Independent Research and Policy Advocacy

" Responsible AI"
October 31, 2025 | Dvara Research

In early April, the World Bank published its State of Social Protection report (2025), earlier known as the ‘State of Social Safety Nets’ series. These reports use global-level data about social protection programs to reflect on trends in social security and to ascertain future requirements of social security.

October 21, 2025 | Dvara Research

In the first blog of this series of two, we break down (i) the Committee's methodology, (ii) key insights on the current state of AI adoption, (iii) FREE AI Framework and (iv) its recommendations.

July 17, 2025 | Dvara Research

The Consultation Paper sets out the landscape of use cases of AI prevalent in the Indian Securities Market.

May 13, 2025

IN FOCUS: FINANCIAL LIVES OF POOR HOUSEHOLDS 5 min read Arun and his family live in a rural town in Odisha. He is the sole income earner of his family. Arun is a part- time small holding farmer. He also works as an agri- labourer on his neighbour’s farm to support his family’s expenses. For […]

April 9, 2025 | The Hindu Business Line

Fairness, explainability and human-in-the-loop principle are vital elements of Responsible AI

By Beni Chugh, Neeraj Sibal, PwC
March 29, 2025 | Dvara Research

By studying people’s instinctive, unguided ‘trust-decisions’, we hope to uncover their mental models of trust. More specifically, we aim to (i) articulate the expectations that customers have of trustworthy lenders, (ii) help lenders design their products in a manner consistent with the customer's expectations, and (iii) translate these principle-level expectations into processes that lenders may adopt in their customer service to become trustworthy.

By Beni Chugh, Hasna Ashraf
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.

By PwC, Beni Chugh, Manvi Khanna, Anubhutie Singh
March 28, 2025 | Dvara Research

In this blog, we delve further to uncover the institutional, cultural, and evolutionary factors underpinning the challenges of engendering formal savings among LIHs.

March 21, 2025 | The Hindu Business Line

When AI-driven decisions are fair, respect privacy and are not opaque, they foster customer confidence

By Manvi Khanna, Anubhutie Singh
February 28, 2025 | Dvara Research

The response presents our thinking on the governance of artificial intelligence (AI). It is divided into two parts. Part A summarises our key inputs which are also presented below in the form of this write-up. Part B provides a section-by-section paragraph-wise detailed feedback as per the Ministry’s Consultation Form requirements.