Financial Inclusion
How can machine learning models improve credit scoring compared to traditional methods?
Machine learning models improve credit scoring by collating data across multiple sources including credit bureaus, bank accounts, money laundering statuses, and alternative payment histories. Unlike traditional credit scoring techniques, these ML models consider additional factors like monthly rental commitments that are typically overlooked. The model can explain which features are most important for credit decisions in layman's language, providing transparency. This approach creates a more sophisticated risk profiling system that delivers personalized credit recommendations, making the process more inclusive for applicants who might be underserved by conventional scoring methods.
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MongoDB
31:58 - 33:37
How is VISA's Saksham Program empowering women entrepreneurs in India?
VISA's Saksham Program empowers women entrepreneurs through three key pillars: social and financial inclusion, livelihood promotion through entrepreneurship training, and social empowerment via self-help groups. The program has successfully reached over 10,500 women across India, exceeding their initial goal of 8,500 women-led businesses. Starting small in 2019 with just 20 women, it now helps women overcome barriers like early marriages, lack of vocational training, and limited financial resources. These entrepreneurs gain practical skills, market access, and confidence, transforming them into leaders and role models in their communities. The program's impact earned it a Jury Choice award at the ICC Social Impact Awards 2023-24 for promoting gender equality and women's empowerment.
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NDTV
02:25 - 07:33
How does Norway's SME loan scheme empower women entrepreneurs in the Middle East?
Norway's SME loan scheme empowers women entrepreneurs in the Middle East through multiple components. The program trains bank staff to assess creditworthiness of small and medium-sized businesses while providing grants and risk-sharing mechanisms that reduce the bank's lending risk. This approach particularly benefits female entrepreneurs who have previously been excluded from financial services. The initiative has proven highly successful, as once these women business owners receive and repay their first loan, they establish creditworthiness that allows them to access future financing without requiring special guarantees. This creates sustainable financial inclusion for women running small shops and other enterprises, helping them overcome historical barriers to accessing capital.
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Fintech Mundi
13:39 - 14:34
How does Square Capital empower underserved entrepreneurs?
Square Capital empowers underserved entrepreneurs by providing accessible funding to those traditionally overlooked by the banking system. Their data shows 54% of loans go to women (compared to just 18% nationally) and 37% to underrepresented minorities. Additionally, 80% of funding supports businesses outside the 25 most populous American cities. Through technology, Square Capital helps entrepreneurs like Courtney Foster, who was denied traditional bank loans but used Square Capital to expand her single-chair salon and launch her own hair care line. The platform creates economic opportunity by removing intimidating banking processes, focusing on business performance data rather than personal factors, enabling small business owners to not just survive but thrive.
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NCRC
13:33 - 19:52
Why are small and medium enterprises (SMEs) unable to access loans despite generous government terms?
Despite the government's SME loan system offering extremely favorable terms - including zero interest and a two-year moratorium period - many small and medium enterprises still struggle to access these loans due to lack of basic documentation. According to Minister Colm Imbert, these businesses often don't have the minimum requirements such as company accounts, financial statements, income tax registration, and NIS registration. The government has established this system with banks to help entrepreneurs, requiring only repayment of the principal amount with no payments necessary for the first two years. However, the fundamental documentation issues prevent many SMEs from benefiting from this generous financial assistance program.
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Ministry of Finance Trinidad & Tobago - MOFTT
43:44 - 44:21
What is the biggest challenge faced by small businesses seeking funding?
Access to capital remains one of the biggest pain points for small businesses. Even after establishing their business, owners struggle to secure funding for growth, inventory expansion, repairs, or investing in staff. Traditional lenders assess creditworthiness based on factors like collateral, credit scores, and credit history, which often results in loan denials or insufficient funding amounts, particularly for underserved communities. Square Capital addresses this challenge by leveraging transaction data and machine learning models to evaluate businesses based on their actual sales performance rather than traditional credit metrics. This approach enables them to serve businesses that conventional lenders overlook, providing small loans (averaging $6,000) with transparency, speed, and simplicity.
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NCRC
09:45 - 13:37