Natural language processing in accounting, auditing and finance: A synthesis of the literature with a roadmap for future research

IE Fisher, MR Garnsey… - Intelligent Systems in …, 2016 - Wiley Online Library
Natural language processing (NLP) is a part of the artificial intelligence domain focused on
communication between humans and computers. NLP attempts to address the inherent …

A computational model for financial reporting fraud detection

FH Glancy, SB Yadav - Decision support systems, 2011 - Elsevier
A computational fraud detection model (CFDM) was proposed for detecting fraud in financial
reporting. CFDM uses a quantitative approach on textual data. It incorporates techniques …

Do sentiments matter in fraud detection? Estimating semantic orientation of annual reports

S Goel, O Uzuner - Intelligent Systems in Accounting, Finance …, 2016 - Wiley Online Library
We present a novel approach for analysing the qualitative content of annual reports. Using
natural language processing techniques we determine if sentiment expressed in the text …

Detecting future financial statement fraud using a machine learning model in Indonesia: a comparative study

M Riskiyadi - Asian Review of Accounting, 2024 - emerald.com
Purpose This study aims to compare machine learning models, datasets and splitting
training-testing using data mining methods to detect financial statement fraud …

Enhancement of fraud detection for narratives in annual reports

YJ Chen, CH Wu, YM Chen, HY Li, HK Chen - International Journal of …, 2017 - Elsevier
Annual reports present the activities of a listed company in terms of its operational
performance, financial conditions, and social responsibilities. These reports are a valuable …

Exploring top management language for signals of possible deception: The words of Satyam's chair Ramalinga Raju

R Craig, T Mortensen, S Iyer - Journal of Business Ethics, 2013 - Springer
This paper explores the potential for systematic scrutiny of the language of top management
to reveal signals of possible deceptive conduct. The language used in letters signed by …

The information content of financial statement fraud risk: An ensemble learning approach

W Duan, N Hu, F Xue - Decision Support Systems, 2024 - Elsevier
This study aims to assess the financial statement fraud risk ex ante and empirically explore
its information content to help improve decision-making and daily operations. We propose …

Predicting brand equity by text-analyzing annual reports

CY Huang, PY Liu, SM Xie - International Journal of Market …, 2020 - journals.sagepub.com
A firm's public disclosure, such as its annual report, usually carries information of what it has
done and/or will do. Since brand equity is a result of a firm's branding efforts resulting from …

[PDF][PDF] Fraud detection by focusing on readability of MD&A disclosure: Evidence from Japan

M Nakashima, Y Hirose, H Hirai - Journal of Forensic and Investigative …, 2022 - nacva.com
1 Some studies have shown an association between financial statement data and fraud.
Persons (1995, 45) suggested that associations exist between financial leverage, capital …

[HTML][HTML] Preventing the unpleasant: Fraudulent financial statement detection using financial ratios

M Pazarskis, G Lazos, AG Koutoupis - Journal of Operational Risk, 2022 - risk.net
The aim of this study is to investigate financial fraud in companies listed on the Athens Stock
Exchange during the period 2008–18, in which a major economic crisis took place in …