Dr. M.R. Machado | People pages: Vind een medewerker en alle contactgegevens

Expertises

Economics, Econometrics and Finance
- Specific Industry
- Finance
- Machine Learning
- Credit
- Logit Model
Computer Science
- Machine Learning Algorithm
- Models
- Warning System

Organisaties

Publicaties

2025

Financing circularity strategies in critical raw materials supply chains: Toward a novel blended framework (2025)Resources Policy, 112. Article 105811 (E-pub ahead of print/First online). Xie, K., Machado, M. R., Spierdijk, L. & Yazan, D. M.https://doi.org/10.1016/j.resourpol.2025.105811Advancing credit risk assessment in the retail banking industry: A hybrid approach using time series and supervised learning models (2025)Data & knowledge engineering, 160. Article 102490. Goldmann, S. H., Machado, M. R. & Osterrieder, J. R.https://doi.org/10.1016/j.datak.2025.102490An analytical approach to credit risk assessment using machine learning models (2025)Decision Analytics Journal, 16. Article 100605. Machado, M. R., Chen, D. T. & Osterrieder, J. R.https://doi.org/10.1016/j.dajour.2025.100605Forecasting customers' risk-adjusted revenue: An explainable machine learning approach for the telecommunication industry (2025)Data-Driven Modelling, 1, 13-65 (E-pub ahead of print/First online). Firmansyah, E. B., Rebelo Moreira, J. L. & Machado, M. R.https://doi.org/10.1142/S3029101125500036Advanced analytics to improve energy efficiency of steel industry - A systematic review on ladle logistics (2025)Cleaner Engineering and Technology, 25. Article 100907. Keshetti, A. R., Ruela, V. S. P., Chen, H. & Machado, M. R.https://doi.org/10.1016/j.clet.2025.100907How can consumers without credit history benefit from the use of information processing and machine learning tools by financial institutions? (2025)Information processing & management, 62(2). Article 103972. van Braak, B., Osterrieder, J. R. & Machado, M. R.https://doi.org/10.1016/j.ipm.2024.103972Modeling commodity price co-movement: building on traditional time series models and exploring applications of machine learning algorithms (2025)Decisions in economics and finance. Article 109283 (E-pub ahead of print/First online). Kozian, L. L., Machado, M. R. & Osterrieder, J. R.https://doi.org/10.1007/s10203-025-00512-1Predicting retail customers' distress in the finance industry: An early warning system approach (2025)Journal of Retailing and Consumer Services, 82. Article 104101. Beltman, J., Machado, M. R. & Osterrieder, J. R.https://doi.org/10.1016/j.jretconser.2024.104101

2024

Green AI in the Finance Industry: Exploring the Impact of Feature Engineering on the Accuracy and Computational Time of Machine Learning Models (2024)Applied Soft Computing, 167, Part B. Article 112343. Machado, M., Asadi, A., William R. de Souza, R. & Ugulino, W.https://doi.org/10.1016/j.asoc.2024.112343How can Artificial Intelligence (AI) be used to manage Customer Lifetime Value (CLV)—A systematic literature review (2024)International Journal of Information Management Data Insights, 4(2). Article 100279. Firmansyah, E. B., Machado, M. R. & Moreira, J. L. R.https://doi.org/10.1016/j.jjimei.2024.100279

Onderzoeksprofielen

Verbonden aan opleidingen

Vakken collegejaar 2025/2026

Vakken in het huidig collegejaar worden toegevoegd op het moment dat zij definitief zijn in het Osiris systeem. Daarom kan het zijn dat de lijst nog niet compleet is voor het gehele collegejaar.