[HTML][HTML] Predicting Financial Performance in the IT Industry with Machine Learning: ROA and ROE Analysis

B Tutcu, M Kayakuş, M Terzioğlu, GF Ünal Uyar… - Applied Sciences, 2024 - mdpi.com
IT is recognized as the engine of the digital world. The fact that this technology has multiple
sub-sectors makes it the driving force of the economy. With these characteristics, the sector …

Frequent errors in modeling by machine learning: a prototype case of predicting the timely evolution of COVID-19 pandemic

K Héberger - Algorithms, 2024 - mdpi.com
Background: The development and application of machine learning (ML) methods have
become so fast that almost nobody can follow their developments in every detail. It is no …

[HTML][HTML] How does managerial perception of uncertainty affect corporate investment during the COVID-19 pandemic: A text mining approach

Y Chen, Y Kimura, K Inoue - Pacific-Basin Finance Journal, 2025 - Elsevier
We propose a three-phase framework for develo** sentence-level measures of
uncertainty based on Japanese annual reports using the Bidirectional Encoder …

Explainable Artificial Intelligence for identifying profitability predictors in Financial Statements

M Piazza, M Passacantando, F Magli, F Doni… - arxiv preprint arxiv …, 2025 - arxiv.org
The interconnected nature of the economic variables influencing a firm's performance makes
the prediction of a company's earning trend a challenging task. Existing methodologies often …

The accounting treatment of research & development expenditures for financial firm performance: a machine learning approach

AM Vasilatos - 2025 - dione.lib.unipi.gr
This thesis analyses the predictive ability of R&D expenditures, on future firm financial
performance, utilizing a European sample of publicly listed firms that reported under IFRS …

Tillämpning av maskininlärning inom bolagsanalys: Skolan för Elektroteknik och Datavetenskap

L Rågmo, G Slåne Sens - 2024 - diva-portal.org
Inom fondförvaltning är bolagsanalys en tidskrävande och repetitiv uppgift. Denna studie
syftade till att undersöka hur processen för bolagsanalys kan effektiviseras genom …

How Does Managerial Perception of Uncertainty Affect Corporate Investment: A Text Mining Approach

Y Chen, Y Kimura, K Inoue - Available at SSRN 4751997 - papers.ssrn.com
A longstanding challenge in evaluating the impact of firm-level uncertainty is obtaining
measures of managers' subjective uncertainty and separating them from adverse events and …