ruling to examine the impact of changes in managerial fiduciary duties on firms’ accounting and contracting choices. The ruling expanded directors’ fiduciary duties in favor of creditors and away from shareholders for a specific group of firms. Using a hand-collected sample of debt contracts around the ruling date, we find that, following the ruling, debt contracts of affected firms rely less on the use of income escalators (provisions in loan contracts which require changes in net worth to reflect losses in full, but only partially for gains and profits) and other conservative adjustments …
Tree-Based Algorithm For Stable And Efficient Data Clustering, Hasan Aljabbouli, Abdullah Albizri, Antoine Harfouche
Tree-Based Algorithm For Stable And Efficient Data Clustering, Hasan Aljabbouli, Abdullah Albizri, Antoine Harfouche
Department of Information Management and Business Analytics Faculty Scholarship and Creative Works
The K-means algorithm is a well-known and widely used clustering algorithm due to its simplicity and convergence properties. However, one of the drawbacks of the algorithm is its instability. This paper presents improvements to the K-means algorithm using a K-dimensional tree (Kd-tree) data structure. The proposed Kd-tree is utilized as a data structure to enhance the choice of initial centers of the clusters and to reduce the number of the nearest neighbor searches required by the algorithm. The developed framework also includes an efficient center insertion technique leading to an incremental operation that overcomes the instability problem of the K-means …
Drivers Of Research Impact: Evidence From The Top Three Finance Journals, Zhichuan Li, Chongyu Dang
Drivers Of Research Impact: Evidence From The Top Three Finance Journals, Zhichuan Li, Chongyu Dang
Business Publications
We study the characteristics of all published papers in the top three finance journals (JF, JFE, and RFS) and how these paper characteristics affect the number of citations in Google Scholar and the Web of Science database. First, we find the characteristics in the universalist perspective remain constant while the characteristics in the constructivist and presentation perspectives increase over time. Second, some characteristics are significantly different between the high impact and the low impact papers. Third, paper quality, research method, journal placement, and paper age are the most important drivers. Last, different drivers play different roles in different journals.
Gdp Growth Incentives And Earnings Management: Evidence From China, Xia Chen, Qiang Cheng, Ying Hao, Qiang Liu
Gdp Growth Incentives And Earnings Management: Evidence From China, Xia Chen, Qiang Cheng, Ying Hao, Qiang Liu
Research Collection School Of Accountancy
Using data from China, we examine whether and how the incentive to boost GDP growth at the government level affects earnings management at the firm level. We find that firms in provinces with GDP growth lower than the national level or the average of the adjacent provinces are more likely to engage in earnings management than firms in other provinces. Specifically, they are more likely to inflate revenues, overproduce, and delay asset impairment losses. The aggregate earnings management induced by GDP growth incentives accounts for about 0.5% of GDP. The results are stronger for local state-owned enterprises, in provinces with …
Cross-Country Differences In The Effect Of Political Connections On Stock Price Informativeness, Yuanto Kusnadi, Bin Srinidhi
Cross-Country Differences In The Effect Of Political Connections On Stock Price Informativeness, Yuanto Kusnadi, Bin Srinidhi
Research Collection School Of Accountancy
Using an international sample of firms from 28 countries, we document that there exists a negative relationship between political connections and the informativeness of stock price, as measured by idiosyncratic volatility (IV). This finding is robust to alternative regression specifications, sub-samples analyses, and concerns related to endogeneity. A more detailed analysis shows that out of the different types of possible connections, the connectedness of the owners is the primary driver of this result. Further, the negative association is only significant for firms in countries characterized by low institutional quality (corrupted countries, countries with low access to external equity markets, and …
Differences In The Reliability Of Fair Value Hierarchy Measurements: A Cross-Country Study, Chu Yeong Lim, Gary Pan, Kevin Ow Yong
Differences In The Reliability Of Fair Value Hierarchy Measurements: A Cross-Country Study, Chu Yeong Lim, Gary Pan, Kevin Ow Yong
Research Collection School Of Accountancy
Prior research suggests there are significant differences in how investors perceive the reliability of fair values. An unaddressed question in this stream of research is whether cross-country differences in institutional factors can mediate differences in reliability for the fair value hierarchy measurements. We contribute to the research on fair value accounting by examining the impact of institutional factors toward the perceived reliability of fair value measurements in an international context. Based on an international sample of banks across twenty different countries, we find that the probability of crash risk is lower among countries with better financial development infrastructure, greater level …
