March 18, 2026 | Dvara Research
The paper explores what RTAI means in the context of digital lending. The first section compiles principles of RTAI along with its essential components. The next section maps relevant tools for each principle. These tool recommendations can help lenders implement RTAI practices in their operations.
March 29, 2025 | Dvara Research
This Whitepaper unpacks what RTAI would mean in the context of digital lending. While the term Responsible AI has been adequately conceptualized in academia and elsewhere, it still needs to be coherently contextualized to specific domains.
March 5, 2025 | Dvara Research
Almost 65% of India’s population lives in its rural areas.1 India’s financial sector has seen unprecedented expansion, driven by policy initiatives, digital infrastructure and regulatory reforms. Initiatives like Pradhan Mantri Jan-Dhan Yojana (PMJDY), Aadhaar-linked banking, Unified Payments Interface (UPI) and digital lending have significantly improved access to financial services, particularly for underserved segments.
March 4, 2025 | Dvara Research
This study sought to understand the impact of the new regulations on the microfinance sector through the lens of different categories of stakeholders – customers, leadership at microfinance institutions (MFIs) and intermediating staff.
August 13, 2024 | Dvara Research
In this study, we focus on whether consumers use the grievance mechanisms provided in UPI apps in smartphones, and whether those mechanisms make for an easily navigable grievance redress journey ending in satisfactory resolution.
June 4, 2024 | Data Security Council of India, Dvara Research
The white paper discusses a set of solutions for the ecosystem of actors to consider in tackling and curbing the illegitimate activity of scamsters and other fraudulent actors over the very popular Unified Payments Interface (UPI) of India.
March 21, 2024 | Dvara Research
Business correspondent (BC) agents are crucial last-mile infrastructure that support India’s vision for efficient, population-scale delivery of financial and other government services using Digital Public Infrastructure (DPI). These agents primarily facilitate cash deposits, cash withdrawals (together known as cash-in cash-out or CICO), and optionally facilitate access to insurance, savings products, and various welfare schemes for rural and low-income India.
August 28, 2023 | Dvara Research
The study explores the financial lives of platform workers and finding answers to the following questions: do platform workers face volatility in their income and expenses, and how much do their earnings and expenditures vary on a day-to-day basis; how long do they work to earn as much as they would like to; whether and where they save and borrow; what strategies do they adopt to manage their money to meet their day-to-day expenses, raise lump-sums, deal with and recover from shocks; what social protection benefits do they have access to; what their financial goals are; and what barriers exist, if at all, in their pursuit of those goals.
By Rakshith S. Ponnathpur, Risha Ramachandran
July 28, 2023 | Dvara Research
MFIN India and Dvara Research partner to gather insights on users’ experience of navigating the MFIN-Customer Grievance Redress Mechanism (MFIN-CGRM). The study deploys mixed methods — a primary survey of over 300 users, stakeholder interviews and desk research to understand the user-centricity of the MFIN-CGRM.
March 31, 2023 | Dvara Research
In this interim report, we document our observations about the user interface of In-App GRMs in UPI applications (UPI Apps). Our observations are based on our review of the customer redress journey on these GRMs – mainly in terms of the GRM’s accessibility and usability – from the lens of a low-income, digital immigrant customer.