[HTML][HTML] NLP Sentiment Analysis and Accounting Transparency: A New Era of Financial Record Keeping
Transparency in financial reporting is crucial for maintaining trust in financial markets, yet
fraudulent financial statements remain challenging to detect and prevent. This study …
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 …
quantitative financial data may not effectively detect financial fraud. While textual analysis …
Do sentiments matter in fraud detection? Estimating semantic orientation of annual reports
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 …
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
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 …
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 …
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 …
study makes a renewed attempt to aid in detecting this misconduct using linguistic analysis …
Leveraging financial social media data for corporate fraud detection
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 …
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 …
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
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 …
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 …
WorldCom have shaken public confidence in the US financial reporting process and have …