Discretionary Dissemination On Twitter, Richard M. Crowley, Wenli Huang, Hai Lu
Discretionary Dissemination On Twitter, Richard M. Crowley, Wenli Huang, Hai Lu
Research Collection School Of Accountancy
Using an unsupervised machine learning approach to analyze 12.8 million tweets posted by S&P 1500 firms from 2012 to 2016, we find that firms tweet more financial information around significantly negative or positive earnings announcements or accounting filings. Specifically, we observe a symmetric U-shaped relation between the number of financial tweets and the materiality of accounting information events. This relation is consistent with the theoretical prediction in Hummel et al. (2018) which assumes that managers are sensitive to their firm’s fundamental value. We document that this relation also holds for hyperlink usage in tweets about financial information around important events, …
Auditor Information Spillovers And Company Operating Performance: Evidence From Targeted Auditor Switches, Tyler Kleppe
Auditor Information Spillovers And Company Operating Performance: Evidence From Targeted Auditor Switches, Tyler Kleppe
Graduate Theses and Dissertations
In this study, I examine whether companies realize operational benefits from making “targeted auditor switches” (i.e., engaging a new auditor recently dismissed by a competitor company). While prior work provides evidence consistent with companies perceiving that auditor information spillovers are costly, there is sparse extant evidence as to whether auditors actually do transfer operational information across companies. I find that companies that switch to a competitor’s former auditor realize significant subsequent improvements in operating performance, and I provide evidence that the association between targeted auditor switches and improvements in operating performance varies predictably with several across- and within-market factors. In …
Does Media Exposure Affect Financial Reporting Quality Through Auditors?, Steven F. Cahan, Chen Chen, Rencheng Wang
Does Media Exposure Affect Financial Reporting Quality Through Auditors?, Steven F. Cahan, Chen Chen, Rencheng Wang
Research Collection School Of Accountancy
We examine whether the media has an indirect corporate governance effect on financial reporting quality (FRQ) that operates through auditors. This occurs because greater media coverage can magnify an auditor's business risk by exposing the auditor to more potential litigation and reputation damage if an audit failure occurs. We use a path analysis to examine the direct and indirect channels of media corporate governance. We find a positive association between media coverage and FRQ that is mediated by audit fees, and the results are stronger for firms with greater incentives to engage in earnings manipulation. In contrast, we find no …
Anti-Corruption Disclosure And Earnings Management: A Case In Indonesian Capital Market, Putri Dwi Aprilia Nur Khasanah, Indra Wijaya Kusuma
Anti-Corruption Disclosure And Earnings Management: A Case In Indonesian Capital Market, Putri Dwi Aprilia Nur Khasanah, Indra Wijaya Kusuma
Jurnal Akuntansi dan Keuangan Indonesia
This study investigates the relationship between anti-corruption disclosure and earnings management. Firms that disclose anti-corruption are related to the lower earnings management. The sample consists of 207 firm-year observation from 2016-2018. The data are hand-collected for the anti-corruption disclosure and the rest of the firm’s data are obtained from the Osiris database. Our result indicate a significant negative relationship between anti-corruption disclosure and earnings management. The relationship is more pronounce for the profitable and smaller firms. The high level of anti-corruption disclosure reported by the company can reduce earnings management actions in the company and show awareness, ability, skill, actualization …
Ceo Overconfidence, Esg Disclosure, And Firm Risk, Kurnia Indah Sumunar, Chaerul D. Djakman
Ceo Overconfidence, Esg Disclosure, And Firm Risk, Kurnia Indah Sumunar, Chaerul D. Djakman
Jurnal Akuntansi dan Keuangan Indonesia
Environmental, Social, and Governance (ESG) has increasingly attracted the attention of firms and stakeholders. The purpose of this study is to examine whether the mediating role of ESG disclosure has a negative effect on CEO overconfidence and firm risk, especially based on investors' perspectives. Many studies on ESG disclosure were conducted in Europe and America. Most ESG disclosures are measured using manual checklist based on annual reports or firm websites. By using panel dataset of 225 manufacturing firms in Indonesia, Malaysia, the Philippines, Singapore and Thailand from 2012-2016 obtained from Thomson Reuters’ ESG score, the research shows that CEO overconfidence …
What Explains Students’ Intentions To Pursue Public Accountants As A Career?, Danar Sutopo Sidig, Andar Ramona Sinaga
What Explains Students’ Intentions To Pursue Public Accountants As A Career?, Danar Sutopo Sidig, Andar Ramona Sinaga
Jurnal Akuntansi dan Keuangan Indonesia
