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Predictive Analytics for SME Credit Risk Modeling: Alternative Data Integration & Default Probability Forecasting - Risk Assessment

Former Sr. Associate Vice President
Moody’s Analytics
Credit Intermediation
India
Asia-Pacific

$ 795

June 18, 2025

Topics covered in this transcript

  • How are alternative data sources improving SME default predictions?
  • What social media indicators correlate with business viability?
  • How do cash flow prediction models incorporate supplier/customer data?
  • What early warning systems trigger portfolio adjustments?
  • How are lenders explaining AI-driven rejections to SMEs?
  • What regulatory capital requirements apply to model-based lending?
  • How do macroeconomic scenarios stress-test SME portfolios?
  • What API integrations enable real-time business data collection?
  • How are recovery rate models adapting to industry-specific risks?
  • What diversification strategies mitigate sector concentration?
  • How are lenders collaborating with accounting software providers?
  • What validation processes ensure model robustness?

Keywords

  • SME Lending
  • Cash Flow Prediction
  • Social Media Scoring
  • Supply Chain Dependencies
  • Early Warning Systems
  • Model Interpretability
  • Regulatory Capital
  • Data Aggregation
  • Portfolio Diversification
  • Recovery Rate Analysis
  • Macroeconomic Factors
  • API-Based Underwriting

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Singapore
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Jakarta

Revenue Tower, Scbd, Jakarta 12190, Indonesia
Mumbai
4th Floor, Pinnacle Business Park, Andheri East, Mumbai, 400093
Bangalore

Cinnabar Hills, Embassy Golf Links Business Park, Bengaluru, Karnataka 560071
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Get in touch with us to learn more about our services, ask for assistance with a technical difficulty, or if you would like a product demo.
info@nextyn.com
Singapore
68 Circular Road, #02-01
049422, Singapore
Jakarta

Revenue Tower, Scbd, Jakarta 12190, Indonesia
Mumbai
4th Floor, Pinnacle Business Park, Andheri East, Mumbai, 400093
Bangalore

Cinnabar Hills, Embassy Golf Links Business Park, Bengaluru, Karnataka 560071
Instagram Favicon

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