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Algorithmic decision-making, data concentration pose systemic risks: RBI DG

16 Oct 2025
2 min

Risks and Innovations in the Financial Ecosystem

Algorithmic Decision-Making and Financial Risks

  • Unmanaged risks from algorithmic decision-making can spread quickly from individual institutions to the financial system.
  • Heavy reliance on data and linked technologies is a concern for system stability.
  • The rise of fintechs, digital platforms, and embedded finance models has expanded the financial system's boundaries and introduced new risks.
  • Concentration of services in a few platforms adds another layer of potential risk.
  • Financial institutions are encouraged to embed digital risk safeguards in their governance frameworks.
  • Balance between innovation and safety is crucial for building lasting trust.

Financial Inclusion through Unified Lending Interface (ULI)

  • The Unified Lending Interface (ULI) is set to be a turning point for affordable credit access.
  • Launched in August 2024, ULI aims to connect borrowers, lenders, and digital loan service providers.
  • The platform seeks to reduce appraisal times and simplify technical integrations, especially benefiting rural areas.
  • ULI is compared to the success of the Unified Payments Interface (UPI) in revolutionizing financial services.
  • Like UPI, ULI aims to bring openness and interoperability to credit markets.

Unified Payments Interface (UPI) and Digital Payments Ecosystem

  • UPI has revolutionized retail payments by integrating multiple accounts into a single mobile platform.
  • The UPI system is part of a broader digital payments ecosystem, including:
    • NEFT and RTGS for retail and high-value transfers. 
  • Bharat Bill Payment System for interoperable bill payments. 
  • Aadhaar Enabled Payment System for last-mile inclusion through micro-ATMs. 
  • BharatQR for merchant acceptance.
  • These systems form a layered, resilient, and inclusive architecture ensuring fast, convenient, secure, and accessible digital transactions.
  • This ecosystem supports India's transition from a cash economy to a thriving digital one.

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