Bankruptcy prediction for private firms in developing economies: a scoping review and guidance for future research

FR Matenda, M Sibanda, E Chikodza… - Management Review …, 2021 - Springer
The majority of studies on corporate bankruptcy detection are devoted to publicly-traded
firms in advanced economies. Literature on bankruptcy prediction for private corporations is …

Modeling corporate financial distress using financial and non-financial variables: The case of Indian listed companies

SA Balasubramanian, R GS, SP… - International Journal of …, 2019 - emerald.com
Purpose This paper aims to develop a corporate financial distress model for Indian listed
companies using financial and non-financial parameters by using a conditional logit …

Machine learning in bankruptcy prediction–a review

C Clement - Journal of Public Administration, Finance and Law, 2020 - ceeol.com
There is an increasing interest in machine learning for bankruptcy prediction with more and
more researchers contributing to the literature. Although there is a considerable amount of …

Artificial intelligence in predicting the bankruptcy of non-financial corporations

B Gavurova, S Jencova, R Bacik, M Miskufova… - Oeconomia …, 2022 - ceeol.com
Research background: In a modern economy, full of complexities, ensuring a business'
financial stability, and increasing its financial performance and competitiveness, has …

Management and comprehensive assessment of the probability of bankruptcy of Ukrainian enterprises based on the methods of fuzzy sets theory

S Kozlovskyi, A Butyrskyi, B Poliakov, A Bobkova… - 2019 - 195.34.206.236
Managing and evaluating the probability of bankruptcy of Ukrainian enterprises is one of the
most complex and relevant problems of the economy and management. In the context of …

Impact of macroeconomic indicators on bankruptcy prediction models: Case of the Portuguese construction sector

AMJ Sousa, AC Braga, J Cunha - 2022 - repositorium.sdum.uminho.pt
The importance of macroeconomic indicators on the performance of bankruptcy prediction
models has been a contentious issue, due in part to a lack of empirical evidence. Most …

Application of artificial neural networks in predicting financial distress in the JSE financial services and manufacturing companies

F Dube, N Nzimande, PF Muzindutsi - Journal of Sustainable …, 2023 - Taylor & Francis
This study explored the role of artificial intelligence (AI) in predicting companies' financial
distress. We used Artificial Neural Networks (ANN) to develop and test financial distress …

Identifying symptoms of bankruptcy risk based on bankruptcy prediction models—A case study of Poland

J Kitowski, A Kowal-Pawul, W Lichota - Sustainability, 2022 - mdpi.com
The article presents selected Polish early warning models (logit and discriminant models)
that allow the assessment of the risk of bankruptcy of a company, and the purpose of the …

Early Insolvency Prediction as a Key for Sustainable Business Growth

D Kušter, B Vuković, S Milutinović, K Peštović, T Tica… - Sustainability, 2023 - mdpi.com
This research aimed to determine whether and how financial analysis combined with
machine learning can support decision-making for sustainable business growth. This study …

Cost-sensitive metaheuristic optimization-based neural network with ensemble learning for financial distress prediction

SAD Safi, PA Castillo, H Faris - Applied Sciences, 2022 - mdpi.com
Financial distress prediction is crucial in the financial domain because of its implications for
banks, businesses, and corporations. Serious financial losses may occur because of poor …