<b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>

<p dir="ltr">Bankruptcy prediction is crucial for financial stability, and sector-specific Artificial Intelligence and Machine Learning (AI-ML) models have proven superior in performance. However, a significant gap exists, as most models are designed for advanced economies, leaving t...

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Main Author: Guruprasad Desai (22331299) (author)
Published: 2025
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author Guruprasad Desai (22331299)
author_facet Guruprasad Desai (22331299)
author_role author
dc.creator.none.fl_str_mv Guruprasad Desai (22331299)
dc.date.none.fl_str_mv 2025-10-23T18:28:42Z
dc.identifier.none.fl_str_mv 10.6084/m9.figshare.30392467.v2
dc.relation.none.fl_str_mv https://figshare.com/articles/dataset/_b_Predicting_Bankruptcy_in_Wholesale_Retail_and_Motor_Vehicle_Repair_An_AI-ML_Perspective_b_/30392467
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Financial econometrics
Financial institutions (incl. banking)
Bankruptcy Prediction
AI-ML Models
Trade Services Sector
SMOTE
Early Warning Indicators
information values
dc.title.none.fl_str_mv <b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>
dc.type.none.fl_str_mv Dataset
info:eu-repo/semantics/publishedVersion
dataset
description <p dir="ltr">Bankruptcy prediction is crucial for financial stability, and sector-specific Artificial Intelligence and Machine Learning (AI-ML) models have proven superior in performance. However, a significant gap exists, as most models are designed for advanced economies, leaving their efficacy in emerging markets like India unexplored. This study addresses this gap by focusing on the applicability of these advanced models to predict bankruptcy within India's dynamic trade services sector, a vital component of the economy</p>
eu_rights_str_mv openAccess
id Manara_681c7ca3115e81275c8656f0bfc888db
identifier_str_mv 10.6084/m9.figshare.30392467.v2
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/30392467
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling <b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>Guruprasad Desai (22331299)Financial econometricsFinancial institutions (incl. banking)Bankruptcy PredictionAI-ML ModelsTrade Services SectorSMOTEEarly Warning Indicatorsinformation values<p dir="ltr">Bankruptcy prediction is crucial for financial stability, and sector-specific Artificial Intelligence and Machine Learning (AI-ML) models have proven superior in performance. However, a significant gap exists, as most models are designed for advanced economies, leaving their efficacy in emerging markets like India unexplored. This study addresses this gap by focusing on the applicability of these advanced models to predict bankruptcy within India's dynamic trade services sector, a vital component of the economy</p>2025-10-23T18:28:42ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.6084/m9.figshare.30392467.v2https://figshare.com/articles/dataset/_b_Predicting_Bankruptcy_in_Wholesale_Retail_and_Motor_Vehicle_Repair_An_AI-ML_Perspective_b_/30392467CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/303924672025-10-23T18:28:42Z
spellingShingle <b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>
Guruprasad Desai (22331299)
Financial econometrics
Financial institutions (incl. banking)
Bankruptcy Prediction
AI-ML Models
Trade Services Sector
SMOTE
Early Warning Indicators
information values
status_str publishedVersion
title <b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>
title_full <b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>
title_fullStr <b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>
title_full_unstemmed <b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>
title_short <b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>
title_sort <b>Predicting Bankruptcy in Wholesale, Retail, and Motor Vehicle Repair: An AI-ML Perspective</b>
topic Financial econometrics
Financial institutions (incl. banking)
Bankruptcy Prediction
AI-ML Models
Trade Services Sector
SMOTE
Early Warning Indicators
information values