{"id":101488,"date":"2025-08-01T10:45:29","date_gmt":"2025-08-01T03:45:29","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=products&p=101488"},"modified":"2025-08-01T13:37:33","modified_gmt":"2025-08-01T06:37:33","slug":"smart-credit-scoring-with-ai","status":"publish","type":"products","link":"https:\/\/bap-software.net\/en\/case-study\/smart-credit-scoring-with-ai\/","title":{"rendered":"Smart Credit Scoring with AI: 22% Improvement in Loan Risk Classification Accuracy"},"content":{"rendered":"

🎯 Goal: Automatically assess customer credit scores using multiple data sources to accelerate loan processing and enable early risk detection<\/p>\n

📦 Solution: Data Fusion + ML-based Risk Model + Explainable AI Engine<\/p>\n

⚙️ Technology Stack: XGBoost, SHAP, Pandas, FastAPI<\/p>\n

📈 Result: Improved risk classification accuracy by 22%, reduced loan approval time from 3 days to 6 hours<\/p>\n

⏱️ PoC Duration: 4 weeks<\/p>","protected":false},"featured_media":101513,"template":"","product":[10283],"cs_tag":[10287],"class_list":["post-101488","products","type-products","status-publish","has-post-thumbnail","hentry","product-ai-agents","cs_tag-ai-agents-in-finance"],"acf":[],"yoast_head":"\n\u682a\u5f0f\u4f1a\u793eBAP Solution Japan \u306e\u6280\u8853\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30fc\u958b\u767a\u4e8b\u4f8b<\/title>\n<meta name=\"description\" content=\"\u682a\u5f0f\u4f1a\u793eBAP Solution Japan\u306f\u3001\u9867\u5ba2\u5411\u3051\u306e\u591a\u304f\u306e\u88fd\u54c1\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002 BAP\u306e\u958b\u767a\u65b9\u6cd5\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u958b\u767a\u3057\u305f\u88fd\u54c1\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/bap-software.net\/en\/case-study\/smart-credit-scoring-with-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Smart Credit Scoring with AI: 22% Improvement in Loan Risk Classification Accuracy\" \/>\n<meta property=\"og:description\" content=\"\u682a\u5f0f\u4f1a\u793eBAP Solution Japan\u306f\u3001\u9867\u5ba2\u5411\u3051\u306e\u591a\u304f\u306e\u88fd\u54c1\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5b8c\u4e86\u3057\u307e\u3057\u305f\u3002 BAP\u306e\u958b\u767a\u65b9\u6cd5\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u958b\u767a\u3057\u305f\u88fd\u54c1\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\" \/>\n<meta property=\"og:url\" content=\"https:\/\/bap-software.net\/en\/case-study\/smart-credit-scoring-with-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Software development - 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