Application of artificial intelligence in forecasting credit losses and market volatility in commercial banks

Kadirova , Barno, Кадирова , Барно, Kadirova , Barno

Иқтисодий тараққиёт ва таҳлил · 2026-yil

Annotatsiya

The article examines the application of artificial intelligence to forecasting credit losses and market volatility in commercial banks. It analyses traditional statistical methods and machine-learning algorithms used to estimate default probability, expected credit losses, and financial market dynamics. The study substantiates the use of a hybrid approach combining econometric models with intelligent algorithms. The main limitations associated with data quality, model explainability, and model risk are also identified.

Maqola ma’lumotlari
MualliflarKadirova , Barno, Кадирова , Барно, Kadirova , Barno
JurnalИқтисодий тараққиёт ва таҳлил
NashriyotЎзбекистон иқтисодиётини ривожлантиришнинг илмий-тадқиқот маркази
ISSN2992-877X
Nashr sanasi2026-07-31
Jild4
Son7
Betlar226-233
TilIngliz
Ilmiy sohaIqtisodiyot
DOI10.60078/2992-877x-2026-vol4-iss7-pp226-233
Indeksga qo‘shilgan2026-08-27

DOI: 10.60078/2992-877x-2026-vol4-iss7-pp226-233 · Maqolaning asl sahifasi

Kalit so‘zlar

artificial intelligence, commercial banks, credit risk, credit losses, market risk, market volatility, machine learning, risk management, искусственный интеллект, коммерческие банки, кредитный риск, кредитные потери, рыночный риск, рыночная волатильность, машинное обучение, риск менеджмент, sun’iy intellekt, tijorat banklari, kredit riski, kredit yo‘qotishlari, bozor riski, bozor volatilligi, mashinaviy o‘qitish, risk-menejment

Ilmiy soha

Iqtisodiyot

Iqtibos keltirish

APAKadirova , Barno, Кадирова , Барно, & Kadirova , Barno (2026). APPLICATION OF ARTIFICIAL INTELLIGENCE IN FORECASTING CREDIT LOSSES AND MARKET VOLATILITY IN COMMERCIAL BANKS. Иқтисодий тараққиёт ва таҳлил, 4(7), 226-233. https://doi.org/10.60078/2992-877x-2026-vol4-iss7-pp226-233
GOST (OAK)Kadirova , Barno, Кадирова , Барно, Kadirova , Barno APPLICATION OF ARTIFICIAL INTELLIGENCE IN FORECASTING CREDIT LOSSES AND MARKET VOLATILITY IN COMMERCIAL BANKS // Иқтисодий тараққиёт ва таҳлил. – 2026. – T. 4, № 7. – P. 226-233. – DOI: 10.60078/2992-877x-2026-vol4-iss7-pp226-233.
MLAKadirova , Barno, Кадирова , Барно, and Kadirova , Barno. “APPLICATION OF ARTIFICIAL INTELLIGENCE IN FORECASTING CREDIT LOSSES AND MARKET VOLATILITY IN COMMERCIAL BANKS.” Иқтисодий тараққиёт ва таҳлил, 4(7), 226-233, 2026. https://doi.org/10.60078/2992-877x-2026-vol4-iss7-pp226-233
ChicagoKadirova , Barno, Кадирова , Барно, and Kadirova , Barno. “APPLICATION OF ARTIFICIAL INTELLIGENCE IN FORECASTING CREDIT LOSSES AND MARKET VOLATILITY IN COMMERCIAL BANKS.” Иқтисодий тараққиёт ва таҳлил, 4(7), 226-233 (2026). https://doi.org/10.60078/2992-877x-2026-vol4-iss7-pp226-233
HarvardKadirova , Barno, Кадирова , Барно, and Kadirova , Barno (2026) ‘APPLICATION OF ARTIFICIAL INTELLIGENCE IN FORECASTING CREDIT LOSSES AND MARKET VOLATILITY IN COMMERCIAL BANKS’, Иқтисодий тараққиёт ва таҳлил, 4(7), 226-233. https://doi.org/10.60078/2992-877x-2026-vol4-iss7-pp226-233
BibTeX
@article{kadirovabarno2026,
  title = {APPLICATION OF ARTIFICIAL INTELLIGENCE IN FORECASTING CREDIT LOSSES AND MARKET VOLATILITY IN COMMERCIAL BANKS},
  author = {Kadirova , Barno and Кадирова , Барно and Kadirova , Barno},
  journal = {Иқтисодий тараққиёт ва таҳлил},
  year = {2026},
  volume = {4},
  number = {7},
  pages = {226-233},
  doi = {10.60078/2992-877x-2026-vol4-iss7-pp226-233},
  url = {https://doi.org/10.60078/2992-877x-2026-vol4-iss7-pp226-233}
}

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