Public accountants play crucial roles in creating trustworthy information for economic development. Ironically, many parts of the world, including Indonesia, experience a shortage of Public Accountants despite the abundant number of accounting students. This study, built on the Theory of Planned Behaviour, aims to examine factors that explain students’ intentions to pursue public accountants as a career. To answer the question, this study uses questionnaires distributed to 115 accounting students from across Indonesia participating in CPA Days 2019. Utilising Structural Equation Modelling (SEM) technique to analyse their responses, this study has shown that students’ intentions are significantly affected by their …
Does The Recently Implemented Regulation On Country-By-Country Reporting Deter Tax Avoidance?, Nala Kurniawan, Anggari Dwi Saputra
Does The Recently Implemented Regulation On Country-By-Country Reporting Deter Tax Avoidance?, Nala Kurniawan, Anggari Dwi Saputra
Jurnal Akuntansi dan Keuangan Indonesia
To adhere with Base Erosion and Profit Shifting (BEPS) Action 13, Indonesia enacted regulations concerning Transfer Pricing Documentation and Country-by-Country Reporting (CbCR) to address the issue of tax avoidance. Those regulations introduced the requirement of CbCR in Indonesia, where Multinational Enterprises (MNEs) operating in Indonesia are required to provide tax authorities with geographic breakdown of their profitability, tax payments, and activities wherever they operate. Using the newly implemented CbCR in Indonesia as a treatment for private disclosure requirement, this study examines the effect of CbCR on MNEs tax avoidance. Employing EUR 750 million consolidated revenue threshold for disclosure and utilizing …
The Effect Of Concentrated Ownership On Bank Profitability In Indonesia, Michelle Priscilla Amanda, Serafina Lam, Rinaningsih ., Yang Elvi Adelina
The Effect Of Concentrated Ownership On Bank Profitability In Indonesia, Michelle Priscilla Amanda, Serafina Lam, Rinaningsih ., Yang Elvi Adelina
Jurnal Akuntansi dan Keuangan Indonesia
This paper examines the association between concentrated ownership and the profitability of banks in Indonesia during the period from 2012 to 2018 with a total sample of 93 banks or 651 observations. This study applies the Random Effect regression method, and reveals a non-significant association between concentrated ownership and bank profitability as measured by ROA and ROE. It indicates that a majority of shareholders tend to use their power to exploit minority shareholders, which can also strengthen the monitoring effect. However, the regression also indicates that there is a significant non-linear relationship between concentrated ownership and profitability when measured by …
Internal Control Practices Of Mosques In Java, Indonesia, Nining Islamiyah, Siti Alawiah Siraj, Ahmad Zamri Osman
Internal Control Practices Of Mosques In Java, Indonesia, Nining Islamiyah, Siti Alawiah Siraj, Ahmad Zamri Osman
Jurnal Akuntansi dan Keuangan Indonesia
Internal controls are necessary tools to help organizations attain their organizational goals. Lack of these controls in any type of organizations could lead to fraudulent activities, which consequently may hamper the achievement of organizational goals. This study aims to investigate the internal control practices in two Indonesian mosques; Mosque A and Mosque B. The study employed the Committee of Sponsoring Organization (COSO 2013) framework of internal controls to frame the investigation of internal control practices in these two mosques. Data collection was undertaken through interviews and reviews of relevant documents. The findings revealed that the two selected mosques, Mosque A …
Family Ownership And Corporate Environmental Responsibility: The Contingent Effect Of Venture Capital And Institutional Environment, Zhu Zhu, Feifei Lu
Family Ownership And Corporate Environmental Responsibility: The Contingent Effect Of Venture Capital And Institutional Environment, Zhu Zhu, Feifei Lu
Department of Management Faculty Scholarship and Creative Works
As scholars and policy makers pay more attention to the environmental impact of economic activities, more focus has been placed on the corporate environmental responsibility (CER) of family firms, which accounts for the majority of businesses in both developed and developing countries. Using a sample of 4714 private enterprises across 23 provinces in China, the current study examines the effect of family ownership on CER investment, as well as the moderating effects of venture capital investment and local institutional development. Results show that concentrated family ownership leads to lower CER spending, however, when venture capital investment comes from developed markets, …
Cfos Play Crucial Role In Surviving Covid-19 Crisis, Themin Suwardy
Cfos Play Crucial Role In Surviving Covid-19 Crisis, Themin Suwardy
Research Collection School Of Accountancy
In recent years, chief financial officers (CFOs) have been called upon to do many things. They have stepped beyond their traditional technical finance functions, embracing technology and innovations to partner chief executive officers (CEOs) and boards on strategic issues. But if asked at the end of 2019, probably no CFO would place "managing through a global pandemic and economic crisis at the same time" among their top five things to do in 2020. Like many others, CFOs are being asked to do even more in a very short timeframe.
