[HTML][HTML] NLP Sentiment Analysis and Accounting Transparency: A New Era of Financial Record Keeping

A Faccia, J McDonald, B George - Computers, 2023 - mdpi.com
Transparency in financial reporting is crucial for maintaining trust in financial markets, yet
fraudulent financial statements remain challenging to detect and prevent. This study …

[HTML][HTML] Textual analysis and detection of financial fraud: Evidence from Chinese manufacturing firms

J Li, N Li, T Xia, J Guo - Economic Modelling, 2023 - Elsevier
With the increasing complexity of financial statement manipulation, relying solely on
quantitative financial data may not effectively detect financial fraud. While textual analysis …

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 …

[PDF][PDF] Using extractive lexicon-based sentiment analysis to enhance understanding ofthe impact of non-gaap measures in financial reporting

S Taylor, V Keselj - Proceedings of the Second Workshop on …, 2020 - aclanthology.org
For some time, there has been significant disagreement as to whether financial measures
that do not conform to the Generally Accepted Accounting Principles (GAAP) should be used …

Can linguistic predictors detect fraudulent financial filings?

S Goel, J Gangolly, SR Faerman… - Journal of Emerging …, 2010 - publications.aaahq.org
Extensive research has been done on the analytical and empirical examination of financial
data in annual reports to detect fraud; however, there is scant research on the analysis of …

[HTML][HTML] From spin to swindle: Identifying falsification in financial text

S Minhas, A Hussain - Cognitive computation, 2016 - Springer
Despite legislative attempts to curtail financial statement fraud, it continues unabated. This
study makes a renewed attempt to aid in detecting this misconduct using linguistic analysis …

Leveraging financial social media data for corporate fraud detection

W Dong, S Liao, Z Zhang - Journal of Management Information …, 2018 - Taylor & Francis
Corporate fraud can lead to significant financial losses and cause immeasurable damage to
investor confidence and the overall economy. Detection of such frauds is a time-consuming …

[PDF][PDF] Leading effect of social media for financial fraud disclosure: A text mining based analytics

W Dong, S Liao, Y Xu, X Feng - 2016 - scholar.archive.org
Existing researches have always focused on numerical data or textual contents in financial
statements to expose a firm's fraudulent behavior. To the best of our knowledge, this study …

Do financial performance indicators predict 10-K text sentiments? An application of artificial intelligence

R Mushtaq, AA Gull, Y Shahab, I Derouiche - Research in International …, 2022 - Elsevier
In this study, we employ Natural Language Processing (NLP), a subdomain of artificial
intelligence (AI), to predict the sentiments while analyzing 3729 annual 10-k financial reports …

Qualitative information in annual reports & the detection of corporate fraud: A natural language processing perspective

S Goel - 2009 - scholarsarchive.library.albany.edu
High profile cases of fraudulent financial reporting such as those that occurred at Enron and
WorldCom have shaken public confidence in the US financial reporting process and have …