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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 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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June 2025

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June 2025
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
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+1
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  • Afghanistan (‫افغانستان‬‎)+93
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  • Algeria (‫الجزائر‬‎)+213
  • American Samoa+1684
  • Andorra+376
  • Angola+244
  • Anguilla+1264
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  • Argentina+54
  • Armenia (Հայաստան)+374
  • Aruba+297
  • Australia+61
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  • Bahamas+1242
  • Bahrain (‫البحرين‬‎)+973
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  • Cook Islands+682
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  • Eritrea+291
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  • Ethiopia+251
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  • Fiji+679
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  • French Polynesia (Polynésie française)+689
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  • Germany (Deutschland)+49
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  • Gibraltar+350
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  • Montserrat+1664
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  • Myanmar (Burma) (မြန်မာ)+95
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  • Nauru+674
  • Nepal (नेपाल)+977
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  • New Caledonia (Nouvelle-Calédonie)+687
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  • Nicaragua+505
  • Niger (Nijar)+227
  • Nigeria+234
  • Niue+683
  • Norfolk Island+672
  • North Korea (조선 민주주의 인민 공화국)+850
  • Northern Mariana Islands+1670
  • Norway (Norge)+47
  • Oman (‫عُمان‬‎)+968
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  • Palau+680
  • Palestine (‫فلسطين‬‎)+970
  • Panama (Panamá)+507
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  • Saint Kitts and Nevis+1869
  • Saint Lucia+1758
  • Saint Martin (Saint-Martin (partie française))+590
  • Saint Pierre and Miquelon (Saint-Pierre-et-Miquelon)+508
  • Saint Vincent and the Grenadines+1784
  • Samoa+685
  • San Marino+378
  • São Tomé and Príncipe (São Tomé e Príncipe)+239
  • Saudi Arabia (‫المملكة العربية السعودية‬‎)+966
  • Senegal (Sénégal)+221
  • Serbia (Србија)+381
  • Seychelles+248
  • Sierra Leone+232
  • Singapore+65
  • Sint Maarten+1721
  • Slovakia (Slovensko)+421
  • Slovenia (Slovenija)+386
  • Solomon Islands+677
  • Somalia (Soomaaliya)+252
  • South Africa+27
  • South Korea (대한민국)+82
  • South Sudan (‫جنوب السودان‬‎)+211
  • Spain (España)+34
  • Sri Lanka (ශ්‍රී ලංකාව)+94
  • Sudan (‫السودان‬‎)+249
  • Suriname+597
  • Svalbard and Jan Mayen+47
  • Swaziland+268
  • Sweden (Sverige)+46
  • Switzerland (Schweiz)+41
  • Syria (‫سوريا‬‎)+963
  • Taiwan (台灣)+886
  • Tajikistan+992
  • Tanzania+255
  • Thailand (ไทย)+66
  • Timor-Leste+670
  • Togo+228
  • Tokelau+690
  • Tonga+676
  • Trinidad and Tobago+1868
  • Tunisia (‫تونس‬‎)+216
  • Turkey (Türkiye)+90
  • Turkmenistan+993
  • Turks and Caicos Islands+1649
  • Tuvalu+688
  • U.S. Virgin Islands+1340
  • Uganda+256
  • Ukraine (Україна)+380
  • United Arab Emirates (‫الإمارات العربية المتحدة‬‎)+971
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  • Uruguay+598
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  • Vanuatu+678
  • Vatican City (Città del Vaticano)+39
  • Venezuela+58
  • Vietnam (Việt Nam)+84
  • Wallis and Futuna+681
  • Western Sahara (‫الصحراء الغربية‬‎)+212
  • Yemen (‫اليمن‬‎)+967
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