Short Sellers And Long‐Run Management Forecasts, Xia Chen, Qiang Cheng, Ting Luo, Heng Yue
Short Sellers And Long‐Run Management Forecasts, Xia Chen, Qiang Cheng, Ting Luo, Heng Yue
Research Collection School Of Accountancy
We examine how short sellers affect long‐run management forecasts using a natural experiment (Regulation SHO) that relaxes short‐selling constraints on a group of randomly selected firms (referred to as pilot firms). We find that compared to other firms, the pilot firms issue more long‐run good news forecasts but do not change the frequency of long‐run bad news forecasts. The increase in good news forecasts is greater when the pilot firms have higher quality forecasts, greater uncertainty about firm value, or higher manager equity incentives. Overall, these results and the results of additional analyses indicate that the reduction in short‐selling constraints …
Investigating The Effects Of Tax Cuts On Capital Expenditures As An Alternative To Restore The United States Economy From The Covid-19 Pandemic, Carlos M. Parodi
Investigating The Effects Of Tax Cuts On Capital Expenditures As An Alternative To Restore The United States Economy From The Covid-19 Pandemic, Carlos M. Parodi
Honors College Theses
The Corona Virus has interrupted several years of strong economic expansion in the United States. In fact, it has disrupted the lives of every single person and organization in the world. After reaching its peak in mid-April, the rate of cases and related deaths has finally started to slow down. The U.S. Government passed three different pieces of legislation to address the effects of the virus. It is now considering legislation (referred to as Phase IV) to accelerate the return of the U.S. economy to its pre-pandemic level. Studies have shown that capital expenditures have been essential during periods of …
Does Litigation Deter Or Encourage Real Earnings Management, Sterling Huang, Sugata Roychowdhury, Ewa Sletten
Does Litigation Deter Or Encourage Real Earnings Management, Sterling Huang, Sugata Roychowdhury, Ewa Sletten
Research Collection School Of Accountancy
In this paper, we rely on an exogenous shock to examine the impact of litigation risk on real earnings management (REM). We conduct differences-in-differences tests centered on an unanticipated court ruling that reduced litigation risk for firms headquartered in the Ninth Circuit. REM increases significantly following the ruling for Ninth-Circuit firms relative to other firms, consistent with litigation risk deterring REM. Additional analyses reveal that REM rises more following the ruling when firms issue more optimistic disclosures. The evidence is consistent with litigation deterring REM by constraining managers' ability to issue optimistic and misleading disclosures that can conceal the myopic …
Incorporating Financial Statement Information To Improve Forecasts Of Corporate Taxable Income, Danielle H. Green, Erin E. Henry, Sarah M. Parsons, George A. Plesko
Incorporating Financial Statement Information To Improve Forecasts Of Corporate Taxable Income, Danielle H. Green, Erin E. Henry, Sarah M. Parsons, George A. Plesko
WCBT Faculty Publications
We contribute to the research on the information content of earnings as it applies to the forecasting of economic activity across reporting models. We examine whether publicly available financial statement information is incrementally useful in forecasting confidentially reported taxable income. More precise firm-level taxable income forecasts can improve policymakers’ modeling of the tax system and their ability to analyze the effect of proposed changes in corporate tax law. When aggregated, improved micro-forecasts can also yield more accurate macro-forecasts of corporate taxable income, a significant component of the federal budget. We find that financial statement information improves firm-level estimates of future …
Family Entrenchment And Internal Control: Evidence From S&P 1500 Firms, Xia Chen, Mei Feng, Chan Li
Family Entrenchment And Internal Control: Evidence From S&P 1500 Firms, Xia Chen, Mei Feng, Chan Li
Research Collection School Of Accountancy
We examine whether family owners exploit internal control weaknesses for entrenchment purposes and whether the public disclosure requirement under SOX 404 helps alleviate this entrenchment. We find supportive evidence for both questions. In the initial years of SOX 404 implementation (2004 and 2005), ineffective internal control in family CEO firms is more conducive to entrenchment - measured by the occurrence of misstatements, frauds, and related party transactions - than ineffective internal control in nonfamily firms is. With the public disclosure requirement of SOX 404 in place, family CEO firms are more likely to remediate internal control weaknesses, and the resulting …
What Are You Saying? Using Topic To Detect Financial Misreporting, Nerissa C. Brown, Richard M. Crowley, W. Brooke Elliott
What Are You Saying? Using Topic To Detect Financial Misreporting, Nerissa C. Brown, Richard M. Crowley, W. Brooke Elliott
Research Collection School Of Accountancy
We use a machine learning technique to assess whether the thematic content of financial statement disclosures (labeled topic) is incrementally informative in predicting intentional misreporting. Using a Bayesian topic modeling algorithm, we determine and empirically quantify the topic content of a large collection of 10‐K narratives spanning 1994 to 2012. We find that the algorithm produces a valid set of semantically meaningful topics that predict financial misreporting, based on samples of Securities and Exchange Commission (SEC) enforcement actions (Accounting and Auditing Enforcement Releases [AAERs]) and irregularities identified from financial restatements and 10‐K filing amendments. Our out‐of‐sample tests indicate that topic …